diff --git "a/landscapes/brax_humanoid_sac.csv" "b/landscapes/brax_humanoid_sac.csv"
--- "a/landscapes/brax_humanoid_sac.csv"
+++ "b/landscapes/brax_humanoid_sac.csv"
@@ -1,154 +1,154 @@
 config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_sampling,hp_config.buffer_size,hp_config.learning_rate,hp_config.learning_starts,hp_config.reward_scale,hp_config.use_target_network,hp_config.buffer_alpha,hp_config.buffer_beta,hp_config.buffer_epsilon,hp_config.tau,seed
-0,500000,4660.8896,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,1000000,4734.2056,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,1500000,4802.894,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,2000000,4721.7046,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,2500000,4661.0283,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,3000000,4494.335,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,3500000,4836.8994,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,4000000,3806.1147,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,4500000,2469.6562,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-0,5000000,3061.1885,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,9
-1,500000,247.95145,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,1000000,444.9352,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,1500000,432.96063,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,2000000,476.8042,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,2500000,462.4723,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,3000000,369.1953,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,3500000,575.1273,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,4000000,521.89856,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,4500000,529.53265,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-1,5000000,957.84326,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,9
-2,500000,584.00275,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,1000000,1451.1628,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,1500000,2515.9824,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,2000000,1927.2097,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,2500000,5488.007,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,3000000,2778.6753,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,3500000,5006.6943,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,4000000,6066.0967,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,4500000,7013.6113,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-2,5000000,6673.782,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,9
-3,500000,598.3837,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,1000000,4821.293,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,1500000,5851.7217,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,2000000,3176.5728,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,2500000,2737.0002,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,3000000,2719.6865,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,3500000,3572.5269,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,4000000,4369.798,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,4500000,4223.9297,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-3,5000000,3457.006,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,9
-4,500000,403.9652,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,1000000,455.2483,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,1500000,642.3662,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,2000000,1563.7092,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,2500000,2318.3127,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,3000000,4896.574,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,3500000,5078.554,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,4000000,5083.498,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,4500000,5045.8604,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-4,5000000,4879.7725,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,9
-5,500000,3268.101,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,1000000,4290.718,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,1500000,4441.867,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,2000000,4550.868,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,2500000,4709.06,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,3000000,4585.945,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,3500000,1536.6393,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,4000000,2818.3706,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,4500000,4537.743,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-5,5000000,4741.7397,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,9
-6,500000,199.06778,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,1000000,357.2315,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,1500000,382.3473,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,2000000,434.63977,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,2500000,583.8513,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,3000000,536.9691,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,3500000,724.66693,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,4000000,1403.602,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,4500000,1026.9736,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-6,5000000,3401.4434,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,9
-7,500000,453.68643,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,1000000,3652.2026,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,1500000,2903.5796,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,2000000,3811.1475,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,2500000,4440.949,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,3000000,3884.543,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,3500000,4190.1484,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,4000000,4648.7617,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,4500000,4668.084,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-7,5000000,4589.993,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,9
-8,500000,4597.705,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,1000000,3164.311,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,1500000,3272.8848,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,2000000,3408.0063,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,2500000,220.14357,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,3000000,239.49132,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,3500000,80.48169,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,4000000,138.15334,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,4500000,72.111435,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-8,5000000,66.99623,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,9
-9,500000,543.51904,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,1000000,1768.9185,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,1500000,1812.8125,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,2000000,1546.6272,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,2500000,2448.9663,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,3000000,1934.9119,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,3500000,3570.3123,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,4000000,3428.432,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,4500000,3468.0667,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-9,5000000,2943.0164,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,9
-10,500000,480.1585,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,1000000,816.272,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,1500000,2242.1914,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,2000000,4824.9927,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,2500000,4764.9697,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,3000000,5091.839,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,3500000,5327.265,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,4000000,4992.1577,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,4500000,4679.8745,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-10,5000000,5433.9697,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,9
-11,500000,4117.9688,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,1000000,4802.299,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,1500000,4797.62,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,2000000,4782.0254,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,2500000,4737.8994,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,3000000,4638.3037,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,3500000,4390.122,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,4000000,4612.089,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,4500000,4159.7363,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-11,5000000,4644.972,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,9
-12,500000,406.67728,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,1000000,6064.657,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,1500000,7414.383,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,2000000,3637.2612,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,2500000,7482.004,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,3000000,6786.0947,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,3500000,920.2899,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,4000000,7801.9414,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,4500000,7738.1973,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-12,5000000,210.26636,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,9
-13,500000,351.55618,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,1000000,369.13727,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,1500000,399.8,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,2000000,405.73965,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,2500000,504.3015,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,3000000,565.2389,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,3500000,735.9181,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,4000000,1098.1365,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,4500000,1955.5294,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-13,5000000,2442.016,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,9
-14,500000,515.657,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,1000000,5433.2896,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,1500000,6864.9443,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,2000000,6757.068,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,2500000,2589.379,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,3000000,3082.582,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,3500000,7528.161,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,4000000,7596.4443,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,4500000,7970.426,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
-14,5000000,5959.0176,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,9
+0,500000,4660.8896,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,1000000,4734.2056,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,1500000,4802.894,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,2000000,4721.7046,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,2500000,4661.0283,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,3000000,4494.335,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,3500000,4836.8994,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,4000000,3806.1147,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,4500000,2469.6562,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+0,5000000,3061.1885,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,9
+1,500000,247.95145,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,1000000,444.9352,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,1500000,432.96063,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,2000000,476.8042,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,2500000,462.4723,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,3000000,369.1953,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,3500000,575.1273,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,4000000,521.89856,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,4500000,529.53265,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+1,5000000,957.84326,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,9
+2,500000,584.00275,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,1000000,1451.1628,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,1500000,2515.9824,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,2000000,1927.2097,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,2500000,5488.007,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,3000000,2778.6753,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,3500000,5006.6943,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,4000000,6066.0967,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,4500000,7013.6113,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+2,5000000,6673.782,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,9
+3,500000,598.3837,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,1000000,4821.293,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,1500000,5851.7217,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,2000000,3176.5728,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,2500000,2737.0002,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,3000000,2719.6865,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,3500000,3572.5269,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,4000000,4369.798,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,4500000,4223.9297,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+3,5000000,3457.006,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,9
+4,500000,403.9652,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,1000000,455.2483,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,1500000,642.3662,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,2000000,1563.7092,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,2500000,2318.3127,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,3000000,4896.574,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,3500000,5078.554,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,4000000,5083.498,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,4500000,5045.8604,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+4,5000000,4879.7725,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,9
+5,500000,3268.101,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,1000000,4290.718,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,1500000,4441.867,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,2000000,4550.868,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,2500000,4709.06,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,3000000,4585.945,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,3500000,1536.6393,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,4000000,2818.3706,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,4500000,4537.743,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+5,5000000,4741.7397,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,9
+6,500000,199.06778,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,1000000,357.2315,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,1500000,382.3473,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,2000000,434.63977,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,2500000,583.8513,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,3000000,536.9691,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,3500000,724.66693,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,4000000,1403.602,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,4500000,1026.9736,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+6,5000000,3401.4434,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,9
+7,500000,453.68643,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,1000000,3652.2026,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,1500000,2903.5796,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,2000000,3811.1475,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,2500000,4440.949,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,3000000,3884.543,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,3500000,4190.1484,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,4000000,4648.7617,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,4500000,4668.084,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+7,5000000,4589.993,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,9
+8,500000,4597.705,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,1000000,3164.311,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,1500000,3272.8848,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,2000000,3408.0063,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,2500000,220.14357,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,3000000,239.49132,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,3500000,80.48169,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,4000000,138.15334,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,4500000,72.111435,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+8,5000000,66.99623,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,9
+9,500000,543.51904,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,1000000,1768.9185,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,1500000,1812.8125,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,2000000,1546.6272,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,2500000,2448.9663,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,3000000,1934.9119,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,3500000,3570.3123,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,4000000,3428.432,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,4500000,3468.0667,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+9,5000000,2943.0164,512,False,540763,0.00474209,15765,0.31441719,False,,,,,9
+10,500000,480.1585,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,1000000,816.272,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,1500000,2242.1914,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,2000000,4824.9927,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,2500000,4764.9697,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,3000000,5091.839,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,3500000,5327.265,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,4000000,4992.1577,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,4500000,4679.8745,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+10,5000000,5433.9697,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,9
+11,500000,4117.9688,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,1000000,4802.299,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,1500000,4797.62,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,2000000,4782.0254,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,2500000,4737.8994,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,3000000,4638.3037,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,3500000,4390.122,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,4000000,4612.089,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,4500000,4159.7363,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+11,5000000,4644.972,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,9
+12,500000,406.67728,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,1000000,6064.657,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,1500000,7414.383,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,2000000,3637.2612,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,2500000,7482.004,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,3000000,6786.0947,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,3500000,920.2899,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,4000000,7801.9414,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,4500000,7738.1973,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+12,5000000,210.26636,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,9
+13,500000,351.55618,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,1000000,369.13727,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,1500000,399.8,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,2000000,405.73965,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,2500000,504.3015,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,3000000,565.2389,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,3500000,735.9181,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,4000000,1098.1365,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,4500000,1955.5294,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+13,5000000,2442.016,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,9
+14,500000,515.657,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,1000000,5433.2896,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,1500000,6864.9443,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,2000000,6757.068,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,2500000,2589.379,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,3000000,3082.582,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,3500000,7528.161,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,4000000,7596.4443,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,4500000,7970.426,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
+14,5000000,5959.0176,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,9
 15,500000,3794.3833,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,1000000,2658.6055,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,1500000,4631.475,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
@@ -159,26 +159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,3438.4558,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,4500000,2559.089,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,5000000,561.9525,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
-16,500000,274.21356,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,1000000,289.6093,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,1500000,258.125,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,2000000,353.5451,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,2500000,398.614,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,3000000,294.10974,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,3500000,296.2631,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,4000000,446.2336,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,4500000,442.9831,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-16,5000000,559.64014,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,9
-17,500000,586.7974,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,1000000,3555.564,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,1500000,4056.082,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,2000000,4708.907,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,2500000,5222.002,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,3000000,4769.914,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,3500000,5756.3105,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,4000000,2784.5222,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,4500000,4931.4575,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
-17,5000000,4784.4995,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,9
+16,500000,274.21356,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,1000000,289.6093,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,1500000,258.125,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,2000000,353.5451,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,2500000,398.614,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,3000000,294.10974,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,3500000,296.2631,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,4000000,446.2336,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,4500000,442.9831,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+16,5000000,559.64014,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,9
+17,500000,586.7974,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,1000000,3555.564,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,1500000,4056.082,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,2000000,4708.907,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,2500000,5222.002,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,3000000,4769.914,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,3500000,5756.3105,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,4000000,2784.5222,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,4500000,4931.4575,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,5000000,4784.4995,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
 18,500000,4531.0273,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,1000000,4159.375,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,1500000,3146.058,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
@@ -189,36 +189,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,3279.5117,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,4500000,1541.7144,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,5000000,4443.2036,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
-19,500000,563.7045,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,1000000,1486.8496,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,1500000,1145.4153,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,2000000,780.79504,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,2500000,3130.8276,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,3000000,3780.9663,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,3500000,752.1479,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,4000000,746.4114,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,4500000,992.46106,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-19,5000000,5434.422,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,9
-20,500000,200.711,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,1000000,357.92648,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,1500000,462.8305,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,2000000,487.19086,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,2500000,557.7744,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,3000000,512.41473,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,3500000,559.2505,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,4000000,496.59845,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,4500000,537.84814,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-20,5000000,472.80133,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,9
-21,500000,316.3541,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,1000000,515.68896,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,1500000,4268.924,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,2000000,3858.482,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,2500000,4243.456,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,3000000,3901.9414,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,3500000,4203.6035,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,4000000,3599.7583,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,4500000,4040.6128,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
-21,5000000,4097.798,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,9
+19,500000,563.7045,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,1000000,1486.8496,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,1500000,1145.4153,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,2000000,780.79504,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,2500000,3130.8276,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,3000000,3780.9663,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,3500000,752.1479,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,4000000,746.4114,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,4500000,992.46106,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+19,5000000,5434.422,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,9
+20,500000,200.711,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,1000000,357.92648,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,1500000,462.8305,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,2000000,487.19086,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,2500000,557.7744,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,3000000,512.41473,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,3500000,559.2505,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,4000000,496.59845,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,4500000,537.84814,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+20,5000000,472.80133,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,9
+21,500000,316.3541,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,1000000,515.68896,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,1500000,4268.924,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,2000000,3858.482,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,2500000,4243.456,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,3000000,3901.9414,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,3500000,4203.6035,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,4000000,3599.7583,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,4500000,4040.6128,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
+21,5000000,4097.798,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
 22,500000,681.2788,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,1000000,3633.622,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,1500000,4659.8267,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
@@ -229,66 +229,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4634.0996,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,4500000,4266.247,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,5000000,4623.419,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
-23,500000,500.89478,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,1000000,2943.5698,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,1500000,2276.0186,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,2000000,207.4535,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,2500000,195.24873,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,3000000,97.76722,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,3500000,64.08679,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,4000000,64.75064,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,4500000,64.586945,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-23,5000000,64.38644,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,9
-24,500000,558.01447,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,1000000,3909.628,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,1500000,1020.5682,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,2000000,1705.3173,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,2500000,930.07465,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,3000000,6595.661,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,3500000,571.0757,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,4000000,7323.763,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,4500000,2240.786,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-24,5000000,6641.285,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,9
-25,500000,599.0625,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,1000000,3548.8682,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,1500000,1864.3042,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,2000000,6659.452,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,2500000,5957.7285,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,3000000,4657.2188,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,3500000,5222.2114,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,4000000,5194.753,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,4500000,1680.5117,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-25,5000000,5128.077,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,9
-26,500000,732.57574,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,1000000,5321.305,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,1500000,3957.5906,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,2000000,670.37604,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,2500000,7297.291,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,3000000,5682.7266,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,3500000,1882.7666,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,4000000,2197.2085,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,4500000,376.64203,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-26,5000000,5233.6416,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,9
-27,500000,210.34964,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,1000000,209.92618,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,1500000,210.2056,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,2000000,209.78683,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,2500000,210.34308,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,3000000,210.30498,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,3500000,210.26436,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,4000000,210.07353,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,4500000,210.12209,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-27,5000000,210.05194,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,9
-28,500000,511.20737,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,1000000,316.6864,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,1500000,377.85565,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,2000000,644.26373,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,2500000,536.0791,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,3000000,1172.2053,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,3500000,1814.6725,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,4000000,5091.551,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,4500000,4987.7456,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
-28,5000000,5097.298,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,9
+23,500000,500.89478,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,1000000,2943.5698,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,1500000,2276.0186,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,2000000,207.4535,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,2500000,195.24873,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,3000000,97.76722,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,3500000,64.08679,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,4000000,64.75064,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,4500000,64.586945,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+23,5000000,64.38644,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,9
+24,500000,558.01447,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,1000000,3909.628,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,1500000,1020.5682,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,2000000,1705.3173,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,2500000,930.07465,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,3000000,6595.661,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,3500000,571.0757,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,4000000,7323.763,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,4500000,2240.786,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+24,5000000,6641.285,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,9
+25,500000,599.0625,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,1000000,3548.8682,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,1500000,1864.3042,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,2000000,6659.452,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,2500000,5957.7285,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,3000000,4657.2188,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,3500000,5222.2114,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,4000000,5194.753,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,4500000,1680.5117,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+25,5000000,5128.077,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,9
+26,500000,732.57574,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,1000000,5321.305,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,1500000,3957.5906,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,2000000,670.37604,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,2500000,7297.291,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,3000000,5682.7266,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,3500000,1882.7666,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,4000000,2197.2085,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,4500000,376.64203,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+26,5000000,5233.6416,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,9
+27,500000,210.34964,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,1000000,209.92618,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,1500000,210.2056,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,2000000,209.78683,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,2500000,210.34308,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,3000000,210.30498,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,3500000,210.26436,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,4000000,210.07353,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,4500000,210.12209,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+27,5000000,210.05194,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,9
+28,500000,511.20737,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,1000000,316.6864,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,1500000,377.85565,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,2000000,644.26373,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,2500000,536.0791,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,3000000,1172.2053,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,3500000,1814.6725,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,4000000,5091.551,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,4500000,4987.7456,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
+28,5000000,5097.298,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,9
 29,500000,271.13058,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,1000000,348.9134,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,1500000,448.06766,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
@@ -299,16 +299,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,4498.6006,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,4500000,4703.8867,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,5000000,4703.482,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
-30,500000,1080.0225,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,1000000,1772.8945,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,1500000,1452.1891,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,2000000,4595.846,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,2500000,1034.1804,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,3000000,1872.9727,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,3500000,1158.1909,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,4000000,4590.961,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,4500000,3342.6045,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
-30,5000000,5215.222,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,9
+30,500000,1080.0225,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,1000000,1772.8945,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,1500000,1452.1891,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,2000000,4595.846,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,2500000,1034.1804,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,3000000,1872.9727,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,3500000,1158.1909,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,4000000,4590.961,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,4500000,3342.6045,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
+30,5000000,5215.222,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,9
 31,500000,362.0169,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
 31,1000000,339.62833,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
 31,1500000,375.90405,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
@@ -319,46 +319,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,363.404,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
 31,4500000,359.08267,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
 31,5000000,367.9516,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
-32,500000,1852.8364,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,1000000,2572.015,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,1500000,3783.3667,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,2000000,3889.395,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,2500000,4307.3774,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,3000000,3330.883,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,3500000,2757.2917,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,4000000,2058.3545,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,4500000,217.05276,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-32,5000000,243.40865,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,9
-33,500000,581.0387,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,1000000,5015.227,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,1500000,6472.8867,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,2000000,1553.3872,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,2500000,1170.2083,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,3000000,6261.0273,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,3500000,2708.5312,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,4000000,5466.4863,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,4500000,338.471,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-33,5000000,3168.1826,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,9
-34,500000,208.00638,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,1000000,207.81534,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,1500000,208.15273,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,2000000,207.93732,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,2500000,208.50316,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,3000000,208.16635,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,3500000,208.56728,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,4000000,207.69006,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,4500000,207.91006,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-34,5000000,208.683,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,9
-35,500000,866.2258,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,1000000,2988.0142,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,1500000,5356.3325,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,2000000,4856.168,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,2500000,5126.955,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,3000000,4378.176,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,3500000,189.67319,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,4000000,227.1983,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,4500000,149.48325,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
-35,5000000,67.88324,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,9
+32,500000,1852.8364,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,1000000,2572.015,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,1500000,3783.3667,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,2000000,3889.395,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,2500000,4307.3774,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,3000000,3330.883,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,3500000,2757.2917,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,4000000,2058.3545,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,4500000,217.05276,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+32,5000000,243.40865,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,9
+33,500000,581.0387,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,1000000,5015.227,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,1500000,6472.8867,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,2000000,1553.3872,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,2500000,1170.2083,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,3000000,6261.0273,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,3500000,2708.5312,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,4000000,5466.4863,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,4500000,338.471,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+33,5000000,3168.1826,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,9
+34,500000,208.00638,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,1000000,207.81534,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,1500000,208.15273,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,2000000,207.93732,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,2500000,208.50316,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,3000000,208.16635,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,3500000,208.56728,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,4000000,207.69006,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,4500000,207.91006,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,5000000,208.683,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+35,500000,866.2258,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,1000000,2988.0142,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,1500000,5356.3325,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,2000000,4856.168,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,2500000,5126.955,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,3000000,4378.176,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,3500000,189.67319,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,4000000,227.1983,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,4500000,149.48325,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,5000000,67.88324,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
 36,500000,65.16292,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,1000000,194.37985,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,1500000,246.77368,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
@@ -369,26 +369,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,1333.8044,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,4500000,3360.9263,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,5000000,3176.839,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
-37,500000,284.94632,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,1000000,269.3037,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,1500000,427.38837,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,2000000,423.85693,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,2500000,389.32675,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,3000000,282.2177,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,3500000,292.00586,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,4000000,433.72186,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,4500000,351.22885,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,5000000,461.08972,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-38,500000,209.78278,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,1000000,209.4997,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,1500000,209.97687,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,2000000,209.8974,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,2500000,209.85307,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,3000000,209.17792,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,3500000,209.77307,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,4000000,209.92693,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,4500000,209.37773,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
-38,5000000,210.03326,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
+37,500000,284.94632,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,1000000,269.3037,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,1500000,427.38837,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,2000000,423.85693,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,2500000,389.32675,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,3000000,282.2177,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,3500000,292.00586,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,4000000,433.72186,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,4500000,351.22885,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,5000000,461.08972,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+38,500000,209.78278,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,1000000,209.4997,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,1500000,209.97687,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,2000000,209.8974,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,2500000,209.85307,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,3000000,209.17792,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,3500000,209.77307,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,4000000,209.92693,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,4500000,209.37773,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,5000000,210.03326,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
 39,500000,336.99872,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,1000000,459.76624,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,1500000,502.16882,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
@@ -399,16 +399,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4642.0596,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,4500000,4685.0693,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,5000000,4712.5977,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
-40,500000,309.09213,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,1000000,372.93988,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,1500000,239.71393,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,2000000,482.137,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,2500000,464.93903,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,3000000,436.2639,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,3500000,446.50076,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,4000000,503.07715,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,4500000,461.28934,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,5000000,653.60016,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
+40,500000,309.09213,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,1000000,372.93988,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,1500000,239.71393,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,2000000,482.137,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,2500000,464.93903,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,3000000,436.2639,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,3500000,446.50076,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,4000000,503.07715,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,4500000,461.28934,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,5000000,653.60016,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
 41,500000,209.60806,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,1000000,210.24869,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,1500000,210.09613,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
@@ -419,36 +419,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,209.63623,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,4500000,209.7142,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,5000000,210.28087,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
-42,500000,365.3708,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,1000000,380.52112,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,1500000,552.7332,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,2000000,1532.7405,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,2500000,4468.2725,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,3000000,4905.539,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,3500000,4856.98,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,4000000,4760.9414,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,4500000,4681.8003,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-42,5000000,4450.6006,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,9
-43,500000,1729.7114,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,1000000,4733.946,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,1500000,5020.453,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,2000000,3662.1865,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,2500000,1610.419,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,3000000,4425.2974,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,3500000,4828.2266,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,4000000,1806.6177,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,4500000,5070.718,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-43,5000000,1805.1715,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,9
-44,500000,212.1387,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,1000000,211.62471,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,1500000,211.75494,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,2000000,211.83386,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,2500000,211.68802,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,3000000,211.86209,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,3500000,211.85352,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,4000000,212.10791,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,4500000,211.9217,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
-44,5000000,211.54929,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,9
+42,500000,365.3708,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,1000000,380.52112,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,1500000,552.7332,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,2000000,1532.7405,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,2500000,4468.2725,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,3000000,4905.539,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,3500000,4856.98,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,4000000,4760.9414,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,4500000,4681.8003,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+42,5000000,4450.6006,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,9
+43,500000,1729.7114,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,1000000,4733.946,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,1500000,5020.453,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,2000000,3662.1865,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,2500000,1610.419,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,3000000,4425.2974,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,3500000,4828.2266,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,4000000,1806.6177,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,4500000,5070.718,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+43,5000000,1805.1715,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,9
+44,500000,212.1387,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,1000000,211.62471,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,1500000,211.75494,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,2000000,211.83386,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,2500000,211.68802,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,3000000,211.86209,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,3500000,211.85352,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,4000000,212.10791,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,4500000,211.9217,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
+44,5000000,211.54929,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
 45,500000,451.76572,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,1000000,418.94562,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,1500000,3958.5078,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
@@ -459,26 +459,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4349.835,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,4500000,4541.748,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,5000000,4617.5117,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
-46,500000,432.99695,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,1000000,1942.53,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,1500000,2904.9116,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,2000000,4406.4424,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,2500000,4981.2715,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,3000000,4139.2583,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,3500000,4474.2075,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,4000000,4823.4004,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,4500000,3745.537,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,5000000,3810.0361,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-47,500000,525.25006,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,1000000,4064.3093,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,1500000,6042.865,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,2000000,5851.714,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,2500000,4871.834,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,3000000,4801.7666,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,3500000,4812.144,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,4000000,5776.705,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,4500000,5639.706,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,5000000,4232.4307,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
+46,500000,432.99695,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,1000000,1942.53,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,1500000,2904.9116,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,2000000,4406.4424,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,2500000,4981.2715,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,3000000,4139.2583,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,3500000,4474.2075,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,4000000,4823.4004,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,4500000,3745.537,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,5000000,3810.0361,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+47,500000,525.25006,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,1000000,4064.3093,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,1500000,6042.865,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,2000000,5851.714,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,2500000,4871.834,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,3000000,4801.7666,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,3500000,4812.144,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,4000000,5776.705,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,4500000,5639.706,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,5000000,4232.4307,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
 48,500000,874.2331,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,9
 48,1000000,4442.2803,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,9
 48,1500000,3165.4834,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,9
@@ -509,16 +509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,1368.6218,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,9
 50,4500000,3174.3188,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,9
 50,5000000,2149.6255,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,9
-51,500000,447.47327,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,1000000,4178.1475,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,1500000,6173.8794,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,2000000,6340.6865,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,2500000,5370.4097,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,3000000,4861.0635,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,3500000,6768.129,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,4000000,3452.0808,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,4500000,7278.537,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,5000000,7251.9,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
+51,500000,447.47327,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,1000000,4178.1475,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,1500000,6173.8794,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,2000000,6340.6865,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,2500000,5370.4097,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,3000000,4861.0635,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,3500000,6768.129,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,4000000,3452.0808,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,4500000,7278.537,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,5000000,7251.9,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
 52,500000,402.03888,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,1000000,531.94666,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,1500000,843.5292,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
@@ -529,26 +529,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,4041.2222,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,4500000,4214.158,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,5000000,4183.797,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
-53,500000,330.77905,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,1000000,282.77527,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,1500000,482.21985,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,2000000,411.05005,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,2500000,273.36597,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,3000000,331.0904,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,3500000,397.49146,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,4000000,384.06793,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,4500000,478.9323,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,5000000,407.87994,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-54,500000,594.83374,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,1000000,4667.6743,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,1500000,4747.2476,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,2000000,4839.3633,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,2500000,4708.3516,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,3000000,4861.7583,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,3500000,4737.792,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,4000000,4720.821,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,4500000,4125.38,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,5000000,4698.002,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
+53,500000,330.77905,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,1000000,282.77527,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,1500000,482.21985,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,2000000,411.05005,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,2500000,273.36597,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,3000000,331.0904,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,3500000,397.49146,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,4000000,384.06793,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,4500000,478.9323,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,5000000,407.87994,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+54,500000,594.83374,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,1000000,4667.6743,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,1500000,4747.2476,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,2000000,4839.3633,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,2500000,4708.3516,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,3000000,4861.7583,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,3500000,4737.792,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,4000000,4720.821,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,4500000,4125.38,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,5000000,4698.002,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
 55,500000,334.8946,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,1000000,329.45847,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,1500000,461.06177,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
@@ -559,36 +559,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,383.91925,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,4500000,385.0449,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,5000000,337.62643,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
-56,500000,209.4469,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,1000000,209.64719,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,1500000,209.33348,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,2000000,209.6607,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,2500000,209.5389,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,3000000,210.07417,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,3500000,209.73183,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,4000000,209.36932,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,4500000,209.86728,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,5000000,209.41425,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-57,500000,248.84792,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,1000000,257.6063,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,1500000,439.9585,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,2000000,633.81165,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,2500000,418.29663,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,3000000,469.65375,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,3500000,528.0925,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,4000000,1164.1003,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,4500000,3015.467,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-57,5000000,4969.332,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
-58,500000,209.0174,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,1000000,208.7744,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,1500000,208.93387,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,2000000,209.39816,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,2500000,209.3501,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,3000000,209.03796,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,3500000,209.25201,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,4000000,208.97327,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,4500000,209.19244,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
-58,5000000,208.62811,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,9
+56,500000,209.4469,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,1000000,209.64719,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,1500000,209.33348,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,2000000,209.6607,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,2500000,209.5389,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,3000000,210.07417,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,3500000,209.73183,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,4000000,209.36932,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,4500000,209.86728,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+56,5000000,209.41425,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,9
+57,500000,248.84792,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,1000000,257.6063,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,1500000,439.9585,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,2000000,633.81165,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,2500000,418.29663,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,3000000,469.65375,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,3500000,528.0925,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,4000000,1164.1003,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,4500000,3015.467,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+57,5000000,4969.332,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,9
+58,500000,209.0174,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,1000000,208.7744,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,1500000,208.93387,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,2000000,209.39816,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,2500000,209.3501,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,3000000,209.03796,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,3500000,209.25201,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,4000000,208.97327,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,4500000,209.19244,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
+58,5000000,208.62811,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
 59,500000,392.9466,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,1000000,387.0869,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,1500000,587.1556,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
@@ -599,46 +599,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,3542.4019,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,4500000,4244.2563,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,5000000,4491.107,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
-60,500000,310.25958,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,1000000,1089.0009,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,1500000,4242.088,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,2000000,4794.564,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,2500000,4975.008,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,3000000,4792.583,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,3500000,5033.402,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,4000000,5127.0273,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,4500000,4909.174,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-60,5000000,5091.849,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,9
-61,500000,216.79529,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,1000000,321.6754,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,1500000,431.89706,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,2000000,378.44174,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,2500000,325.74866,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,3000000,392.37335,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,3500000,99.686325,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,4000000,475.8937,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,4500000,492.5432,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-61,5000000,463.84344,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,9
-62,500000,503.68005,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,1000000,1611.804,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,1500000,3557.0942,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,2000000,2861.5122,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,2500000,6542.385,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,3000000,5361.004,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,3500000,6779.8613,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,4000000,5547.3877,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,4500000,7118.9414,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-62,5000000,7486.186,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,9
-63,500000,350.68433,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,1000000,446.42914,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,1500000,470.04132,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,2000000,647.47925,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,2500000,1341.4404,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,3000000,2999.5918,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,3500000,3947.2163,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,4000000,4393.4478,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,4500000,4225.9326,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
-63,5000000,4590.801,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,9
+60,500000,310.25958,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,1000000,1089.0009,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,1500000,4242.088,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,2000000,4794.564,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,2500000,4975.008,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,3000000,4792.583,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,3500000,5033.402,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,4000000,5127.0273,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,4500000,4909.174,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+60,5000000,5091.849,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,9
+61,500000,216.79529,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,1000000,321.6754,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,1500000,431.89706,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,2000000,378.44174,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,2500000,325.74866,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,3000000,392.37335,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,3500000,99.686325,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,4000000,475.8937,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,4500000,492.5432,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+61,5000000,463.84344,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,9
+62,500000,503.68005,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,1000000,1611.804,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,1500000,3557.0942,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,2000000,2861.5122,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,2500000,6542.385,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,3000000,5361.004,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,3500000,6779.8613,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,4000000,5547.3877,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,4500000,7118.9414,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+62,5000000,7486.186,512,False,220480,0.00107533,11522,1.86025571,False,,,,,9
+63,500000,350.68433,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,1000000,446.42914,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,1500000,470.04132,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,2000000,647.47925,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,2500000,1341.4404,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,3000000,2999.5918,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,3500000,3947.2163,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,4000000,4393.4478,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,4500000,4225.9326,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
+63,5000000,4590.801,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,9
 64,500000,88.806305,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,1000000,324.81866,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,1500000,238.10724,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
@@ -649,26 +649,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,422.8083,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,4500000,512.61615,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,5000000,626.5051,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
-65,500000,365.087,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,1000000,644.1871,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,1500000,1262.6985,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,2000000,2598.5376,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,2500000,4369.5596,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,3000000,4856.954,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,3500000,4890.8027,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,4000000,5013.204,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,4500000,5205.6895,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-65,5000000,5127.667,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,9
-66,500000,3945.2249,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,1000000,4144.678,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,1500000,4564.6143,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,2000000,4617.0713,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,2500000,4660.852,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,3000000,4715.5684,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,3500000,4455.216,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,4000000,4630.2314,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,4500000,4730.536,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
-66,5000000,4743.0547,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,9
+65,500000,365.087,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,1000000,644.1871,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,1500000,1262.6985,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,2000000,2598.5376,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,2500000,4369.5596,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,3000000,4856.954,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,3500000,4890.8027,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,4000000,5013.204,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,4500000,5205.6895,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+65,5000000,5127.667,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,9
+66,500000,3945.2249,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,1000000,4144.678,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,1500000,4564.6143,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,2000000,4617.0713,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,2500000,4660.852,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,3000000,4715.5684,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,3500000,4455.216,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,4000000,4630.2314,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,4500000,4730.536,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,5000000,4743.0547,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
 67,500000,227.39896,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,1000000,282.4702,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,1500000,602.7014,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
@@ -679,26 +679,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,615.40765,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,4500000,4496.5347,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,5000000,4156.7188,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
-68,500000,1031.5676,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,1000000,2993.933,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,1500000,2684.601,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,2000000,2792.9653,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,2500000,3355.5322,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,3000000,3895.56,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,3500000,1666.1266,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,4000000,1079.4021,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,4500000,2210.5793,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,5000000,1856.4424,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-69,500000,401.21973,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,1000000,1483.0292,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,1500000,4918.104,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,2000000,4948.714,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,2500000,5878.426,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,3000000,5658.4355,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,3500000,4013.052,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,4000000,6252.5815,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,4500000,6656.7583,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,5000000,6810.169,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
+68,500000,1031.5676,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,1000000,2993.933,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,1500000,2684.601,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,2000000,2792.9653,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,2500000,3355.5322,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,3000000,3895.56,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,3500000,1666.1266,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,4000000,1079.4021,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,4500000,2210.5793,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,5000000,1856.4424,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+69,500000,401.21973,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,1000000,1483.0292,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,1500000,4918.104,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,2000000,4948.714,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,2500000,5878.426,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,3000000,5658.4355,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,3500000,4013.052,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,4000000,6252.5815,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,4500000,6656.7583,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,5000000,6810.169,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
 70,500000,398.6753,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,1000000,532.11176,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,1500000,847.24445,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
@@ -709,16 +709,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4676.199,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,4500000,4626.6226,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,5000000,4537.5356,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
-71,500000,286.88522,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,1000000,582.8954,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,1500000,514.9789,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,2000000,449.09485,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,2500000,496.15225,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,3000000,645.64197,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,3500000,1048.2463,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,4000000,2683.9722,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,4500000,3270.6807,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,5000000,4080.1724,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
+71,500000,286.88522,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,1000000,582.8954,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,1500000,514.9789,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,2000000,449.09485,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,2500000,496.15225,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,3000000,645.64197,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,3500000,1048.2463,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,4000000,2683.9722,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,4500000,3270.6807,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,5000000,4080.1724,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
 72,500000,209.6983,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,1000000,209.58524,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,1500000,210.04205,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
@@ -729,16 +729,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,209.9706,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,4500000,209.6571,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,5000000,210.15244,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
-73,500000,209.64551,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,1000000,210.06381,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,1500000,209.70769,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,2000000,209.95367,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,2500000,210.07959,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,3000000,210.23682,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,3500000,209.72847,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,4000000,209.5354,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,4500000,209.94606,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,5000000,209.87369,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
+73,500000,209.64551,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,1000000,210.06381,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,1500000,209.70769,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,2000000,209.95367,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,2500000,210.07959,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,3000000,210.23682,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,3500000,209.72847,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,4000000,209.5354,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,4500000,209.94606,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,5000000,209.87369,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
 74,500000,1432.5079,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,9
 74,1000000,4241.3105,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,9
 74,1500000,4534.292,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,9
@@ -769,56 +769,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,3038.399,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,9
 76,4500000,4492.059,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,9
 76,5000000,262.122,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,9
-77,500000,209.33673,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,1000000,106.6057,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,1500000,95.10503,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,2000000,95.819695,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,2500000,96.15203,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,3000000,96.38599,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,3500000,96.5889,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,4000000,96.60584,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,4500000,96.66571,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,5000000,96.70519,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-78,500000,209.56458,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,1000000,208.81432,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,1500000,209.56865,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,2000000,209.42538,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,2500000,209.82173,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,3000000,209.62363,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,3500000,209.64137,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,4000000,209.63475,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,4500000,209.01285,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-78,5000000,208.82777,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,9
-79,500000,4656.893,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,1000000,4563.1006,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,1500000,3752.3882,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,2000000,2874.2632,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,2500000,4063.225,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,3000000,4634.7656,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,3500000,4847.251,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,4000000,210.8028,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,4500000,129.54773,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-79,5000000,80.17447,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
-80,500000,159.33238,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,1000000,152.05292,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,1500000,155.22153,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,2000000,162.47746,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,2500000,92.18712,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,3000000,75.02551,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,3500000,63.255524,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,4000000,64.50744,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,4500000,89.42891,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-80,5000000,78.16258,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
-81,500000,444.8418,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,1000000,4445.7397,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,1500000,5393.8975,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,2000000,2413.4785,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,2500000,4771.3525,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,3000000,3406.1182,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,3500000,5470.2676,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,4000000,5218.796,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,4500000,5419.6436,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
-81,5000000,4249.6196,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,9
+77,500000,209.33673,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,1000000,106.6057,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,1500000,95.10503,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,2000000,95.819695,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,2500000,96.15203,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,3000000,96.38599,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,3500000,96.5889,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,4000000,96.60584,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,4500000,96.66571,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+77,5000000,96.70519,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,9
+78,500000,209.56458,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,1000000,208.81432,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,1500000,209.56865,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,2000000,209.42538,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,2500000,209.82173,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,3000000,209.62363,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,3500000,209.64137,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,4000000,209.63475,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,4500000,209.01285,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+78,5000000,208.82777,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,9
+79,500000,4656.893,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,1000000,4563.1006,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,1500000,3752.3882,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,2000000,2874.2632,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,2500000,4063.225,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,3000000,4634.7656,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,3500000,4847.251,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,4000000,210.8028,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,4500000,129.54773,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+79,5000000,80.17447,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,9
+80,500000,159.33238,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,1000000,152.05292,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,1500000,155.22153,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,2000000,162.47746,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,2500000,92.18712,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,3000000,75.02551,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,3500000,63.255524,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,4000000,64.50744,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,4500000,89.42891,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+80,5000000,78.16258,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,9
+81,500000,444.8418,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,1000000,4445.7397,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,1500000,5393.8975,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,2000000,2413.4785,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,2500000,4771.3525,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,3000000,3406.1182,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,3500000,5470.2676,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,4000000,5218.796,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,4500000,5419.6436,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
+81,5000000,4249.6196,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
 82,500000,211.65811,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,1000000,211.88083,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,1500000,210.99538,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
@@ -829,26 +829,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,211.56792,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,4500000,211.26466,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,5000000,211.53857,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
-83,500000,497.61057,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,1000000,4251.593,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,1500000,3915.0845,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,2000000,4449.8574,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,2500000,4642.652,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,3000000,4633.5913,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,3500000,4541.5283,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,4000000,4620.8438,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,4500000,4702.9243,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,5000000,198.19484,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-84,500000,268.00943,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,1000000,379.86737,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,1500000,419.12054,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,2000000,351.68866,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,2500000,456.56848,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,3000000,395.5332,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,3500000,411.05255,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,4000000,499.90692,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,4500000,544.9944,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
-84,5000000,647.0641,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,9
+83,500000,497.61057,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,1000000,4251.593,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,1500000,3915.0845,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,2000000,4449.8574,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,2500000,4642.652,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,3000000,4633.5913,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,3500000,4541.5283,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,4000000,4620.8438,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,4500000,4702.9243,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+83,5000000,198.19484,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,9
+84,500000,268.00943,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,1000000,379.86737,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,1500000,419.12054,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,2000000,351.68866,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,2500000,456.56848,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,3000000,395.5332,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,3500000,411.05255,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,4000000,499.90692,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,4500000,544.9944,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,5000000,647.0641,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
 85,500000,617.66187,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,9
 85,1000000,4141.2793,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,9
 85,1500000,4240.828,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,9
@@ -869,46 +869,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,457.7076,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,9
 86,4500000,485.02954,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,9
 86,5000000,466.5151,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,9
-87,500000,418.7082,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,1000000,513.49347,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,1500000,2511.197,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,2000000,4987.4707,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,2500000,4741.522,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,3000000,4570.527,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,3500000,4445.5156,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,4000000,4492.0176,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,4500000,4505.0566,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-87,5000000,4678.1685,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
-88,500000,319.845,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,1000000,277.52783,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,1500000,403.87115,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,2000000,485.185,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,2500000,509.23035,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,3000000,706.94836,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,3500000,928.51355,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,4000000,2007.0205,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,4500000,2879.738,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-88,5000000,3448.4492,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,9
-89,500000,2817.1797,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,1000000,2356.3745,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,1500000,3930.2837,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,2000000,1831.8369,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,2500000,1166.0535,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,3000000,330.63757,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,3500000,150.6369,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,4000000,80.53311,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,4500000,78.08063,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-89,5000000,52.451023,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,9
-90,500000,350.6009,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,1000000,427.39526,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,1500000,541.9347,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,2000000,489.3076,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,2500000,509.52515,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,3000000,423.43735,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,3500000,476.66113,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,4000000,494.18655,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,4500000,543.84326,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
-90,5000000,571.2791,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,9
+87,500000,418.7082,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,1000000,513.49347,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,1500000,2511.197,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,2000000,4987.4707,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,2500000,4741.522,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,3000000,4570.527,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,3500000,4445.5156,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,4000000,4492.0176,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,4500000,4505.0566,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+87,5000000,4678.1685,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,9
+88,500000,319.845,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,1000000,277.52783,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,1500000,403.87115,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,2000000,485.185,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,2500000,509.23035,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,3000000,706.94836,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,3500000,928.51355,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,4000000,2007.0205,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,4500000,2879.738,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+88,5000000,3448.4492,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,9
+89,500000,2817.1797,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,1000000,2356.3745,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,1500000,3930.2837,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,2000000,1831.8369,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,2500000,1166.0535,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,3000000,330.63757,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,3500000,150.6369,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,4000000,80.53311,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,4500000,78.08063,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+89,5000000,52.451023,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,9
+90,500000,350.6009,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,1000000,427.39526,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,1500000,541.9347,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,2000000,489.3076,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,2500000,509.52515,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,3000000,423.43735,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,3500000,476.66113,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,4000000,494.18655,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,4500000,543.84326,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
+90,5000000,571.2791,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,9
 91,500000,284.94772,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,1000000,386.7327,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,1500000,235.44635,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
@@ -919,26 +919,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,559.99536,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,4500000,442.06012,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,5000000,462.9866,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
-92,500000,269.40814,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,1000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,1500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,2000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,2500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,3000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,3500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,4000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,4500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-92,5000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,9
-93,500000,681.8357,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,1000000,2800.9858,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,1500000,4550.2866,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,2000000,4981.1025,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,2500000,5100.298,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,3000000,4321.417,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,3500000,3656.1235,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,4000000,4570.2715,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,4500000,4067.3066,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
-93,5000000,4360.26,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,9
+92,500000,269.40814,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,1000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,1500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,2000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,2500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,3000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,3500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,4000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,4500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+92,5000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,9
+93,500000,681.8357,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,1000000,2800.9858,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,1500000,4550.2866,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,2000000,4981.1025,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,2500000,5100.298,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,3000000,4321.417,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,3500000,3656.1235,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,4000000,4570.2715,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,4500000,4067.3066,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
+93,5000000,4360.26,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,9
 94,500000,414.73346,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,1000000,4140.0947,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,1500000,3801.8652,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
@@ -949,66 +949,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4357.913,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,4500000,4095.154,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,5000000,4409.039,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
-95,500000,3298.5864,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,1000000,2272.7524,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,1500000,4786.237,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,2000000,4231.2524,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,2500000,4606.179,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,3000000,3472.9062,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,3500000,4049.2424,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,4000000,4154.2217,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,4500000,4617.454,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-95,5000000,3984.701,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,9
-96,500000,2024.2417,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,1000000,4636.771,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,1500000,5527.5273,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,2000000,5168.1616,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,2500000,5458.2983,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,3000000,4897.1924,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,3500000,5245.7744,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,4000000,4898.3887,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,4500000,5245.5957,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-96,5000000,5680.9976,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,9
-97,500000,263.24725,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,1000000,286.4134,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,1500000,375.57693,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,2000000,408.216,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,2500000,476.8963,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,3000000,380.8193,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,3500000,436.63174,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,4000000,390.52194,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,4500000,519.0884,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-97,5000000,706.05005,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,9
-98,500000,259.14908,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,1000000,5315.007,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,1500000,2159.7097,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,2000000,2188.339,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,2500000,4473.587,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,3000000,5509.5728,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,3500000,4228.914,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,4000000,2684.6602,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,4500000,5089.589,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-98,5000000,6339.934,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,9
-99,500000,582.7157,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,1000000,1301.9683,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,1500000,1662.457,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,2000000,952.35223,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,2500000,473.94653,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,3000000,451.9129,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,3500000,901.0267,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,4000000,1198.7659,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,4500000,2434.1619,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-99,5000000,898.6035,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,9
-100,500000,187.0752,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,1000000,335.82462,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,1500000,423.1775,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,2000000,390.5445,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,2500000,383.09686,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,3000000,395.21478,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,3500000,390.6903,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,4000000,430.42502,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,4500000,442.40796,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
-100,5000000,369.846,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,9
+95,500000,3298.5864,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,1000000,2272.7524,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,1500000,4786.237,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,2000000,4231.2524,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,2500000,4606.179,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,3000000,3472.9062,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,3500000,4049.2424,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,4000000,4154.2217,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,4500000,4617.454,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+95,5000000,3984.701,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,9
+96,500000,2024.2417,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,1000000,4636.771,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,1500000,5527.5273,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,2000000,5168.1616,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,2500000,5458.2983,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,3000000,4897.1924,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,3500000,5245.7744,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,4000000,4898.3887,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,4500000,5245.5957,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+96,5000000,5680.9976,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,9
+97,500000,263.24725,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,1000000,286.4134,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,1500000,375.57693,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,2000000,408.216,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,2500000,476.8963,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,3000000,380.8193,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,3500000,436.63174,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,4000000,390.52194,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,4500000,519.0884,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+97,5000000,706.05005,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,9
+98,500000,259.14908,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,1000000,5315.007,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,1500000,2159.7097,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,2000000,2188.339,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,2500000,4473.587,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,3000000,5509.5728,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,3500000,4228.914,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,4000000,2684.6602,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,4500000,5089.589,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+98,5000000,6339.934,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,9
+99,500000,582.7157,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,1000000,1301.9683,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,1500000,1662.457,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,2000000,952.35223,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,2500000,473.94653,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,3000000,451.9129,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,3500000,901.0267,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,4000000,1198.7659,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,4500000,2434.1619,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+99,5000000,898.6035,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,9
+100,500000,187.0752,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,1000000,335.82462,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,1500000,423.1775,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,2000000,390.5445,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,2500000,383.09686,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,3000000,395.21478,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,3500000,390.6903,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,4000000,430.42502,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,4500000,442.40796,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
+100,5000000,369.846,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
 101,500000,467.7495,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,9
 101,1000000,620.1658,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,9
 101,1500000,843.75073,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,9
@@ -1029,16 +1029,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,210.47601,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,9
 102,4500000,210.27618,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,9
 102,5000000,210.2027,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,9
-103,500000,209.61067,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,1000000,209.49039,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,1500000,209.62766,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,2000000,209.55426,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,2500000,209.8776,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,3000000,209.76122,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,3500000,209.73807,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,4000000,209.30878,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,4500000,209.85712,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
-103,5000000,209.89284,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
+103,500000,209.61067,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,1000000,209.49039,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,1500000,209.62766,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,2000000,209.55426,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,2500000,209.8776,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,3000000,209.76122,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,3500000,209.73807,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,4000000,209.30878,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,4500000,209.85712,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
+103,5000000,209.89284,512,False,562455,0.05484151,11937,0.45635448,False,,,,,9
 104,500000,2817.2637,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,9
 104,1000000,1290.512,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,9
 104,1500000,1701.2946,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,9
@@ -1069,26 +1069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,209.64786,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,9
 106,4500000,209.54526,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,9
 106,5000000,209.64018,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,9
-107,500000,1131.8561,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,1000000,4248.805,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,1500000,4568.254,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,2000000,312.85217,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,2500000,57.587627,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,3000000,69.42465,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,3500000,110.73381,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,4000000,68.05922,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,4500000,63.389725,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-107,5000000,47.42717,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,9
-108,500000,210.40372,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,1000000,210.09583,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,1500000,210.54494,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,2000000,210.22717,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,2500000,209.78387,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,3000000,210.5245,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,3500000,210.39476,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,4000000,210.57355,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,4500000,210.24594,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
-108,5000000,210.03546,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,9
+107,500000,1131.8561,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,1000000,4248.805,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,1500000,4568.254,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,2000000,312.85217,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,2500000,57.587627,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,3000000,69.42465,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,3500000,110.73381,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,4000000,68.05922,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,4500000,63.389725,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+107,5000000,47.42717,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,9
+108,500000,210.40372,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,1000000,210.09583,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,1500000,210.54494,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,2000000,210.22717,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,2500000,209.78387,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,3000000,210.5245,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,3500000,210.39476,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,4000000,210.57355,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,4500000,210.24594,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
+108,5000000,210.03546,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,9
 109,500000,210.26791,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,1000000,210.5827,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,1500000,210.10056,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
@@ -1099,26 +1099,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,210.34113,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,4500000,210.5261,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,5000000,210.21548,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
-110,500000,316.714,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,1000000,388.0005,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,1500000,413.1909,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,2000000,254.44278,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,2500000,543.3476,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,3000000,382.81204,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,3500000,316.27783,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,4000000,445.98874,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,4500000,415.77704,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,5000000,586.194,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-111,500000,210.68013,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,1000000,210.34622,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,1500000,210.89717,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,2000000,211.05028,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,2500000,210.62155,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,3000000,211.03992,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,3500000,210.59302,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,4000000,210.33813,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,4500000,210.81317,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
-111,5000000,210.9123,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,9
+110,500000,316.714,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,1000000,388.0005,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,1500000,413.1909,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,2000000,254.44278,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,2500000,543.3476,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,3000000,382.81204,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,3500000,316.27783,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,4000000,445.98874,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,4500000,415.77704,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+110,5000000,586.194,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,9
+111,500000,210.68013,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,1000000,210.34622,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,1500000,210.89717,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,2000000,211.05028,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,2500000,210.62155,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,3000000,211.03992,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,3500000,210.59302,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,4000000,210.33813,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,4500000,210.81317,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
+111,5000000,210.9123,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
 112,500000,2269.6956,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,1000000,3856.666,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,1500000,4710.047,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
@@ -1129,36 +1129,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,1275.4451,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,4500000,4163.522,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,5000000,2915.792,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
-113,500000,308.46906,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,1000000,398.9742,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,1500000,644.8611,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,2000000,3306.9795,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,2500000,2516.9746,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,3000000,78.38411,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,3500000,130.8106,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,4000000,425.72485,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,4500000,406.89984,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,5000000,93.476425,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-114,500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,1000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,1500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,2000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,2500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,3000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,3500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,4000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,4500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-114,5000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
-115,500000,209.84294,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,1000000,210.18936,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,1500000,209.98071,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,2000000,209.94453,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,2500000,210.4125,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,3000000,209.90186,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,3500000,209.91754,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,4000000,210.46062,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,4500000,210.1046,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
-115,5000000,210.11713,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,9
+113,500000,308.46906,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,1000000,398.9742,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,1500000,644.8611,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,2000000,3306.9795,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,2500000,2516.9746,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,3000000,78.38411,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,3500000,130.8106,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,4000000,425.72485,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,4500000,406.89984,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+113,5000000,93.476425,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
+114,500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,1000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,1500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,2000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,2500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,3000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,3500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,4000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,4500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+114,5000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
+115,500000,209.84294,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,1000000,210.18936,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,1500000,209.98071,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,2000000,209.94453,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,2500000,210.4125,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,3000000,209.90186,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,3500000,209.91754,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,4000000,210.46062,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,4500000,210.1046,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
+115,5000000,210.11713,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,9
 116,500000,1632.8572,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,9
 116,1000000,4113.4663,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,9
 116,1500000,4055.1846,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,9
@@ -1179,76 +1179,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4645.965,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,9
 117,4500000,4758.699,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,9
 117,5000000,4664.5576,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,9
-118,500000,280.031,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,1000000,296.47006,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,1500000,339.86328,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,2000000,379.3885,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,2500000,433.1344,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,3000000,509.41138,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,3500000,417.5614,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,4000000,415.84302,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,4500000,402.8851,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-118,5000000,468.19424,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,9
-119,500000,381.43115,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,1000000,4945.7993,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,1500000,5624.549,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,2000000,4479.245,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,2500000,2532.0093,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,3000000,4875.277,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,3500000,6004.5107,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,4000000,5510.908,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,4500000,4651.685,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-119,5000000,6604.4473,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,9
-120,500000,412.14594,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,1000000,860.0232,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,1500000,3521.0835,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,2000000,4555.8984,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,2500000,3701.3657,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,3000000,5200.8047,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,3500000,4412.933,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,4000000,2853.9656,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,4500000,5530.0645,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-120,5000000,5444.8213,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,9
-121,500000,569.8319,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,1000000,5781.6714,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,1500000,5924.333,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,2000000,3643.389,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,2500000,5137.875,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,3000000,237.34909,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,3500000,3141.586,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,4000000,5137.8457,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,4500000,948.5937,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-121,5000000,6058.587,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,9
-122,500000,306.0382,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,1000000,468.32068,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,1500000,515.8612,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,2000000,525.5205,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,2500000,509.20773,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,3000000,521.36523,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,3500000,535.76404,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,4000000,556.4837,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,4500000,556.84436,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-122,5000000,572.2321,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,9
-123,500000,240.71678,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,1000000,453.9569,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,1500000,336.69092,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,2000000,448.93115,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,2500000,440.2032,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,3000000,584.1455,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,3500000,727.7743,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,4000000,1918.3885,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,4500000,2731.517,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-123,5000000,3552.3025,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,9
-124,500000,337.4578,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,1000000,472.5868,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,1500000,648.1376,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,2000000,1503.2618,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,2500000,4266.17,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,3000000,4627.3833,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,3500000,4849.517,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,4000000,5138.2603,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,4500000,5341.717,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
-124,5000000,5370.6074,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,9
+118,500000,280.031,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,1000000,296.47006,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,1500000,339.86328,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,2000000,379.3885,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,2500000,433.1344,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,3000000,509.41138,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,3500000,417.5614,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,4000000,415.84302,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,4500000,402.8851,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+118,5000000,468.19424,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,9
+119,500000,381.43115,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,1000000,4945.7993,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,1500000,5624.549,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,2000000,4479.245,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,2500000,2532.0093,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,3000000,4875.277,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,3500000,6004.5107,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,4000000,5510.908,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,4500000,4651.685,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+119,5000000,6604.4473,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,9
+120,500000,412.14594,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,1000000,860.0232,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,1500000,3521.0835,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,2000000,4555.8984,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,2500000,3701.3657,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,3000000,5200.8047,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,3500000,4412.933,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,4000000,2853.9656,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,4500000,5530.0645,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+120,5000000,5444.8213,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,9
+121,500000,569.8319,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,1000000,5781.6714,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,1500000,5924.333,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,2000000,3643.389,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,2500000,5137.875,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,3000000,237.34909,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,3500000,3141.586,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,4000000,5137.8457,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,4500000,948.5937,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+121,5000000,6058.587,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,9
+122,500000,306.0382,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,1000000,468.32068,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,1500000,515.8612,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,2000000,525.5205,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,2500000,509.20773,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,3000000,521.36523,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,3500000,535.76404,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,4000000,556.4837,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,4500000,556.84436,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+122,5000000,572.2321,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,9
+123,500000,240.71678,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,1000000,453.9569,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,1500000,336.69092,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,2000000,448.93115,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,2500000,440.2032,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,3000000,584.1455,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,3500000,727.7743,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,4000000,1918.3885,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,4500000,2731.517,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+123,5000000,3552.3025,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,9
+124,500000,337.4578,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,1000000,472.5868,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,1500000,648.1376,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,2000000,1503.2618,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,2500000,4266.17,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,3000000,4627.3833,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,3500000,4849.517,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,4000000,5138.2603,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,4500000,5341.717,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
+124,5000000,5370.6074,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,9
 125,500000,412.6281,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,9
 125,1000000,632.72473,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,9
 125,1500000,740.58887,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,9
@@ -1269,26 +1269,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,741.1116,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,9
 126,4500000,61.17289,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,9
 126,5000000,132.38855,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,9
-127,500000,739.1415,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,1000000,3989.3684,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,1500000,4462.537,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,2000000,4476.0894,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,2500000,4532.9893,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,3000000,4682.261,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,3500000,4631.5312,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,4000000,4805.6694,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,4500000,4731.959,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-127,5000000,4567.005,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,9
-128,500000,1057.5302,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,1000000,1827.6614,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,1500000,1351.0824,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,2000000,4407.118,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,2500000,3043.9673,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,3000000,1468.8328,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,3500000,4065.7266,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,4000000,4888.195,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,4500000,1798.3008,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
-128,5000000,2724.102,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,9
+127,500000,739.1415,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,1000000,3989.3684,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,1500000,4462.537,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,2000000,4476.0894,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,2500000,4532.9893,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,3000000,4682.261,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,3500000,4631.5312,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,4000000,4805.6694,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,4500000,4731.959,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+127,5000000,4567.005,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,9
+128,500000,1057.5302,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,1000000,1827.6614,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,1500000,1351.0824,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,2000000,4407.118,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,2500000,3043.9673,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,3000000,1468.8328,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,3500000,4065.7266,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,4000000,4888.195,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,4500000,1798.3008,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
+128,5000000,2724.102,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,9
 129,500000,315.33777,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,9
 129,1000000,610.96545,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,9
 129,1500000,554.87585,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,9
@@ -1309,36 +1309,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,4214.2876,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,9
 130,4500000,4495.9785,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,9
 130,5000000,4359.332,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,9
-131,500000,348.63513,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,1000000,382.29297,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,1500000,560.93005,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,2000000,651.8615,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,2500000,1199.9084,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,3000000,3033.0923,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,3500000,3978.4407,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,4000000,4218.1064,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,4500000,4769.4985,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-131,5000000,4738.6226,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,9
-132,500000,536.0791,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,1000000,4980.8296,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,1500000,2918.071,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,2000000,2261.5085,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,2500000,740.5667,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,3000000,6787.493,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,3500000,951.1072,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,4000000,9670.059,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,4500000,1012.2111,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-132,5000000,6416.097,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,9
-133,500000,425.35236,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,1000000,835.44244,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,1500000,3208.5947,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,2000000,5109.9062,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,2500000,5196.1772,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,3000000,5339.25,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,3500000,5336.62,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,4000000,5621.2437,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,4500000,5662.6997,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
-133,5000000,5668.087,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,9
+131,500000,348.63513,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,1000000,382.29297,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,1500000,560.93005,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,2000000,651.8615,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,2500000,1199.9084,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,3000000,3033.0923,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,3500000,3978.4407,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,4000000,4218.1064,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,4500000,4769.4985,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+131,5000000,4738.6226,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,9
+132,500000,536.0791,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,1000000,4980.8296,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,1500000,2918.071,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,2000000,2261.5085,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,2500000,740.5667,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,3000000,6787.493,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,3500000,951.1072,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,4000000,9670.059,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,4500000,1012.2111,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+132,5000000,6416.097,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,9
+133,500000,425.35236,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,1000000,835.44244,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,1500000,3208.5947,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,2000000,5109.9062,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,2500000,5196.1772,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,3000000,5339.25,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,3500000,5336.62,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,4000000,5621.2437,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,4500000,5662.6997,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
+133,5000000,5668.087,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,9
 134,500000,94.75769,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
 134,1000000,294.66418,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
 134,1500000,385.34564,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
@@ -1349,16 +1349,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,939.5198,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
 134,4500000,1620.5162,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
 134,5000000,2611.0117,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
-135,500000,250.31067,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,1000000,4462.948,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,1500000,5673.6333,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,2000000,4386.707,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,2500000,5630.174,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,3000000,5668.386,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,3500000,5574.0146,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,4000000,5615.0117,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,4500000,5496.1753,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
-135,5000000,6725.006,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,9
+135,500000,250.31067,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,1000000,4462.948,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,1500000,5673.6333,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,2000000,4386.707,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,2500000,5630.174,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,3000000,5668.386,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,3500000,5574.0146,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,4000000,5615.0117,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,4500000,5496.1753,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
+135,5000000,6725.006,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,9
 136,500000,483.7522,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
 136,1000000,498.04077,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
 136,1500000,901.27075,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
@@ -1369,86 +1369,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,4324.166,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
 136,4500000,3195.733,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
 136,5000000,4302.6973,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
-137,500000,266.1949,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,1000000,357.1677,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,1500000,311.79312,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,2000000,494.9473,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,2500000,404.4762,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,3000000,360.4369,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,3500000,441.66702,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,4000000,536.9548,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,4500000,714.2626,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-137,5000000,810.62256,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,9
-138,500000,211.97688,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,1000000,211.77542,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,1500000,196.95625,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,2000000,197.00328,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,2500000,199.45317,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,3000000,198.95297,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,3500000,182.7146,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,4000000,117.95875,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,4500000,352.75928,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-138,5000000,375.67853,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,9
-139,500000,199.28525,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,1000000,215.14886,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,1500000,214.66605,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,2000000,276.67654,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,2500000,273.97052,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,3000000,260.72125,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,3500000,253.74698,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,4000000,253.74661,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,4500000,257.81458,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-139,5000000,253.2644,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,9
-140,500000,301.0697,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,1000000,512.9629,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,1500000,774.0586,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,2000000,4750.4854,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,2500000,4894.1816,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,3000000,4733.3447,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,3500000,4616.92,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,4000000,4428.042,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,4500000,4395.136,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-140,5000000,4349.0713,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,9
-141,500000,299.0935,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,1000000,407.74176,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,1500000,433.97656,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,2000000,732.30927,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,2500000,2156.8862,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,3000000,5223.904,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,3500000,5239.373,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,4000000,5212.4897,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,4500000,5231.244,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-141,5000000,5205.278,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,9
-142,500000,1803.7644,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,1000000,4514.5186,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,1500000,4618.6396,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,2000000,4564.3706,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,2500000,1738.9467,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,3000000,4707.9663,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,3500000,4590.7803,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,4000000,4539.5713,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,4500000,3264.35,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-142,5000000,4622.5576,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,9
-143,500000,404.1426,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,1000000,993.1653,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,1500000,4589.954,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,2000000,3989.5002,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,2500000,5131.194,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,3000000,4699.364,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,3500000,4492.598,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,4000000,4890.049,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,4500000,4658.79,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-143,5000000,4013.3706,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,9
-144,500000,274.4228,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,1000000,393.25824,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,1500000,395.38174,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,2000000,476.0005,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,2500000,315.49866,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,3000000,368.1353,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,3500000,564.7444,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,4000000,659.678,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,4500000,743.7772,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
-144,5000000,1032.3533,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,9
+137,500000,266.1949,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,1000000,357.1677,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,1500000,311.79312,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,2000000,494.9473,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,2500000,404.4762,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,3000000,360.4369,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,3500000,441.66702,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,4000000,536.9548,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,4500000,714.2626,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+137,5000000,810.62256,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,9
+138,500000,211.97688,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,1000000,211.77542,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,1500000,196.95625,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,2000000,197.00328,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,2500000,199.45317,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,3000000,198.95297,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,3500000,182.7146,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,4000000,117.95875,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,4500000,352.75928,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+138,5000000,375.67853,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,9
+139,500000,199.28525,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,1000000,215.14886,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,1500000,214.66605,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,2000000,276.67654,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,2500000,273.97052,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,3000000,260.72125,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,3500000,253.74698,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,4000000,253.74661,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,4500000,257.81458,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+139,5000000,253.2644,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,9
+140,500000,301.0697,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,1000000,512.9629,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,1500000,774.0586,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,2000000,4750.4854,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,2500000,4894.1816,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,3000000,4733.3447,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,3500000,4616.92,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,4000000,4428.042,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,4500000,4395.136,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+140,5000000,4349.0713,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,9
+141,500000,299.0935,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,1000000,407.74176,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,1500000,433.97656,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,2000000,732.30927,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,2500000,2156.8862,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,3000000,5223.904,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,3500000,5239.373,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,4000000,5212.4897,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,4500000,5231.244,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+141,5000000,5205.278,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,9
+142,500000,1803.7644,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,1000000,4514.5186,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,1500000,4618.6396,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,2000000,4564.3706,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,2500000,1738.9467,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,3000000,4707.9663,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,3500000,4590.7803,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,4000000,4539.5713,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,4500000,3264.35,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+142,5000000,4622.5576,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,9
+143,500000,404.1426,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,1000000,993.1653,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,1500000,4589.954,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,2000000,3989.5002,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,2500000,5131.194,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,3000000,4699.364,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,3500000,4492.598,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,4000000,4890.049,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,4500000,4658.79,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+143,5000000,4013.3706,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,9
+144,500000,274.4228,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,1000000,393.25824,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,1500000,395.38174,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,2000000,476.0005,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,2500000,315.49866,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,3000000,368.1353,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,3500000,564.7444,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,4000000,659.678,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,4500000,743.7772,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
+144,5000000,1032.3533,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,9
 145,500000,210.7025,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,9
 145,1000000,210.5636,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,9
 145,1500000,210.71707,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,9
@@ -1469,56 +1469,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,254.6644,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,9
 146,4500000,243.78033,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,9
 146,5000000,276.45218,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,9
-147,500000,392.54623,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,1000000,522.37866,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,1500000,1052.9261,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,2000000,4639.5557,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,2500000,4365.99,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,3000000,4384.2144,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,3500000,4093.3022,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,4000000,4206.0127,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,4500000,3889.2822,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-147,5000000,4432.4717,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,9
-148,500000,273.58453,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,1000000,234.31238,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,1500000,221.52258,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,2000000,116.579865,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,2500000,79.935486,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,3000000,206.11319,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,3500000,208.10355,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,4000000,168.7482,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,4500000,257.62933,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-148,5000000,99.30742,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,9
-149,500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,1000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,1500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,2000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,2500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,3000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,3500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,4000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,4500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-149,5000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,9
-150,500000,589.2435,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,1000000,2652.7148,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,1500000,4290.576,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,2000000,4815.072,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,2500000,5038.5938,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,3000000,3206.128,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,3500000,4161.844,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,4000000,2415.1526,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,4500000,4370.085,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-150,5000000,4009.6665,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,9
-151,500000,413.96924,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,1000000,5194.414,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,1500000,5935.448,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,2000000,3459.2798,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,2500000,3864.3628,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,3000000,5716.0635,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,3500000,6016.2666,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,4000000,6220.498,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,4500000,7459.7783,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
-151,5000000,458.9038,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,9
+147,500000,392.54623,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,1000000,522.37866,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,1500000,1052.9261,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,2000000,4639.5557,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,2500000,4365.99,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,3000000,4384.2144,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,3500000,4093.3022,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,4000000,4206.0127,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,4500000,3889.2822,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+147,5000000,4432.4717,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,9
+148,500000,273.58453,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,1000000,234.31238,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,1500000,221.52258,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,2000000,116.579865,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,2500000,79.935486,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,3000000,206.11319,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,3500000,208.10355,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,4000000,168.7482,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,4500000,257.62933,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+148,5000000,99.30742,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,9
+149,500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,1000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,1500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,2000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,2500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,3000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,3500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,4000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,4500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+149,5000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,9
+150,500000,589.2435,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,1000000,2652.7148,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,1500000,4290.576,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,2000000,4815.072,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,2500000,5038.5938,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,3000000,3206.128,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,3500000,4161.844,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,4000000,2415.1526,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,4500000,4370.085,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+150,5000000,4009.6665,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,9
+151,500000,413.96924,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,1000000,5194.414,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,1500000,5935.448,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,2000000,3459.2798,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,2500000,3864.3628,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,3000000,5716.0635,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,3500000,6016.2666,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,4000000,6220.498,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,4500000,7459.7783,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
+151,5000000,458.9038,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,9
 152,500000,226.78351,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,1000000,219.39967,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,1500000,330.19916,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
@@ -1529,26 +1529,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,369.53314,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,4500000,377.02808,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,5000000,370.52765,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
-153,500000,321.5199,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,1000000,362.7719,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,1500000,608.0746,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,2000000,853.28174,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,2500000,1320.7133,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,3000000,2898.7717,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,3500000,3760.7974,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,4000000,3345.2314,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,4500000,2383.5923,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-153,5000000,3585.2407,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,9
-154,500000,431.45435,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,1000000,1243.1106,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,1500000,2626.239,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,2000000,1884.7567,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,2500000,5721.7114,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,3000000,4880.75,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,3500000,7259.175,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,4000000,7156.445,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,4500000,8417.6,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
-154,5000000,5817.1855,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,9
+153,500000,321.5199,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,1000000,362.7719,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,1500000,608.0746,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,2000000,853.28174,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,2500000,1320.7133,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,3000000,2898.7717,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,3500000,3760.7974,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,4000000,3345.2314,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,4500000,2383.5923,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+153,5000000,3585.2407,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,9
+154,500000,431.45435,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,1000000,1243.1106,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,1500000,2626.239,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,2000000,1884.7567,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,2500000,5721.7114,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,3000000,4880.75,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,3500000,7259.175,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,4000000,7156.445,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,4500000,8417.6,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
+154,5000000,5817.1855,512,False,220051,0.00067488,6885,2.8638346,False,,,,,9
 155,500000,533.38055,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,1000000,4181.506,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,1500000,4398.4434,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
@@ -1559,16 +1559,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4420.8594,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,4500000,4410.067,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,5000000,4409.334,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
-156,500000,356.59402,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,1000000,376.66803,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,1500000,392.96228,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,2000000,425.6078,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,2500000,411.20532,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,3000000,407.78998,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,3500000,422.30566,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,4000000,395.3634,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,4500000,405.5793,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
-156,5000000,422.58374,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,9
+156,500000,356.59402,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,1000000,376.66803,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,1500000,392.96228,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,2000000,425.6078,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,2500000,411.20532,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,3000000,407.78998,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,3500000,422.30566,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,4000000,395.3634,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,4500000,405.5793,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
+156,5000000,422.58374,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,9
 157,500000,163.60672,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
 157,1000000,376.80005,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
 157,1500000,480.08185,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
@@ -1579,36 +1579,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,1606.345,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
 157,4500000,2983.7168,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
 157,5000000,4494.131,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
-158,500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,1000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,1500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,2000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,2500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,3000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,3500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,4000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,4500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-158,5000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,9
-159,500000,2111.7979,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,1000000,1066.888,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,1500000,3278.6863,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,2000000,2263.025,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,2500000,2083.102,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,3000000,2947.439,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,3500000,3018.7349,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,4000000,4052.1318,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,4500000,3577.5156,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-159,5000000,2365.1467,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,9
-160,500000,552.8494,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,1000000,2498.1394,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,1500000,2790.5776,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,2000000,4441.448,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,2500000,6337.405,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,3000000,2696.6182,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,3500000,5982.0195,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,4000000,7869.071,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,4500000,7458.193,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
-160,5000000,6631.0063,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,9
+158,500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,1000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,1500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,2000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,2500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,3000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,3500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,4000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,4500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+158,5000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,9
+159,500000,2111.7979,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,1000000,1066.888,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,1500000,3278.6863,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,2000000,2263.025,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,2500000,2083.102,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,3000000,2947.439,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,3500000,3018.7349,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,4000000,4052.1318,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,4500000,3577.5156,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+159,5000000,2365.1467,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,9
+160,500000,552.8494,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,1000000,2498.1394,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,1500000,2790.5776,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,2000000,4441.448,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,2500000,6337.405,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,3000000,2696.6182,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,3500000,5982.0195,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,4000000,7869.071,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,4500000,7458.193,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
+160,5000000,6631.0063,512,False,331945,0.00213698,1379,8.86720294,False,,,,,9
 161,500000,379.82388,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,1000000,495.88535,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,1500000,588.586,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
@@ -1619,36 +1619,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4168.1436,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,4500000,4249.1396,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,5000000,112.23409,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
-162,500000,322.84106,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,1000000,742.5441,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,1500000,2523.7207,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,2000000,4426.466,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,2500000,4800.462,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,3000000,4122.6143,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,3500000,4635.0244,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,4000000,4653.507,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,4500000,4309.43,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-162,5000000,4726.425,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,9
-163,500000,1192.5913,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,1000000,3851.7358,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,1500000,4832.9297,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,2000000,1790.3843,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,2500000,4722.495,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,3000000,4735.0195,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,3500000,4390.628,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,4000000,4884.0586,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,4500000,3777.4702,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-163,5000000,3379.0374,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,9
-164,500000,64.40463,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,1000000,203.53156,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,1500000,197.70273,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,2000000,225.37653,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,2500000,218.23553,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,3000000,281.12604,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,3500000,251.95587,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,4000000,299.41742,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,4500000,354.42047,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
-164,5000000,342.84393,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,9
+162,500000,322.84106,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,1000000,742.5441,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,1500000,2523.7207,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,2000000,4426.466,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,2500000,4800.462,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,3000000,4122.6143,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,3500000,4635.0244,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,4000000,4653.507,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,4500000,4309.43,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+162,5000000,4726.425,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,9
+163,500000,1192.5913,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,1000000,3851.7358,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,1500000,4832.9297,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,2000000,1790.3843,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,2500000,4722.495,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,3000000,4735.0195,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,3500000,4390.628,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,4000000,4884.0586,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,4500000,3777.4702,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+163,5000000,3379.0374,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,9
+164,500000,64.40463,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,1000000,203.53156,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,1500000,197.70273,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,2000000,225.37653,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,2500000,218.23553,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,3000000,281.12604,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,3500000,251.95587,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,4000000,299.41742,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,4500000,354.42047,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
+164,5000000,342.84393,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,9
 165,500000,901.91016,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,1000000,276.16995,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,1500000,207.2585,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
@@ -1659,86 +1659,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,412.72693,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,4500000,412.30902,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,5000000,460.17844,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
-166,500000,1785.2812,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,1000000,4318.9834,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,1500000,4279.117,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,2000000,1128.2617,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,2500000,488.12744,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,3000000,2210.3008,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,3500000,478.1718,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,4000000,2996.729,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,4500000,2014.241,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-166,5000000,2080.837,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,9
-167,500000,4457.7847,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,1000000,4791.246,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,1500000,4067.4658,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,2000000,620.9304,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,2500000,3624.6191,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,3000000,973.2788,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,3500000,4024.5376,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,4000000,1686.6023,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,4500000,506.24817,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-167,5000000,4865.3623,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,9
-168,500000,433.39066,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,1000000,1093.7645,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,1500000,4657.741,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,2000000,4936.1333,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,2500000,5343.7373,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,3000000,5380.262,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,3500000,3173.7007,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,4000000,5742.4194,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,4500000,5911.989,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-168,5000000,5481.491,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,9
-169,500000,3433.5874,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,1000000,4593.178,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,1500000,2291.6604,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,2000000,4603.5127,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,2500000,3568.8074,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,3000000,3404.151,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,3500000,4721.0576,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,4000000,4858.0957,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,4500000,2507.1382,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-169,5000000,4815.1885,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,9
-170,500000,391.96353,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,1000000,553.0227,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,1500000,2385.6157,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,2000000,4488.0303,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,2500000,4512.2295,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,3000000,4456.5615,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,3500000,4369.6055,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,4000000,4292.3765,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,4500000,4416.8643,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-170,5000000,4373.838,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,9
-171,500000,213.05446,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,1000000,212.74174,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,1500000,212.72083,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,2000000,212.6936,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,2500000,212.50798,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,3000000,212.43817,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,3500000,212.8729,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,4000000,212.91759,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,4500000,212.84387,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-171,5000000,212.68619,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,9
-172,500000,1666.0615,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,1000000,1768.8142,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,1500000,5035.8228,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,2000000,420.5338,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,2500000,3206.434,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,3000000,2182.4546,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,3500000,3513.6157,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,4000000,4836.0186,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,4500000,3586.0176,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-172,5000000,230.47676,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,9
-173,500000,209.10684,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,1000000,208.94745,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,1500000,209.49953,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,2000000,209.50838,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,2500000,209.88708,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,3000000,209.34285,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,3500000,209.62384,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,4000000,209.80261,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,4500000,209.61179,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
-173,5000000,209.69171,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,9
+166,500000,1785.2812,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,1000000,4318.9834,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,1500000,4279.117,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,2000000,1128.2617,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,2500000,488.12744,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,3000000,2210.3008,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,3500000,478.1718,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,4000000,2996.729,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,4500000,2014.241,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+166,5000000,2080.837,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,9
+167,500000,4457.7847,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,1000000,4791.246,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,1500000,4067.4658,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,2000000,620.9304,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,2500000,3624.6191,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,3000000,973.2788,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,3500000,4024.5376,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,4000000,1686.6023,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,4500000,506.24817,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+167,5000000,4865.3623,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,9
+168,500000,433.39066,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,1000000,1093.7645,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,1500000,4657.741,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,2000000,4936.1333,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,2500000,5343.7373,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,3000000,5380.262,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,3500000,3173.7007,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,4000000,5742.4194,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,4500000,5911.989,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+168,5000000,5481.491,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,9
+169,500000,3433.5874,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,1000000,4593.178,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,1500000,2291.6604,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,2000000,4603.5127,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,2500000,3568.8074,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,3000000,3404.151,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,3500000,4721.0576,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,4000000,4858.0957,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,4500000,2507.1382,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+169,5000000,4815.1885,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,9
+170,500000,391.96353,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,1000000,553.0227,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,1500000,2385.6157,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,2000000,4488.0303,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,2500000,4512.2295,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,3000000,4456.5615,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,3500000,4369.6055,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,4000000,4292.3765,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,4500000,4416.8643,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+170,5000000,4373.838,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,9
+171,500000,213.05446,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,1000000,212.74174,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,1500000,212.72083,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,2000000,212.6936,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,2500000,212.50798,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,3000000,212.43817,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,3500000,212.8729,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,4000000,212.91759,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,4500000,212.84387,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+171,5000000,212.68619,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,9
+172,500000,1666.0615,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,1000000,1768.8142,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,1500000,5035.8228,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,2000000,420.5338,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,2500000,3206.434,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,3000000,2182.4546,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,3500000,3513.6157,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,4000000,4836.0186,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,4500000,3586.0176,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+172,5000000,230.47676,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,9
+173,500000,209.10684,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,1000000,208.94745,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,1500000,209.49953,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,2000000,209.50838,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,2500000,209.88708,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,3000000,209.34285,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,3500000,209.62384,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,4000000,209.80261,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,4500000,209.61179,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
+173,5000000,209.69171,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,9
 174,500000,2251.5078,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,9
 174,1000000,4635.165,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,9
 174,1500000,4120.2744,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,9
@@ -1769,46 +1769,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,337.04364,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,9
 176,4500000,361.37396,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,9
 176,5000000,411.4192,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,9
-177,500000,617.7668,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,1000000,3846.9683,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,1500000,6687.146,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,2000000,6486.5703,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,2500000,5380.382,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,3000000,4150.8877,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,3500000,6525.596,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,4000000,6998.414,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,4500000,6681.467,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-177,5000000,6211.945,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,9
-178,500000,207.1384,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,1000000,207.24301,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,1500000,207.34479,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,2000000,207.90121,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,2500000,207.84456,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,3000000,207.70502,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,3500000,207.3817,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,4000000,208.18256,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,4500000,208.08926,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-178,5000000,207.86096,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,9
-179,500000,660.5526,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,1000000,3054.5518,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,1500000,2083.9165,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,2000000,1965.0251,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,2500000,5363.5166,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,3000000,4604.337,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,3500000,5522.278,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,4000000,1946.5067,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,4500000,5911.0527,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-179,5000000,7458.135,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,9
-180,500000,3073.5093,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,1000000,4138.8896,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,1500000,2552.899,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,2000000,3803.1855,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,2500000,4647.471,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,3000000,4187.143,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,3500000,4270.3374,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,4000000,1208.5967,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,4500000,3827.752,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
-180,5000000,4419.9834,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,9
+177,500000,617.7668,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,1000000,3846.9683,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,1500000,6687.146,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,2000000,6486.5703,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,2500000,5380.382,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,3000000,4150.8877,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,3500000,6525.596,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,4000000,6998.414,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,4500000,6681.467,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+177,5000000,6211.945,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,9
+178,500000,207.1384,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,1000000,207.24301,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,1500000,207.34479,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,2000000,207.90121,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,2500000,207.84456,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,3000000,207.70502,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,3500000,207.3817,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,4000000,208.18256,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,4500000,208.08926,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+178,5000000,207.86096,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,9
+179,500000,660.5526,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,1000000,3054.5518,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,1500000,2083.9165,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,2000000,1965.0251,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,2500000,5363.5166,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,3000000,4604.337,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,3500000,5522.278,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,4000000,1946.5067,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,4500000,5911.0527,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+179,5000000,7458.135,512,False,152167,0.00020138,2123,0.10222915,False,,,,,9
+180,500000,3073.5093,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,1000000,4138.8896,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,1500000,2552.899,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,2000000,3803.1855,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,2500000,4647.471,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,3000000,4187.143,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,3500000,4270.3374,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,4000000,1208.5967,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,4500000,3827.752,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
+180,5000000,4419.9834,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,9
 181,500000,763.4215,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,9
 181,1000000,4259.0356,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,9
 181,1500000,4768.132,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,9
@@ -1829,96 +1829,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4544.495,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,9
 182,4500000,3825.1904,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,9
 182,5000000,3460.727,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,9
-183,500000,422.91864,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,1000000,3246.016,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,1500000,4797.711,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,2000000,5348.1846,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,2500000,4514.967,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,3000000,6129.5596,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,3500000,5750.3203,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,4000000,7459.5537,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,4500000,5410.877,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-183,5000000,5938.082,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,9
-184,500000,218.74945,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,1000000,294.7827,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,1500000,349.69794,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,2000000,393.69043,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,2500000,420.6568,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,3000000,339.81964,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,3500000,534.2312,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,4000000,420.66565,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,4500000,589.3143,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-184,5000000,466.1748,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,9
-185,500000,210.61662,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,1000000,210.92737,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,1500000,210.55496,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,2000000,210.81094,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,2500000,210.72626,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,3000000,210.69443,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,3500000,210.9703,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,4000000,210.50964,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,4500000,210.68945,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-185,5000000,210.56552,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,9
-186,500000,225.24762,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,1000000,401.76764,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,1500000,478.58524,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,2000000,399.29456,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,2500000,518.7638,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,3000000,526.68243,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,3500000,554.8896,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,4000000,568.01965,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,4500000,562.0953,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-186,5000000,1233.8088,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,9
-187,500000,611.4507,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,1000000,4760.9893,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,1500000,5259.054,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,2000000,5149.4473,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,2500000,5890.4688,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,3000000,3702.2285,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,3500000,4664.2646,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,4000000,5909.5327,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,4500000,4397.04,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-187,5000000,6500.4307,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,9
-188,500000,1752.5153,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,1000000,4548.3135,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,1500000,4269.0645,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,2000000,2860.007,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,2500000,4210.075,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,3000000,4748.8276,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,3500000,207.082,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,4000000,399.68268,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,4500000,81.53706,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-188,5000000,145.66606,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,9
-189,500000,146.34262,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,1000000,52.712234,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,1500000,277.88437,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,2000000,55.401268,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,2500000,77.677,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,3000000,64.71701,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,3500000,55.562508,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,4000000,57.41823,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,4500000,57.035847,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-189,5000000,49.711113,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,9
-190,500000,208.33054,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,1000000,208.18855,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,1500000,208.79308,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,2000000,208.75496,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,2500000,208.6535,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,3000000,208.46436,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,3500000,208.52386,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,4000000,208.42798,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,4500000,209.294,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-190,5000000,209.05716,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,9
-191,500000,209.85266,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,1000000,209.6268,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,1500000,210.06894,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,2000000,209.68912,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,2500000,209.90045,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,3000000,209.69635,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,3500000,209.9639,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,4000000,210.16928,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,4500000,210.32489,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
-191,5000000,210.20825,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,9
+183,500000,422.91864,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,1000000,3246.016,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,1500000,4797.711,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,2000000,5348.1846,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,2500000,4514.967,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,3000000,6129.5596,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,3500000,5750.3203,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,4000000,7459.5537,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,4500000,5410.877,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+183,5000000,5938.082,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,9
+184,500000,218.74945,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,1000000,294.7827,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,1500000,349.69794,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,2000000,393.69043,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,2500000,420.6568,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,3000000,339.81964,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,3500000,534.2312,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,4000000,420.66565,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,4500000,589.3143,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+184,5000000,466.1748,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,9
+185,500000,210.61662,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,1000000,210.92737,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,1500000,210.55496,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,2000000,210.81094,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,2500000,210.72626,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,3000000,210.69443,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,3500000,210.9703,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,4000000,210.50964,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,4500000,210.68945,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+185,5000000,210.56552,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,9
+186,500000,225.24762,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,1000000,401.76764,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,1500000,478.58524,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,2000000,399.29456,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,2500000,518.7638,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,3000000,526.68243,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,3500000,554.8896,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,4000000,568.01965,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,4500000,562.0953,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+186,5000000,1233.8088,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,9
+187,500000,611.4507,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,1000000,4760.9893,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,1500000,5259.054,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,2000000,5149.4473,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,2500000,5890.4688,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,3000000,3702.2285,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,3500000,4664.2646,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,4000000,5909.5327,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,4500000,4397.04,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+187,5000000,6500.4307,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,9
+188,500000,1752.5153,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,1000000,4548.3135,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,1500000,4269.0645,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,2000000,2860.007,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,2500000,4210.075,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,3000000,4748.8276,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,3500000,207.082,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,4000000,399.68268,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,4500000,81.53706,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+188,5000000,145.66606,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,9
+189,500000,146.34262,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,1000000,52.712234,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,1500000,277.88437,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,2000000,55.401268,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,2500000,77.677,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,3000000,64.71701,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,3500000,55.562508,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,4000000,57.41823,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,4500000,57.035847,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+189,5000000,49.711113,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,9
+190,500000,208.33054,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,1000000,208.18855,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,1500000,208.79308,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,2000000,208.75496,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,2500000,208.6535,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,3000000,208.46436,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,3500000,208.52386,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,4000000,208.42798,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,4500000,209.294,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+190,5000000,209.05716,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,9
+191,500000,209.85266,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,1000000,209.6268,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,1500000,210.06894,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,2000000,209.68912,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,2500000,209.90045,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,3000000,209.69635,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,3500000,209.9639,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,4000000,210.16928,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,4500000,210.32489,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
+191,5000000,210.20825,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,9
 192,500000,1249.6089,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
 192,1000000,3611.274,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
 192,1500000,4630.545,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
@@ -1929,106 +1929,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,5380.6367,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
 192,4500000,4526.4253,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
 192,5000000,4891.419,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
-193,500000,357.19,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,1000000,1078.9368,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,1500000,4461.7715,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,2000000,4653.2144,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,2500000,4559.8867,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,3000000,4565.224,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,3500000,4530.0273,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,4000000,4641.84,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,4500000,4458.6704,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-193,5000000,4454.311,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,9
-194,500000,434.36615,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,1000000,421.17297,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,1500000,523.9115,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,2000000,637.11633,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,2500000,1717.1223,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,3000000,4608.58,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,3500000,3672.552,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,4000000,4681.4365,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,4500000,4376.8984,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-194,5000000,4580.046,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,9
-195,500000,209.3979,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,1000000,383.66428,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,1500000,462.2874,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,2000000,509.25247,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,2500000,422.27386,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,3000000,484.71588,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,3500000,476.47156,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,4000000,523.8711,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,4500000,481.86072,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-195,5000000,454.26685,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,9
-196,500000,374.1798,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,1000000,573.73267,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,1500000,1359.231,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,2000000,4836.396,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,2500000,4688.909,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,3000000,5053.521,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,3500000,5042.1265,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,4000000,4959.544,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,4500000,5122.54,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-196,5000000,4916.2217,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,9
-197,500000,271.06464,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,1000000,345.2661,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,1500000,425.82782,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,2000000,407.91238,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,2500000,389.88657,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,3000000,465.6508,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,3500000,668.244,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,4000000,865.18225,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,4500000,1178.739,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-197,5000000,2348.0684,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,9
-198,500000,187.49515,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,1000000,351.9913,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,1500000,397.3063,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,2000000,387.79053,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,2500000,491.5393,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,3000000,386.50125,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,3500000,507.12497,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,4000000,353.45508,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,4500000,555.7893,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-198,5000000,520.60736,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,9
-199,500000,209.55315,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,1000000,209.79028,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,1500000,210.15294,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,2000000,209.64166,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,2500000,209.88687,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,3000000,210.05624,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,3500000,210.11893,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,4000000,209.94821,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,4500000,209.7217,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-199,5000000,210.10266,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,9
-200,500000,469.7581,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,1000000,4868.7393,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,1500000,3551.934,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,2000000,4408.5884,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,2500000,5218.708,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,3000000,5595.313,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,3500000,6200.9688,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,4000000,6437.467,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,4500000,6320.532,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-200,5000000,7198.667,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,9
-201,500000,370.3025,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,1000000,415.52808,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,1500000,421.90445,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,2000000,422.7139,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,2500000,424.28967,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,3000000,428.9851,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,3500000,109.262726,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,4000000,351.69983,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,4500000,161.33844,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-201,5000000,377.572,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,9
-202,500000,280.5227,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,1000000,256.8189,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,1500000,358.41943,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,2000000,484.02814,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,2500000,648.0089,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,3000000,702.069,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,3500000,1036.9993,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,4000000,1816.437,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,4500000,2667.7432,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
-202,5000000,3885.3518,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,9
+193,500000,357.19,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,1000000,1078.9368,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,1500000,4461.7715,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,2000000,4653.2144,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,2500000,4559.8867,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,3000000,4565.224,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,3500000,4530.0273,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,4000000,4641.84,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,4500000,4458.6704,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+193,5000000,4454.311,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,9
+194,500000,434.36615,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,1000000,421.17297,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,1500000,523.9115,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,2000000,637.11633,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,2500000,1717.1223,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,3000000,4608.58,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,3500000,3672.552,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,4000000,4681.4365,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,4500000,4376.8984,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+194,5000000,4580.046,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,9
+195,500000,209.3979,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,1000000,383.66428,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,1500000,462.2874,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,2000000,509.25247,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,2500000,422.27386,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,3000000,484.71588,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,3500000,476.47156,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,4000000,523.8711,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,4500000,481.86072,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+195,5000000,454.26685,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,9
+196,500000,374.1798,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,1000000,573.73267,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,1500000,1359.231,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,2000000,4836.396,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,2500000,4688.909,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,3000000,5053.521,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,3500000,5042.1265,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,4000000,4959.544,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,4500000,5122.54,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+196,5000000,4916.2217,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,9
+197,500000,271.06464,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,1000000,345.2661,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,1500000,425.82782,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,2000000,407.91238,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,2500000,389.88657,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,3000000,465.6508,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,3500000,668.244,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,4000000,865.18225,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,4500000,1178.739,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+197,5000000,2348.0684,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,9
+198,500000,187.49515,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,1000000,351.9913,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,1500000,397.3063,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,2000000,387.79053,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,2500000,491.5393,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,3000000,386.50125,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,3500000,507.12497,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,4000000,353.45508,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,4500000,555.7893,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+198,5000000,520.60736,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,9
+199,500000,209.55315,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,1000000,209.79028,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,1500000,210.15294,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,2000000,209.64166,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,2500000,209.88687,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,3000000,210.05624,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,3500000,210.11893,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,4000000,209.94821,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,4500000,209.7217,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+199,5000000,210.10266,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,9
+200,500000,469.7581,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,1000000,4868.7393,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,1500000,3551.934,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,2000000,4408.5884,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,2500000,5218.708,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,3000000,5595.313,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,3500000,6200.9688,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,4000000,6437.467,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,4500000,6320.532,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+200,5000000,7198.667,512,False,679978,0.00154826,9892,0.59109317,False,,,,,9
+201,500000,370.3025,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,1000000,415.52808,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,1500000,421.90445,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,2000000,422.7139,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,2500000,424.28967,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,3000000,428.9851,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,3500000,109.262726,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,4000000,351.69983,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,4500000,161.33844,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+201,5000000,377.572,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,9
+202,500000,280.5227,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,1000000,256.8189,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,1500000,358.41943,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,2000000,484.02814,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,2500000,648.0089,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,3000000,702.069,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,3500000,1036.9993,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,4000000,1816.437,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,4500000,2667.7432,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
+202,5000000,3885.3518,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,9
 203,500000,370.59885,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,9
 203,1000000,397.74408,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,9
 203,1500000,304.91644,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,9
@@ -2039,86 +2039,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,239.0765,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,9
 203,4500000,197.76144,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,9
 203,5000000,204.64668,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,9
-204,500000,207.30383,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,1000000,207.25989,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,1500000,207.18684,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,2000000,208.00693,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,2500000,207.67625,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,3000000,207.98044,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,3500000,207.51184,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,4000000,207.57172,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,4500000,207.40237,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-204,5000000,207.70734,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,9
-205,500000,392.57764,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,1000000,860.42676,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,1500000,3374.503,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,2000000,4668.8926,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,2500000,2014.1493,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,3000000,4362.4824,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,3500000,1998.7878,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,4000000,3768.0571,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,4500000,894.7029,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-205,5000000,1384.9622,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,9
-206,500000,254.04372,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,1000000,483.68097,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,1500000,1143.5391,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,2000000,3665.1797,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,2500000,4465.086,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,3000000,4835.6787,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,3500000,4996.3164,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,4000000,4958.252,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,4500000,5529.5356,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-206,5000000,5323.795,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,9
-207,500000,447.58447,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,1000000,3616.767,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,1500000,5707.6514,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,2000000,6300.1406,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,2500000,4339.6943,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,3000000,4757.7695,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,3500000,6253.998,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,4000000,6959.043,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,4500000,6494.238,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-207,5000000,6699.8086,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,9
-208,500000,234.01541,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,1000000,196.07487,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,1500000,227.9906,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,2000000,230.7744,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,2500000,223.79532,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,3000000,440.5431,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,3500000,360.78635,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,4000000,384.2486,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,4500000,318.0268,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-208,5000000,407.03735,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,9
-209,500000,486.6046,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,1000000,4612.4346,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,1500000,7091.922,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,2000000,7799.473,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,2500000,2882.992,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,3000000,5671.76,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,3500000,6375.5986,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,4000000,6114.992,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,4500000,479.12665,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-209,5000000,4548.1265,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,9
-210,500000,346.9635,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,1000000,376.06024,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,1500000,457.68137,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,2000000,375.12125,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,2500000,525.2982,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,3000000,601.2949,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,3500000,758.96924,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,4000000,1730.3649,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,4500000,2716.1208,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-210,5000000,4680.56,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,9
-211,500000,181.64038,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,1000000,5527.4663,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,1500000,6678.1396,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,2000000,6927.7695,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,2500000,1479.1024,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,3000000,5276.973,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,3500000,7284.559,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,4000000,5994.214,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,4500000,6900.742,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
-211,5000000,7951.0713,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,9
+204,500000,207.30383,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,1000000,207.25989,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,1500000,207.18684,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,2000000,208.00693,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,2500000,207.67625,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,3000000,207.98044,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,3500000,207.51184,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,4000000,207.57172,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,4500000,207.40237,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+204,5000000,207.70734,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,9
+205,500000,392.57764,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,1000000,860.42676,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,1500000,3374.503,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,2000000,4668.8926,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,2500000,2014.1493,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,3000000,4362.4824,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,3500000,1998.7878,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,4000000,3768.0571,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,4500000,894.7029,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+205,5000000,1384.9622,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,9
+206,500000,254.04372,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,1000000,483.68097,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,1500000,1143.5391,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,2000000,3665.1797,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,2500000,4465.086,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,3000000,4835.6787,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,3500000,4996.3164,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,4000000,4958.252,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,4500000,5529.5356,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+206,5000000,5323.795,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,9
+207,500000,447.58447,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,1000000,3616.767,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,1500000,5707.6514,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,2000000,6300.1406,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,2500000,4339.6943,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,3000000,4757.7695,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,3500000,6253.998,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,4000000,6959.043,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,4500000,6494.238,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+207,5000000,6699.8086,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,9
+208,500000,234.01541,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,1000000,196.07487,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,1500000,227.9906,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,2000000,230.7744,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,2500000,223.79532,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,3000000,440.5431,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,3500000,360.78635,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,4000000,384.2486,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,4500000,318.0268,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+208,5000000,407.03735,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,9
+209,500000,486.6046,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,1000000,4612.4346,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,1500000,7091.922,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,2000000,7799.473,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,2500000,2882.992,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,3000000,5671.76,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,3500000,6375.5986,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,4000000,6114.992,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,4500000,479.12665,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+209,5000000,4548.1265,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,9
+210,500000,346.9635,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,1000000,376.06024,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,1500000,457.68137,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,2000000,375.12125,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,2500000,525.2982,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,3000000,601.2949,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,3500000,758.96924,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,4000000,1730.3649,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,4500000,2716.1208,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+210,5000000,4680.56,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,9
+211,500000,181.64038,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,1000000,5527.4663,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,1500000,6678.1396,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,2000000,6927.7695,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,2500000,1479.1024,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,3000000,5276.973,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,3500000,7284.559,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,4000000,5994.214,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,4500000,6900.742,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
+211,5000000,7951.0713,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,9
 212,500000,247.05792,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
 212,1000000,164.66614,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
 212,1500000,347.5675,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
@@ -2129,16 +2129,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,581.20807,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
 212,4500000,295.65063,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
 212,5000000,876.031,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
-213,500000,346.25076,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,1000000,363.0292,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,1500000,425.30237,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,2000000,411.47046,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,2500000,730.979,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,3000000,1400.9661,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,3500000,4533.8643,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,4000000,4571.921,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,4500000,4533.74,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
-213,5000000,4533.4116,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,9
+213,500000,346.25076,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,1000000,363.0292,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,1500000,425.30237,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,2000000,411.47046,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,2500000,730.979,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,3000000,1400.9661,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,3500000,4533.8643,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,4000000,4571.921,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,4500000,4533.74,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
+213,5000000,4533.4116,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,9
 214,500000,211.11066,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
 214,1000000,211.04298,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
 214,1500000,211.31854,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
@@ -2149,26 +2149,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,211.11716,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
 214,4500000,211.15382,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
 214,5000000,210.72672,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
-215,500000,4328.8345,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,1000000,3856.2544,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,1500000,3055.1514,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,2000000,4498.384,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,2500000,4339.912,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,3000000,4445.718,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,3500000,4455.45,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,4000000,3781.5415,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,4500000,4210.478,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-215,5000000,4251.172,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,9
-216,500000,427.82745,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,1000000,457.10687,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,1500000,2873.8203,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,2000000,1470.9124,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,2500000,3051.3135,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,3000000,4287.008,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,3500000,4050.5366,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,4000000,3952.7717,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,4500000,4320.733,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
-216,5000000,3502.5703,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,9
+215,500000,4328.8345,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,1000000,3856.2544,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,1500000,3055.1514,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,2000000,4498.384,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,2500000,4339.912,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,3000000,4445.718,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,3500000,4455.45,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,4000000,3781.5415,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,4500000,4210.478,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+215,5000000,4251.172,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,9
+216,500000,427.82745,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,1000000,457.10687,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,1500000,2873.8203,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,2000000,1470.9124,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,2500000,3051.3135,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,3000000,4287.008,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,3500000,4050.5366,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,4000000,3952.7717,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,4500000,4320.733,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
+216,5000000,3502.5703,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,9
 217,500000,394.66187,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
 217,1000000,393.05737,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
 217,1500000,366.9048,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
@@ -2179,116 +2179,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,392.98453,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
 217,4500000,396.08524,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
 217,5000000,389.26056,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
-218,500000,269.72104,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,1000000,380.9891,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,1500000,383.57245,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,2000000,537.5492,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,2500000,414.43613,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,3000000,422.29498,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,3500000,547.15967,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,4000000,515.3544,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,4500000,534.9652,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-218,5000000,412.9483,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,9
-219,500000,1846.831,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,1000000,815.3169,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,1500000,3555.5938,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,2000000,1350.5916,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,2500000,4255.5747,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,3000000,3929.0044,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,3500000,4570.7935,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,4000000,1293.9214,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,4500000,4403.16,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-219,5000000,4446.869,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,9
-220,500000,210.56418,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,1000000,211.11917,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,1500000,210.65967,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,2000000,211.13895,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,2500000,210.96378,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,3000000,210.95547,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,3500000,210.97406,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,4000000,210.80553,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,4500000,210.89542,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-220,5000000,210.44614,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,9
-221,500000,570.35913,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,1000000,1454.9395,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,1500000,4523.065,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,2000000,4682.4053,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,2500000,4411.214,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,3000000,4676.8467,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,3500000,4601.9385,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,4000000,4652.9263,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,4500000,4573.227,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-221,5000000,4619.66,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,9
-222,500000,415.97128,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,1000000,2327.304,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,1500000,2293.5732,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,2000000,2602.7769,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,2500000,1521.1898,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,3000000,3325.5186,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,3500000,4615.6895,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,4000000,4069.6555,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,4500000,1006.03015,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-222,5000000,3133.9146,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,9
-223,500000,169.23972,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,1000000,146.94229,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,1500000,167.78217,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,2000000,422.42377,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,2500000,287.33353,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,3000000,144.95642,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,3500000,197.26596,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,4000000,170.5017,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,4500000,451.19318,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-223,5000000,166.98206,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,9
-224,500000,2449.5542,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,1000000,4397.2266,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,1500000,3105.3882,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,2000000,3815.6323,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,2500000,5980.792,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,3000000,6038.825,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,3500000,5746.2334,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,4000000,5348.454,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,4500000,6547.5923,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-224,5000000,3417.7734,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,9
-225,500000,596.4972,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,1000000,3733.6567,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,1500000,3990.0337,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,2000000,4165.181,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,2500000,2642.045,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,3000000,4374.3564,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,3500000,4754.5317,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,4000000,4838.4854,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,4500000,5641.4893,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-225,5000000,2994.7437,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,9
-226,500000,555.333,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,1000000,2643.2231,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,1500000,2651.385,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,2000000,956.78455,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,2500000,1385.7325,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,3000000,707.57947,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,3500000,6424.632,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,4000000,489.6577,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,4500000,7073.5645,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-226,5000000,4615.8843,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,9
-227,500000,201.24423,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,1000000,181.1536,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,1500000,422.87054,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,2000000,361.2783,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,2500000,400.4969,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,3000000,392.06396,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,3500000,418.96838,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,4000000,414.07617,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,4500000,393.51834,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-227,5000000,401.1932,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,9
-228,500000,588.77783,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,1000000,1943.5916,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,1500000,6964.155,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,2000000,6631.2305,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,2500000,5039.5376,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,3000000,7271.4688,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,3500000,7246.032,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,4000000,7551.8877,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,4500000,5357.324,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
-228,5000000,7769.8696,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,9
+218,500000,269.72104,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,1000000,380.9891,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,1500000,383.57245,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,2000000,537.5492,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,2500000,414.43613,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,3000000,422.29498,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,3500000,547.15967,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,4000000,515.3544,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,4500000,534.9652,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+218,5000000,412.9483,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,9
+219,500000,1846.831,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,1000000,815.3169,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,1500000,3555.5938,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,2000000,1350.5916,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,2500000,4255.5747,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,3000000,3929.0044,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,3500000,4570.7935,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,4000000,1293.9214,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,4500000,4403.16,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+219,5000000,4446.869,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,9
+220,500000,210.56418,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,1000000,211.11917,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,1500000,210.65967,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,2000000,211.13895,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,2500000,210.96378,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,3000000,210.95547,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,3500000,210.97406,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,4000000,210.80553,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,4500000,210.89542,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+220,5000000,210.44614,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,9
+221,500000,570.35913,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,1000000,1454.9395,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,1500000,4523.065,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,2000000,4682.4053,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,2500000,4411.214,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,3000000,4676.8467,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,3500000,4601.9385,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,4000000,4652.9263,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,4500000,4573.227,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+221,5000000,4619.66,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,9
+222,500000,415.97128,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,1000000,2327.304,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,1500000,2293.5732,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,2000000,2602.7769,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,2500000,1521.1898,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,3000000,3325.5186,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,3500000,4615.6895,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,4000000,4069.6555,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,4500000,1006.03015,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+222,5000000,3133.9146,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,9
+223,500000,169.23972,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,1000000,146.94229,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,1500000,167.78217,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,2000000,422.42377,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,2500000,287.33353,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,3000000,144.95642,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,3500000,197.26596,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,4000000,170.5017,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,4500000,451.19318,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+223,5000000,166.98206,512,False,853730,0.02406078,4160,0.14374896,False,,,,,9
+224,500000,2449.5542,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,1000000,4397.2266,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,1500000,3105.3882,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,2000000,3815.6323,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,2500000,5980.792,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,3000000,6038.825,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,3500000,5746.2334,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,4000000,5348.454,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,4500000,6547.5923,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+224,5000000,3417.7734,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,9
+225,500000,596.4972,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,1000000,3733.6567,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,1500000,3990.0337,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,2000000,4165.181,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,2500000,2642.045,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,3000000,4374.3564,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,3500000,4754.5317,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,4000000,4838.4854,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,4500000,5641.4893,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+225,5000000,2994.7437,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,9
+226,500000,555.333,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,1000000,2643.2231,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,1500000,2651.385,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,2000000,956.78455,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,2500000,1385.7325,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,3000000,707.57947,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,3500000,6424.632,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,4000000,489.6577,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,4500000,7073.5645,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+226,5000000,4615.8843,2048,False,760704,0.00101898,11381,0.122051,False,,,,,9
+227,500000,201.24423,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,1000000,181.1536,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,1500000,422.87054,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,2000000,361.2783,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,2500000,400.4969,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,3000000,392.06396,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,3500000,418.96838,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,4000000,414.07617,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,4500000,393.51834,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+227,5000000,401.1932,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,9
+228,500000,588.77783,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,1000000,1943.5916,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,1500000,6964.155,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,2000000,6631.2305,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,2500000,5039.5376,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,3000000,7271.4688,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,3500000,7246.032,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,4000000,7551.8877,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,4500000,5357.324,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
+228,5000000,7769.8696,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,9
 229,500000,211.12238,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
 229,1000000,211.2174,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
 229,1500000,211.2481,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
@@ -2299,46 +2299,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,211.21593,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
 229,4500000,210.98859,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
 229,5000000,210.97723,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
-230,500000,456.59924,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,1000000,4270.1094,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,1500000,5543.7627,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,2000000,6813.163,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,2500000,6166.8213,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,3000000,8042.915,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,3500000,6315.166,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,4000000,7170.7256,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,4500000,7718.8237,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-230,5000000,7281.924,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,9
-231,500000,252.4386,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,1000000,399.20508,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,1500000,812.5213,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,2000000,1609.8691,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,2500000,2858.348,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,3000000,3950.7778,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,3500000,4558.1704,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,4000000,4695.795,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,4500000,4722.6846,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-231,5000000,4786.536,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,9
-232,500000,1192.5044,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,1000000,2504.1267,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,1500000,4723.079,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,2000000,3969.0122,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,2500000,4051.6833,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,3000000,4668.5166,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,3500000,4189.1416,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,4000000,3309.9702,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,4500000,1470.2812,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-232,5000000,4635.2734,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,9
-233,500000,289.09656,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,1000000,346.7467,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,1500000,448.1634,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,2000000,460.72327,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,2500000,675.9206,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,3000000,602.78925,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,3500000,774.4653,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,4000000,1584.0808,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,4500000,3700.9968,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
-233,5000000,4690.3467,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,9
+230,500000,456.59924,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,1000000,4270.1094,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,1500000,5543.7627,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,2000000,6813.163,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,2500000,6166.8213,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,3000000,8042.915,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,3500000,6315.166,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,4000000,7170.7256,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,4500000,7718.8237,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+230,5000000,7281.924,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,9
+231,500000,252.4386,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,1000000,399.20508,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,1500000,812.5213,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,2000000,1609.8691,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,2500000,2858.348,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,3000000,3950.7778,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,3500000,4558.1704,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,4000000,4695.795,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,4500000,4722.6846,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+231,5000000,4786.536,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,9
+232,500000,1192.5044,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,1000000,2504.1267,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,1500000,4723.079,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,2000000,3969.0122,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,2500000,4051.6833,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,3000000,4668.5166,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,3500000,4189.1416,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,4000000,3309.9702,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,4500000,1470.2812,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+232,5000000,4635.2734,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,9
+233,500000,289.09656,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,1000000,346.7467,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,1500000,448.1634,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,2000000,460.72327,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,2500000,675.9206,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,3000000,602.78925,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,3500000,774.4653,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,4000000,1584.0808,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,4500000,3700.9968,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
+233,5000000,4690.3467,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,9
 234,500000,177.16351,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,9
 234,1000000,384.8017,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,9
 234,1500000,385.4489,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,9
@@ -2349,126 +2349,126 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,4312.299,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,9
 234,4500000,4333.562,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,9
 234,5000000,72.354836,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,9
-235,500000,516.50696,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,1000000,3837.0796,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,1500000,3643.4478,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,2000000,3739.9436,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,2500000,3989.5518,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,3000000,4122.455,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,3500000,4259.255,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,4000000,2618.2246,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,4500000,4516.838,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-235,5000000,360.10617,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,9
-236,500000,434.94818,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,1000000,2084.0454,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,1500000,4106.6055,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,2000000,3192.7822,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,2500000,2230.8203,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,3000000,3822.1118,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,3500000,1819.7526,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,4000000,3227.2651,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,4500000,4765.798,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-236,5000000,4146.341,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,9
-237,500000,211.06638,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,1000000,210.69563,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,1500000,210.5,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,2000000,210.30751,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,2500000,210.76225,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,3000000,210.96098,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,3500000,210.57089,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,4000000,210.84686,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,4500000,210.75015,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-237,5000000,210.71268,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,9
-238,500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,1000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,1500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,2000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,2500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,3000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,3500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,4000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,4500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-238,5000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,9
-239,500000,335.94556,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,1000000,439.16187,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,1500000,497.02972,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,2000000,552.5736,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,2500000,545.4425,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,3000000,547.12726,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,3500000,553.44556,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,4000000,544.5438,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,4500000,551.64026,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-239,5000000,587.4358,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,9
-240,500000,456.6077,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,1000000,3560.8835,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,1500000,5435.038,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,2000000,5562.752,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,2500000,5134.8926,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,3000000,5026.137,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,3500000,5183.7666,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,4000000,3658.9927,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,4500000,5229.976,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-240,5000000,6150.1016,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,9
-241,500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,1000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,1500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,2000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,2500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,3000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,3500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,4000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,4500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-241,5000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
-242,500000,320.8719,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,1000000,430.95746,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,1500000,421.49042,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,2000000,374.37463,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,2500000,1412.9702,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,3000000,2588.0898,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,3500000,3589.205,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,4000000,4276.063,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,4500000,4208.925,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-242,5000000,4393.585,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,9
-243,500000,210.88458,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,1000000,210.86757,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,1500000,210.71542,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,2000000,210.69,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,2500000,210.84723,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,3000000,210.66342,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,3500000,210.65697,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,4000000,210.52303,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,4500000,210.82098,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-243,5000000,210.56099,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,9
-244,500000,817.78,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,1000000,1431.0886,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,1500000,4366.4565,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,2000000,530.4892,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,2500000,428.11325,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,3000000,831.3937,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,3500000,754.9383,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,4000000,6509.371,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,4500000,4751.5713,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-244,5000000,580.29614,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,9
-245,500000,543.9778,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,1000000,1335.179,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,1500000,2473.6924,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,2000000,2038.9836,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,2500000,2035.3998,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,3000000,1465.8036,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,3500000,2456.114,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,4000000,2955.8843,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,4500000,2065.943,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-245,5000000,2612.8914,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,9
-246,500000,4068.5408,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,1000000,4096.6875,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,1500000,4714.581,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,2000000,4084.8914,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,2500000,4762.5835,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,3000000,2677.9346,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,3500000,4079.2502,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,4000000,4737.292,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,4500000,3360.5652,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
-246,5000000,4763.3735,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,9
+235,500000,516.50696,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,1000000,3837.0796,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,1500000,3643.4478,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,2000000,3739.9436,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,2500000,3989.5518,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,3000000,4122.455,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,3500000,4259.255,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,4000000,2618.2246,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,4500000,4516.838,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+235,5000000,360.10617,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,9
+236,500000,434.94818,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,1000000,2084.0454,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,1500000,4106.6055,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,2000000,3192.7822,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,2500000,2230.8203,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,3000000,3822.1118,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,3500000,1819.7526,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,4000000,3227.2651,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,4500000,4765.798,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+236,5000000,4146.341,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,9
+237,500000,211.06638,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,1000000,210.69563,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,1500000,210.5,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,2000000,210.30751,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,2500000,210.76225,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,3000000,210.96098,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,3500000,210.57089,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,4000000,210.84686,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,4500000,210.75015,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+237,5000000,210.71268,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,9
+238,500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,1000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,1500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,2000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,2500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,3000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,3500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,4000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,4500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+238,5000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,9
+239,500000,335.94556,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,1000000,439.16187,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,1500000,497.02972,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,2000000,552.5736,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,2500000,545.4425,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,3000000,547.12726,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,3500000,553.44556,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,4000000,544.5438,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,4500000,551.64026,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+239,5000000,587.4358,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,9
+240,500000,456.6077,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,1000000,3560.8835,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,1500000,5435.038,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,2000000,5562.752,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,2500000,5134.8926,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,3000000,5026.137,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,3500000,5183.7666,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,4000000,3658.9927,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,4500000,5229.976,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+240,5000000,6150.1016,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
+241,500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,1000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,1500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,2000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,2500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,3000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,3500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,4000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,4500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+241,5000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
+242,500000,320.8719,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,1000000,430.95746,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,1500000,421.49042,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,2000000,374.37463,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,2500000,1412.9702,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,3000000,2588.0898,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,3500000,3589.205,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,4000000,4276.063,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,4500000,4208.925,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+242,5000000,4393.585,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,9
+243,500000,210.88458,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,1000000,210.86757,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,1500000,210.71542,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,2000000,210.69,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,2500000,210.84723,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,3000000,210.66342,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,3500000,210.65697,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,4000000,210.52303,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,4500000,210.82098,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+243,5000000,210.56099,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,9
+244,500000,817.78,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,1000000,1431.0886,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,1500000,4366.4565,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,2000000,530.4892,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,2500000,428.11325,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,3000000,831.3937,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,3500000,754.9383,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,4000000,6509.371,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,4500000,4751.5713,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+244,5000000,580.29614,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,9
+245,500000,543.9778,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,1000000,1335.179,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,1500000,2473.6924,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,2000000,2038.9836,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,2500000,2035.3998,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,3000000,1465.8036,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,3500000,2456.114,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,4000000,2955.8843,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,4500000,2065.943,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+245,5000000,2612.8914,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,9
+246,500000,4068.5408,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,1000000,4096.6875,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,1500000,4714.581,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,2000000,4084.8914,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,2500000,4762.5835,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,3000000,2677.9346,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,3500000,4079.2502,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,4000000,4737.292,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,4500000,3360.5652,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,5000000,4763.3735,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
 247,500000,392.39587,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,1000000,788.1481,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,1500000,2227.109,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
@@ -2479,26 +2479,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1941.7822,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,4500000,1794.496,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,5000000,1697.764,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
-248,500000,418.45944,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,1000000,315.13647,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,1500000,523.53784,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,2000000,498.85605,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,2500000,893.98035,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,3000000,4664.589,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,3500000,4948.742,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,4000000,4858.0444,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,4500000,4906.8423,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,5000000,4570.8027,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-249,500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,1000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,1500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,2000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,2500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,3000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,3500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,4000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,4500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
-249,5000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+248,500000,418.45944,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,1000000,315.13647,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,1500000,523.53784,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,2000000,498.85605,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,2500000,893.98035,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,3000000,4664.589,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,3500000,4948.742,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,4000000,4858.0444,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,4500000,4906.8423,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+248,5000000,4570.8027,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,9
+249,500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,1000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,1500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,2000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,2500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,3000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,3500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,4000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,4500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
+249,5000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
 250,500000,1492.6072,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
 250,1000000,3866.3984,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
 250,1500000,2711.1235,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
@@ -2509,16 +2509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4604.039,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
 250,4500000,4719.2046,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
 250,5000000,4300.917,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
-251,500000,512.16095,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,1000000,1555.5121,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,1500000,2749.7515,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,2000000,2496.8179,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,2500000,3233.9666,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,3000000,1545.4287,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,3500000,4077.6543,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,4000000,5010.9595,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,4500000,4544.8975,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
-251,5000000,4714.5557,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,9
+251,500000,512.16095,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,1000000,1555.5121,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,1500000,2749.7515,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,2000000,2496.8179,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,2500000,3233.9666,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,3000000,1545.4287,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,3500000,4077.6543,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,4000000,5010.9595,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,4500000,4544.8975,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
+251,5000000,4714.5557,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,9
 252,500000,379.95874,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,1000000,571.5432,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,1500000,925.59,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
@@ -2529,186 +2529,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,181.92676,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,4500000,118.305565,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,5000000,146.99231,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
-253,500000,264.189,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,1000000,235.36078,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,1500000,353.4802,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,2000000,481.49603,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,2500000,603.87573,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,3000000,732.9907,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,3500000,1723.9856,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,4000000,2235.3486,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,4500000,3476.4922,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-253,5000000,4333.872,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,9
-254,500000,239.69102,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,1000000,3845.3433,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,1500000,3328.483,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,2000000,1923.6017,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,2500000,4200.464,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,3000000,4264.6226,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,3500000,4555.6885,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,4000000,4100.066,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,4500000,4592.4604,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-254,5000000,2966.5994,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,9
-255,500000,299.30524,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,1000000,290.08517,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,1500000,312.81555,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,2000000,325.04504,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,2500000,311.15988,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,3000000,301.0285,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,3500000,380.71704,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,4000000,221.37045,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,4500000,345.1407,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-255,5000000,354.75385,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,9
-0,500000,4471.045,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,1000000,4108.875,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,1500000,4815.671,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,2000000,4177.3125,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,2500000,3370.8528,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,3000000,4680.405,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,3500000,4527.9355,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,4000000,4709.051,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,4500000,2689.9375,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-0,5000000,4696.714,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,0
-1,500000,245.18765,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,1000000,539.1504,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,1500000,489.3892,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,2000000,366.31183,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,2500000,374.59082,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,3000000,389.59592,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,3500000,503.08307,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,4000000,537.28107,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,4500000,484.4342,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-1,5000000,729.12585,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,0
-2,500000,667.6387,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,1000000,926.8825,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,1500000,1937.9135,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,2000000,4251.921,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,2500000,1911.832,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,3000000,6782.5103,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,3500000,1911.9391,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,4000000,5161.414,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,4500000,7956.517,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-2,5000000,6453.552,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,0
-3,500000,229.62448,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,1000000,763.3002,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,1500000,5537.665,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,2000000,5790.5024,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,2500000,3742.0317,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,3000000,3752.8394,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,3500000,5428.466,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,4000000,6672.411,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,4500000,480.52405,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-3,5000000,5865.911,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,0
-4,500000,394.9966,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,1000000,353.49286,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,1500000,547.22406,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,2000000,789.5856,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,2500000,1626.2811,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,3000000,4594.094,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,3500000,4770.8647,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,4000000,4943.567,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,4500000,4883.498,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-4,5000000,4839.3564,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,0
-5,500000,2050.4287,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,1000000,3968.6396,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,1500000,4482.927,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,2000000,4662.3154,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,2500000,2275.629,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,3000000,4705.839,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,3500000,3022.7793,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,4000000,4707.543,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,4500000,4723.686,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-5,5000000,4759.6167,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,0
-6,500000,219.72308,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,1000000,354.90872,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,1500000,293.1902,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,2000000,423.8512,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,2500000,456.25214,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,3000000,570.1648,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,3500000,407.00378,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,4000000,900.4933,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,4500000,1771.1708,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-6,5000000,1835.928,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,0
-7,500000,493.86716,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,1000000,2858.5027,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,1500000,4419.411,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,2000000,4408.074,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,2500000,4626.3364,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,3000000,4667.253,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,3500000,4288.538,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,4000000,4378.961,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,4500000,4275.4946,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-7,5000000,4580.6875,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,0
-8,500000,3113.8347,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,1000000,4307.654,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,1500000,274.60178,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,2000000,65.49252,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,2500000,84.38725,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,3000000,104.72304,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,3500000,86.63046,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,4000000,65.18858,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,4500000,65.68107,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-8,5000000,71.180214,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,0
-9,500000,541.2668,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,1000000,1963.8566,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,1500000,1490.8257,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,2000000,1276.3761,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,2500000,5030.2153,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,3000000,4644.95,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,3500000,4634.9365,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,4000000,2591.0234,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,4500000,3730.2375,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-9,5000000,3832.4717,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,0
-10,500000,441.7464,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,1000000,683.4276,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,1500000,2851.9153,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,2000000,3973.654,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,2500000,5010.5825,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,3000000,4830.16,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,3500000,4915.1675,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,4000000,4661.671,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,4500000,5302.9663,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-10,5000000,5331.7256,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,0
-11,500000,2171.809,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,1000000,4408.288,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,1500000,4216.616,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,2000000,4610.9404,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,2500000,4659.919,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,3000000,4514.2515,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,3500000,4644.9707,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,4000000,4688.5215,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,4500000,4490.9297,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-11,5000000,4329.8257,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,0
-12,500000,555.89905,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,1000000,5673.581,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,1500000,6144.8896,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,2000000,3163.9993,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,2500000,5288.757,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,3000000,6126.8506,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,3500000,4358.217,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,4000000,6193.618,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,4500000,6959.355,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-12,5000000,7507.3833,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,0
-13,500000,351.9867,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,1000000,318.43448,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,1500000,373.1587,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,2000000,372.35114,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,2500000,537.2505,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,3000000,689.3832,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,3500000,622.73486,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,4000000,1068.5779,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,4500000,1508.9685,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-13,5000000,2402.1467,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,0
-14,500000,471.3179,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,1000000,2938.831,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,1500000,5781.727,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,2000000,6189.0713,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,2500000,4242.728,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,3000000,6247.927,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,3500000,7032.74,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,4000000,6284.2725,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,4500000,6474.0083,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
-14,5000000,6676.8867,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,0
+253,500000,264.189,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,1000000,235.36078,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,1500000,353.4802,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,2000000,481.49603,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,2500000,603.87573,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,3000000,732.9907,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,3500000,1723.9856,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,4000000,2235.3486,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,4500000,3476.4922,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+253,5000000,4333.872,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,9
+254,500000,239.69102,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,1000000,3845.3433,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,1500000,3328.483,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,2000000,1923.6017,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,2500000,4200.464,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,3000000,4264.6226,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,3500000,4555.6885,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,4000000,4100.066,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,4500000,4592.4604,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+254,5000000,2966.5994,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,9
+255,500000,299.30524,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,1000000,290.08517,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,1500000,312.81555,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,2000000,325.04504,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,2500000,311.15988,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,3000000,301.0285,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,3500000,380.71704,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,4000000,221.37045,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,4500000,345.1407,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+255,5000000,354.75385,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,9
+0,500000,4471.045,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,1000000,4108.875,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,1500000,4815.671,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,2000000,4177.3125,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,2500000,3370.8528,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,3000000,4680.405,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,3500000,4527.9355,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,4000000,4709.051,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,4500000,2689.9375,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+0,5000000,4696.714,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,0
+1,500000,245.18765,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,1000000,539.1504,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,1500000,489.3892,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,2000000,366.31183,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,2500000,374.59082,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,3000000,389.59592,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,3500000,503.08307,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,4000000,537.28107,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,4500000,484.4342,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+1,5000000,729.12585,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,0
+2,500000,667.6387,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,1000000,926.8825,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,1500000,1937.9135,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,2000000,4251.921,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,2500000,1911.832,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,3000000,6782.5103,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,3500000,1911.9391,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,4000000,5161.414,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,4500000,7956.517,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+2,5000000,6453.552,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,0
+3,500000,229.62448,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,1000000,763.3002,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,1500000,5537.665,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,2000000,5790.5024,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,2500000,3742.0317,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,3000000,3752.8394,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,3500000,5428.466,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,4000000,6672.411,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,4500000,480.52405,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+3,5000000,5865.911,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,0
+4,500000,394.9966,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,1000000,353.49286,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,1500000,547.22406,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,2000000,789.5856,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,2500000,1626.2811,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,3000000,4594.094,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,3500000,4770.8647,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,4000000,4943.567,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,4500000,4883.498,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+4,5000000,4839.3564,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,0
+5,500000,2050.4287,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,1000000,3968.6396,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,1500000,4482.927,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,2000000,4662.3154,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,2500000,2275.629,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,3000000,4705.839,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,3500000,3022.7793,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,4000000,4707.543,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,4500000,4723.686,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+5,5000000,4759.6167,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,0
+6,500000,219.72308,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,1000000,354.90872,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,1500000,293.1902,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,2000000,423.8512,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,2500000,456.25214,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,3000000,570.1648,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,3500000,407.00378,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,4000000,900.4933,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,4500000,1771.1708,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+6,5000000,1835.928,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,0
+7,500000,493.86716,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,1000000,2858.5027,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,1500000,4419.411,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,2000000,4408.074,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,2500000,4626.3364,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,3000000,4667.253,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,3500000,4288.538,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,4000000,4378.961,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,4500000,4275.4946,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+7,5000000,4580.6875,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,0
+8,500000,3113.8347,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,1000000,4307.654,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,1500000,274.60178,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,2000000,65.49252,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,2500000,84.38725,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,3000000,104.72304,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,3500000,86.63046,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,4000000,65.18858,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,4500000,65.68107,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+8,5000000,71.180214,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,0
+9,500000,541.2668,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,1000000,1963.8566,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,1500000,1490.8257,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,2000000,1276.3761,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,2500000,5030.2153,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,3000000,4644.95,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,3500000,4634.9365,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,4000000,2591.0234,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,4500000,3730.2375,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+9,5000000,3832.4717,512,False,540763,0.00474209,15765,0.31441719,False,,,,,0
+10,500000,441.7464,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,1000000,683.4276,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,1500000,2851.9153,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,2000000,3973.654,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,2500000,5010.5825,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,3000000,4830.16,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,3500000,4915.1675,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,4000000,4661.671,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,4500000,5302.9663,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+10,5000000,5331.7256,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,0
+11,500000,2171.809,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,1000000,4408.288,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,1500000,4216.616,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,2000000,4610.9404,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,2500000,4659.919,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,3000000,4514.2515,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,3500000,4644.9707,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,4000000,4688.5215,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,4500000,4490.9297,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+11,5000000,4329.8257,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,0
+12,500000,555.89905,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,1000000,5673.581,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,1500000,6144.8896,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,2000000,3163.9993,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,2500000,5288.757,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,3000000,6126.8506,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,3500000,4358.217,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,4000000,6193.618,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,4500000,6959.355,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+12,5000000,7507.3833,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,0
+13,500000,351.9867,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,1000000,318.43448,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,1500000,373.1587,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,2000000,372.35114,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,2500000,537.2505,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,3000000,689.3832,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,3500000,622.73486,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,4000000,1068.5779,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,4500000,1508.9685,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+13,5000000,2402.1467,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,0
+14,500000,471.3179,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,1000000,2938.831,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,1500000,5781.727,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,2000000,6189.0713,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,2500000,4242.728,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,3000000,6247.927,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,3500000,7032.74,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,4000000,6284.2725,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,4500000,6474.0083,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
+14,5000000,6676.8867,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,0
 15,500000,335.68298,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,1000000,4611.853,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,1500000,3853.929,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
@@ -2719,26 +2719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,3916.075,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,4500000,3498.7188,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,5000000,3952.8245,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
-16,500000,160.69568,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,1000000,74.9303,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,1500000,328.57016,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,2000000,399.86133,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,2500000,305.3621,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,3000000,388.61816,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,3500000,313.08978,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,4000000,394.5502,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,4500000,484.73413,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-16,5000000,418.61243,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,0
-17,500000,492.22165,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,1000000,4630.576,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,1500000,4337.051,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,2000000,3934.1309,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,2500000,5355.7188,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,3000000,4819.529,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,3500000,5411.711,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,4000000,5935.497,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,4500000,3136.7253,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
-17,5000000,5918.256,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,0
+16,500000,160.69568,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,1000000,74.9303,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,1500000,328.57016,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,2000000,399.86133,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,2500000,305.3621,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,3000000,388.61816,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,3500000,313.08978,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,4000000,394.5502,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,4500000,484.73413,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+16,5000000,418.61243,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,0
+17,500000,492.22165,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,1000000,4630.576,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,1500000,4337.051,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,2000000,3934.1309,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,2500000,5355.7188,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,3000000,4819.529,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,3500000,5411.711,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,4000000,5935.497,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,4500000,3136.7253,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
+17,5000000,5918.256,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,0
 18,500000,4279.295,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,1000000,865.2657,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,1500000,1095.968,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
@@ -2749,36 +2749,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,4142.397,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,4500000,3051.0981,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,5000000,3138.1558,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
-19,500000,519.3688,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,1000000,1883.0028,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,1500000,2856.121,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,2000000,550.28467,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,2500000,820.2908,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,3000000,968.8692,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,3500000,627.3318,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,4000000,1014.86633,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,4500000,3855.2476,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-19,5000000,4199.287,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,0
-20,500000,215.64816,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,1000000,365.56525,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,1500000,388.97232,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,2000000,467.3382,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,2500000,528.8666,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,3000000,518.5534,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,3500000,534.2906,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,4000000,519.14996,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,4500000,445.11523,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-20,5000000,410.45148,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,0
-21,500000,454.41766,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,1000000,454.17566,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,1500000,3877.847,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,2000000,4413.12,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,2500000,4287.3457,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,3000000,3989.0654,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,3500000,3947.92,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,4000000,3889.6885,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,4500000,4042.9883,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
-21,5000000,3993.0632,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,0
+19,500000,519.3688,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,1000000,1883.0028,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,1500000,2856.121,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,2000000,550.28467,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,2500000,820.2908,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,3000000,968.8692,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,3500000,627.3318,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,4000000,1014.86633,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,4500000,3855.2476,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+19,5000000,4199.287,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,0
+20,500000,215.64816,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,1000000,365.56525,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,1500000,388.97232,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,2000000,467.3382,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,2500000,528.8666,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,3000000,518.5534,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,3500000,534.2906,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,4000000,519.14996,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,4500000,445.11523,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+20,5000000,410.45148,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,0
+21,500000,454.41766,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,1000000,454.17566,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,1500000,3877.847,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,2000000,4413.12,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,2500000,4287.3457,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,3000000,3989.0654,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,3500000,3947.92,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,4000000,3889.6885,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,4500000,4042.9883,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
+21,5000000,3993.0632,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,0
 22,500000,518.3668,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,0
 22,1000000,1875.7195,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,0
 22,1500000,3982.395,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,0
@@ -2789,66 +2789,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4237.707,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,0
 22,4500000,4331.216,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,0
 22,5000000,3848.6006,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,0
-23,500000,1544.0963,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,1000000,1087.294,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,1500000,2132.58,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,2000000,3470.7368,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,2500000,2918.5234,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,3000000,3448.6338,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,3500000,3988.4978,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,4000000,2042.5753,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,4500000,1798.6051,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-23,5000000,504.44043,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,0
-24,500000,459.9885,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,1000000,3309.544,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,1500000,2171.1924,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,2000000,3139.0574,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,2500000,581.54614,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,3000000,415.85413,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,3500000,412.60883,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,4000000,4518.8755,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,4500000,187.57687,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-24,5000000,5050.4375,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,0
-25,500000,540.2949,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,1000000,3739.7214,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,1500000,4222.579,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,2000000,6248.3994,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,2500000,6625.3066,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,3000000,6502.5107,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,3500000,1753.8428,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,4000000,5537.385,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,4500000,3415.981,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-25,5000000,7024.3076,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,0
-26,500000,437.93903,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,1000000,2332.402,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,1500000,5277.09,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,2000000,3619.401,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,2500000,601.14795,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,3000000,4329.7466,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,3500000,5696.813,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,4000000,322.0231,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,4500000,2456.1277,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-26,5000000,3063.2202,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,0
-27,500000,210.14326,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,1000000,210.56259,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,1500000,210.47733,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,2000000,210.1449,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,2500000,210.65237,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,3000000,210.91162,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,3500000,210.38092,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,4000000,210.58557,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,4500000,210.63028,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-27,5000000,210.685,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,0
-28,500000,397.7352,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,1000000,457.04938,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,1500000,460.65524,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,2000000,558.3595,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,2500000,782.5694,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,3000000,1101.4924,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,3500000,4971.6924,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,4000000,5103.619,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,4500000,5159.1963,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
-28,5000000,5143.662,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,0
+23,500000,1544.0963,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,1000000,1087.294,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,1500000,2132.58,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,2000000,3470.7368,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,2500000,2918.5234,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,3000000,3448.6338,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,3500000,3988.4978,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,4000000,2042.5753,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,4500000,1798.6051,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+23,5000000,504.44043,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,0
+24,500000,459.9885,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,1000000,3309.544,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,1500000,2171.1924,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,2000000,3139.0574,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,2500000,581.54614,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,3000000,415.85413,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,3500000,412.60883,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,4000000,4518.8755,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,4500000,187.57687,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+24,5000000,5050.4375,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,0
+25,500000,540.2949,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,1000000,3739.7214,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,1500000,4222.579,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,2000000,6248.3994,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,2500000,6625.3066,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,3000000,6502.5107,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,3500000,1753.8428,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,4000000,5537.385,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,4500000,3415.981,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+25,5000000,7024.3076,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,0
+26,500000,437.93903,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,1000000,2332.402,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,1500000,5277.09,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,2000000,3619.401,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,2500000,601.14795,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,3000000,4329.7466,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,3500000,5696.813,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,4000000,322.0231,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,4500000,2456.1277,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+26,5000000,3063.2202,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,0
+27,500000,210.14326,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,1000000,210.56259,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,1500000,210.47733,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,2000000,210.1449,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,2500000,210.65237,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,3000000,210.91162,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,3500000,210.38092,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,4000000,210.58557,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,4500000,210.63028,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+27,5000000,210.685,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,0
+28,500000,397.7352,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,1000000,457.04938,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,1500000,460.65524,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,2000000,558.3595,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,2500000,782.5694,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,3000000,1101.4924,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,3500000,4971.6924,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,4000000,5103.619,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,4500000,5159.1963,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
+28,5000000,5143.662,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,0
 29,500000,74.37627,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,1000000,297.33997,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,1500000,336.53067,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
@@ -2859,16 +2859,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,1113.8813,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,4500000,1738.9397,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,5000000,5086.377,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
-30,500000,949.2893,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,1000000,5131.672,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,1500000,584.5436,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,2000000,2032.2302,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,2500000,4970.5947,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,3000000,4252.3794,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,3500000,4930.3643,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,4000000,4491.121,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,4500000,4536.0244,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
-30,5000000,3929.1206,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,0
+30,500000,949.2893,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,1000000,5131.672,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,1500000,584.5436,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,2000000,2032.2302,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,2500000,4970.5947,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,3000000,4252.3794,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,3500000,4930.3643,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,4000000,4491.121,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,4500000,4536.0244,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
+30,5000000,3929.1206,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,0
 31,500000,314.3648,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,1000000,329.31668,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,1500000,319.82623,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
@@ -2879,46 +2879,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,329.27466,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,4500000,337.9436,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,5000000,363.20828,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
-32,500000,4861.957,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,1000000,4919.372,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,1500000,4101.086,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,2000000,4682.925,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,2500000,2273.106,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,3000000,4369.2246,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,3500000,4082.3623,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,4000000,3963.4082,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,4500000,1489.6335,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-32,5000000,1531.4877,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,0
-33,500000,404.93546,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,1000000,5403.999,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,1500000,5441.2085,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,2000000,506.73917,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,2500000,7349.835,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,3000000,6091.758,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,3500000,248.79495,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,4000000,4410.492,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,4500000,4701.713,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-33,5000000,3531.2024,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,0
-34,500000,208.91005,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,1000000,208.07922,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,1500000,208.41953,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,2000000,208.36066,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,2500000,208.81482,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,3000000,208.61249,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,3500000,208.66077,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,4000000,208.49738,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,4500000,208.68915,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-34,5000000,208.39813,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,0
-35,500000,2704.9258,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,1000000,587.9906,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,1500000,626.9842,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,2000000,266.745,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,2500000,289.67688,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,3000000,178.7041,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,3500000,82.68635,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,4000000,70.760895,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,4500000,64.07144,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
-35,5000000,62.389168,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,0
+32,500000,4861.957,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,1000000,4919.372,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,1500000,4101.086,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,2000000,4682.925,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,2500000,2273.106,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,3000000,4369.2246,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,3500000,4082.3623,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,4000000,3963.4082,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,4500000,1489.6335,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+32,5000000,1531.4877,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,0
+33,500000,404.93546,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,1000000,5403.999,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,1500000,5441.2085,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,2000000,506.73917,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,2500000,7349.835,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,3000000,6091.758,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,3500000,248.79495,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,4000000,4410.492,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,4500000,4701.713,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+33,5000000,3531.2024,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,0
+34,500000,208.91005,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,1000000,208.07922,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,1500000,208.41953,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,2000000,208.36066,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,2500000,208.81482,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,3000000,208.61249,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,3500000,208.66077,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,4000000,208.49738,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,4500000,208.68915,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+34,5000000,208.39813,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,0
+35,500000,2704.9258,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,1000000,587.9906,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,1500000,626.9842,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,2000000,266.745,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,2500000,289.67688,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,3000000,178.7041,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,3500000,82.68635,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,4000000,70.760895,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,4500000,64.07144,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
+35,5000000,62.389168,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,0
 36,500000,314.21765,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,1000000,263.591,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,1500000,341.70645,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
@@ -2929,26 +2929,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,274.1445,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,4500000,324.12598,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,5000000,266.19412,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
-37,500000,225.69438,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,1000000,265.07907,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,1500000,392.06348,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,2000000,577.2039,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,2500000,422.62646,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,3000000,449.1514,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,3500000,408.00812,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,4000000,429.63684,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,4500000,437.49506,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-37,5000000,381.16446,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,0
-38,500000,205.92587,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,1000000,205.45096,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,1500000,206.2753,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,2000000,206.42413,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,2500000,206.30345,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,3000000,206.09892,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,3500000,206.77994,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,4000000,206.62543,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,4500000,206.77989,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
-38,5000000,206.59718,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,0
+37,500000,225.69438,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,1000000,265.07907,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,1500000,392.06348,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,2000000,577.2039,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,2500000,422.62646,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,3000000,449.1514,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,3500000,408.00812,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,4000000,429.63684,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,4500000,437.49506,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+37,5000000,381.16446,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,0
+38,500000,205.92587,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,1000000,205.45096,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,1500000,206.2753,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,2000000,206.42413,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,2500000,206.30345,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,3000000,206.09892,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,3500000,206.77994,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,4000000,206.62543,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,4500000,206.77989,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
+38,5000000,206.59718,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,0
 39,500000,361.5167,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,1000000,465.9497,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,1500000,665.7947,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
@@ -2959,16 +2959,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,3922.587,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,4500000,4311.2246,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,5000000,4054.6475,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
-40,500000,214.59583,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,1000000,324.48956,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,1500000,414.80005,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,2000000,437.01813,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,2500000,487.2566,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,3000000,385.12152,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,3500000,382.08136,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,4000000,429.16125,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,4500000,496.31085,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
-40,5000000,509.3094,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,0
+40,500000,214.59583,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,1000000,324.48956,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,1500000,414.80005,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,2000000,437.01813,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,2500000,487.2566,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,3000000,385.12152,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,3500000,382.08136,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,4000000,429.16125,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,4500000,496.31085,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
+40,5000000,509.3094,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,0
 41,500000,211.66576,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,1000000,211.75084,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,1500000,211.38538,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
@@ -2979,36 +2979,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,211.76698,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,4500000,212.07077,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,5000000,211.93774,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
-42,500000,263.89722,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,1000000,377.77905,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,1500000,685.5034,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,2000000,1750.0807,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,2500000,3885.9355,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,3000000,4848.8916,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,3500000,4796.035,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,4000000,4758.461,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,4500000,4448.4575,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-42,5000000,4439.193,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,0
-43,500000,1965.8118,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,1000000,4370.9526,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,1500000,5107.8623,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,2000000,4891.1123,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,2500000,1659.3599,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,3000000,4569.132,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,3500000,4749.6797,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,4000000,4758.5234,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,4500000,4170.7207,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-43,5000000,4721.201,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,0
-44,500000,153.1776,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,1000000,152.22675,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,1500000,167.94144,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,2000000,159.08997,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,2500000,160.29617,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,3000000,160.0181,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,3500000,160.22394,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,4000000,161.3634,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,4500000,161.37866,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
-44,5000000,161.32423,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,0
+42,500000,263.89722,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,1000000,377.77905,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,1500000,685.5034,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,2000000,1750.0807,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,2500000,3885.9355,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,3000000,4848.8916,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,3500000,4796.035,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,4000000,4758.461,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,4500000,4448.4575,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+42,5000000,4439.193,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,0
+43,500000,1965.8118,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,1000000,4370.9526,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,1500000,5107.8623,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,2000000,4891.1123,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,2500000,1659.3599,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,3000000,4569.132,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,3500000,4749.6797,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,4000000,4758.5234,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,4500000,4170.7207,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+43,5000000,4721.201,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,0
+44,500000,153.1776,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,1000000,152.22675,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,1500000,167.94144,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,2000000,159.08997,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,2500000,160.29617,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,3000000,160.0181,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,3500000,160.22394,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,4000000,161.3634,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,4500000,161.37866,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,5000000,161.32423,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
 45,500000,373.50677,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,1000000,414.24725,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,1500000,2549.1113,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
@@ -3019,26 +3019,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4472.4785,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,4500000,4362.467,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,5000000,4070.8943,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
-46,500000,466.39102,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,1000000,1547.262,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,1500000,4048.5754,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,2000000,2389.4365,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,2500000,2074.501,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,3000000,1007.7745,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,3500000,1421.286,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,4000000,1598.5831,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,4500000,1007.77167,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-46,5000000,1155.1635,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
-47,500000,558.7883,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,1000000,4523.3506,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,1500000,5690.4717,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,2000000,5675.638,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,2500000,5715.464,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,3000000,4974.475,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,3500000,5811.174,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,4000000,5543.3057,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,4500000,326.56754,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
-47,5000000,5403.2188,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,0
+46,500000,466.39102,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,1000000,1547.262,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,1500000,4048.5754,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,2000000,2389.4365,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,2500000,2074.501,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,3000000,1007.7745,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,3500000,1421.286,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,4000000,1598.5831,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,4500000,1007.77167,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+46,5000000,1155.1635,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,0
+47,500000,558.7883,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,1000000,4523.3506,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,1500000,5690.4717,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,2000000,5675.638,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,2500000,5715.464,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,3000000,4974.475,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,3500000,5811.174,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,4000000,5543.3057,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,4500000,326.56754,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
+47,5000000,5403.2188,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,0
 48,500000,1869.6216,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,0
 48,1000000,4053.5557,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,0
 48,1500000,3091.9214,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,0
@@ -3069,16 +3069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,4101.5225,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,0
 50,4500000,1192.7924,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,0
 50,5000000,3676.5193,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,0
-51,500000,514.253,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,1000000,5249.8867,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,1500000,6340.6294,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,2000000,5971.2583,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,2500000,5840.6523,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,3000000,6042.4053,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,3500000,6477.99,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,4000000,6054.5283,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,4500000,6112.08,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
-51,5000000,7616.9453,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,0
+51,500000,514.253,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,1000000,5249.8867,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,1500000,6340.6294,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,2000000,5971.2583,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,2500000,5840.6523,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,3000000,6042.4053,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,3500000,6477.99,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,4000000,6054.5283,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,4500000,6112.08,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,5000000,7616.9453,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
 52,500000,347.89062,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,1000000,370.1309,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,1500000,516.1068,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
@@ -3089,26 +3089,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,3081.0222,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,4500000,3672.3801,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,5000000,3773.7837,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
-53,500000,250.90677,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,1000000,291.68164,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,1500000,311.74622,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,2000000,379.5851,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,2500000,354.1378,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,3000000,389.74344,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,3500000,348.15112,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,4000000,366.94003,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,4500000,444.7984,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,5000000,456.2708,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-54,500000,1055.4744,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,1000000,4128.733,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,1500000,2109.3242,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,2000000,4361.89,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,2500000,4481.5254,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,3000000,4506.757,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,3500000,4479.723,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,4000000,4266.7866,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,4500000,4350.51,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
-54,5000000,4531.463,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,0
+53,500000,250.90677,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,1000000,291.68164,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,1500000,311.74622,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,2000000,379.5851,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,2500000,354.1378,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,3000000,389.74344,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,3500000,348.15112,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,4000000,366.94003,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,4500000,444.7984,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+53,5000000,456.2708,512,False,495568,1.58e-06,982,0.13248206,False,,,,,0
+54,500000,1055.4744,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,1000000,4128.733,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,1500000,2109.3242,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,2000000,4361.89,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,2500000,4481.5254,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,3000000,4506.757,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,3500000,4479.723,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,4000000,4266.7866,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,4500000,4350.51,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,5000000,4531.463,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
 55,500000,344.37234,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,1000000,384.6157,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,1500000,353.01746,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
@@ -3119,36 +3119,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,329.72693,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,4500000,371.42072,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,5000000,337.3875,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
-56,500000,214.6931,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,1000000,214.80779,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,1500000,215.0193,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,2000000,215.22125,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,2500000,214.14496,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,3000000,214.6315,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,3500000,214.04288,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,4000000,214.06871,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,4500000,214.26428,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,5000000,214.10202,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-57,500000,293.35455,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,1000000,311.30527,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,1500000,214.19849,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,2000000,413.51224,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,2500000,386.96375,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,3000000,597.75574,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,3500000,1020.5153,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,4000000,1202.2021,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,4500000,4466.08,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-57,5000000,4660.5166,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,0
-58,500000,213.31871,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,1000000,212.83102,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,1500000,213.52748,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,2000000,213.0098,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,2500000,212.82831,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,3000000,213.05466,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,3500000,213.21045,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,4000000,213.13078,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,4500000,212.77922,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
-58,5000000,212.83597,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,0
+56,500000,214.6931,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,1000000,214.80779,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,1500000,215.0193,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,2000000,215.22125,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,2500000,214.14496,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,3000000,214.6315,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,3500000,214.04288,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,4000000,214.06871,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,4500000,214.26428,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+56,5000000,214.10202,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,0
+57,500000,293.35455,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,1000000,311.30527,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,1500000,214.19849,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,2000000,413.51224,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,2500000,386.96375,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,3000000,597.75574,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,3500000,1020.5153,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,4000000,1202.2021,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,4500000,4466.08,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+57,5000000,4660.5166,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,0
+58,500000,213.31871,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,1000000,212.83102,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,1500000,213.52748,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,2000000,213.0098,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,2500000,212.82831,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,3000000,213.05466,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,3500000,213.21045,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,4000000,213.13078,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,4500000,212.77922,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
+58,5000000,212.83597,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
 59,500000,303.78906,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,1000000,462.16876,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,1500000,447.67224,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
@@ -3159,46 +3159,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,3284.217,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,4500000,3833.538,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,5000000,3280.6206,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
-60,500000,407.56738,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,1000000,1733.5859,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,1500000,4561.5874,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,2000000,4551.742,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,2500000,4223.702,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,3000000,5099.657,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,3500000,5156.175,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,4000000,5194.49,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,4500000,4952.5435,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,5000000,5322.0713,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-61,500000,225.89656,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,1000000,403.37775,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,1500000,434.65002,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,2000000,474.10184,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,2500000,455.5705,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,3000000,424.2556,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,3500000,474.17642,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,4000000,426.06644,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,4500000,426.0173,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-61,5000000,435.7328,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,0
-62,500000,618.3211,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,1000000,2408.446,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,1500000,2014.1354,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,2000000,5114.091,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,2500000,6510.8447,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,3000000,5986.824,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,3500000,5294.0815,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,4000000,2542.022,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,4500000,5672.0107,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-62,5000000,7098.0796,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,0
-63,500000,361.81357,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,1000000,356.29614,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,1500000,490.17682,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,2000000,654.3282,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,2500000,1400.0018,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,3000000,3845.5535,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,3500000,4436.6084,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,4000000,3594.6948,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,4500000,4192.3037,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
-63,5000000,4661.377,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,0
+60,500000,407.56738,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,1000000,1733.5859,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,1500000,4561.5874,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,2000000,4551.742,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,2500000,4223.702,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,3000000,5099.657,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,3500000,5156.175,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,4000000,5194.49,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,4500000,4952.5435,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+60,5000000,5322.0713,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,0
+61,500000,225.89656,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,1000000,403.37775,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,1500000,434.65002,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,2000000,474.10184,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,2500000,455.5705,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,3000000,424.2556,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,3500000,474.17642,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,4000000,426.06644,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,4500000,426.0173,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+61,5000000,435.7328,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,0
+62,500000,618.3211,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,1000000,2408.446,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,1500000,2014.1354,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,2000000,5114.091,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,2500000,6510.8447,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,3000000,5986.824,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,3500000,5294.0815,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,4000000,2542.022,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,4500000,5672.0107,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+62,5000000,7098.0796,512,False,220480,0.00107533,11522,1.86025571,False,,,,,0
+63,500000,361.81357,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,1000000,356.29614,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,1500000,490.17682,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,2000000,654.3282,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,2500000,1400.0018,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,3000000,3845.5535,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,3500000,4436.6084,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,4000000,3594.6948,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,4500000,4192.3037,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
+63,5000000,4661.377,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,0
 64,500000,175.31656,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,1000000,275.8593,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,1500000,273.36392,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
@@ -3209,26 +3209,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,394.9583,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,4500000,477.97977,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,5000000,463.6618,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
-65,500000,406.4495,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,1000000,533.80304,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,1500000,918.26733,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,2000000,2947.546,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,2500000,4479.282,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,3000000,5066.438,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,3500000,5340.1787,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,4000000,5066.4976,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,4500000,5564.9805,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-65,5000000,5650.522,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
-66,500000,2646.7314,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,1000000,4504.4775,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,1500000,4476.623,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,2000000,4595.97,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,2500000,4767.9585,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,3000000,4772.593,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,3500000,4625.5234,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,4000000,4778.673,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,4500000,3945.163,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
-66,5000000,4897.1616,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,0
+65,500000,406.4495,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,1000000,533.80304,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,1500000,918.26733,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,2000000,2947.546,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,2500000,4479.282,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,3000000,5066.438,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,3500000,5340.1787,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,4000000,5066.4976,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,4500000,5564.9805,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+65,5000000,5650.522,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,0
+66,500000,2646.7314,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,1000000,4504.4775,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,1500000,4476.623,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,2000000,4595.97,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,2500000,4767.9585,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,3000000,4772.593,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,3500000,4625.5234,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,4000000,4778.673,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,4500000,3945.163,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
+66,5000000,4897.1616,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,0
 67,500000,222.5421,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,1000000,253.43547,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,1500000,319.81537,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
@@ -3239,26 +3239,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,405.70825,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,4500000,783.15894,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,5000000,2821.6714,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
-68,500000,1917.4441,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,1000000,2629.3188,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,1500000,3507.8381,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,2000000,3700.5928,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,2500000,3572.1821,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,3000000,1258.7495,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,3500000,3257.5488,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,4000000,5215.926,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,4500000,5258.9927,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-68,5000000,666.01953,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,0
-69,500000,368.3023,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,1000000,1096.0472,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,1500000,5023.1777,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,2000000,5048.468,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,2500000,4618.0967,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,3000000,5367.4414,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,3500000,5907.0244,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,4000000,6071.9824,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,4500000,5338.253,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
-69,5000000,6100.433,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,0
+68,500000,1917.4441,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,1000000,2629.3188,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,1500000,3507.8381,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,2000000,3700.5928,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,2500000,3572.1821,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,3000000,1258.7495,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,3500000,3257.5488,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,4000000,5215.926,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,4500000,5258.9927,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+68,5000000,666.01953,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,0
+69,500000,368.3023,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,1000000,1096.0472,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,1500000,5023.1777,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,2000000,5048.468,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,2500000,4618.0967,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,3000000,5367.4414,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,3500000,5907.0244,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,4000000,6071.9824,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,4500000,5338.253,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
+69,5000000,6100.433,512,False,917561,0.00016708,5507,5.77239771,False,,,,,0
 70,500000,218.21661,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,1000000,526.4114,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,1500000,551.5622,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
@@ -3269,16 +3269,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4903.501,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,4500000,4755.5547,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,5000000,4418.964,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
-71,500000,335.71405,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,1000000,408.3758,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,1500000,492.56787,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,2000000,395.23895,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,2500000,456.27863,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,3000000,480.93726,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,3500000,701.0973,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,4000000,989.0722,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,4500000,1543.3633,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
-71,5000000,3940.4702,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,0
+71,500000,335.71405,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,1000000,408.3758,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,1500000,492.56787,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,2000000,395.23895,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,2500000,456.27863,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,3000000,480.93726,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,3500000,701.0973,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,4000000,989.0722,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,4500000,1543.3633,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
+71,5000000,3940.4702,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,0
 72,500000,210.98523,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,1000000,210.54602,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,1500000,211.13734,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
@@ -3289,16 +3289,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,210.89693,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,4500000,210.72107,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,5000000,211.14954,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
-73,500000,212.30615,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,1000000,213.11935,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,1500000,213.1318,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,2000000,212.39983,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,2500000,212.63322,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,3000000,212.84814,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,3500000,212.4803,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,4000000,212.86003,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,4500000,212.879,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
-73,5000000,212.49142,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,0
+73,500000,212.30615,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,1000000,213.11935,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,1500000,213.1318,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,2000000,212.39983,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,2500000,212.63322,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,3000000,212.84814,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,3500000,212.4803,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,4000000,212.86003,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,4500000,212.879,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
+73,5000000,212.49142,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,0
 74,500000,728.95996,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,0
 74,1000000,4280.305,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,0
 74,1500000,4023.1938,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,0
@@ -3329,56 +3329,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,702.8803,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,0
 76,4500000,1099.2184,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,0
 76,5000000,1460.2158,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,0
-77,500000,211.98343,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,1000000,211.75021,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,1500000,212.42522,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,2000000,211.95325,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,2500000,211.99483,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,3000000,212.10905,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,3500000,211.5755,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,4000000,212.2492,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,4500000,212.3131,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-77,5000000,212.2296,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,0
-78,500000,206.33603,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,1000000,206.47366,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,1500000,206.1051,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,2000000,207.11667,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,2500000,206.86844,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,3000000,206.87317,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,3500000,207.19086,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,4000000,206.64276,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,4500000,207.05429,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-78,5000000,206.68318,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,0
-79,500000,3885.0454,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,1000000,3198.1687,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,1500000,4341.779,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,2000000,3722.2827,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,2500000,1357.6509,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,3000000,3100.8572,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,3500000,4504.4966,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,4000000,4530.6865,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,4500000,4215.3867,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-79,5000000,4612.2134,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,0
-80,500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,1000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,1500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,2000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,2500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,3000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,3500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,4000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,4500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-80,5000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,0
-81,500000,539.4315,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,1000000,5224.454,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,1500000,4162.715,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,2000000,3844.5378,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,2500000,1318.7854,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,3000000,4744.081,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,3500000,926.0947,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,4000000,5343.402,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,4500000,6066.255,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
-81,5000000,5345.9004,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,0
+77,500000,211.98343,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,1000000,211.75021,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,1500000,212.42522,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,2000000,211.95325,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,2500000,211.99483,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,3000000,212.10905,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,3500000,211.5755,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,4000000,212.2492,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,4500000,212.3131,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+77,5000000,212.2296,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,0
+78,500000,206.33603,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,1000000,206.47366,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,1500000,206.1051,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,2000000,207.11667,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,2500000,206.86844,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,3000000,206.87317,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,3500000,207.19086,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,4000000,206.64276,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,4500000,207.05429,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+78,5000000,206.68318,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,0
+79,500000,3885.0454,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,1000000,3198.1687,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,1500000,4341.779,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,2000000,3722.2827,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,2500000,1357.6509,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,3000000,3100.8572,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,3500000,4504.4966,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,4000000,4530.6865,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,4500000,4215.3867,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+79,5000000,4612.2134,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,0
+80,500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,1000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,1500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,2000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,2500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,3000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,3500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,4000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,4500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+80,5000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,0
+81,500000,539.4315,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,1000000,5224.454,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,1500000,4162.715,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,2000000,3844.5378,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,2500000,1318.7854,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,3000000,4744.081,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,3500000,926.0947,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,4000000,5343.402,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,4500000,6066.255,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,5000000,5345.9004,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
 82,500000,204.81548,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,1000000,205.23956,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,1500000,205.15205,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
@@ -3389,26 +3389,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,205.66266,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,4500000,205.12717,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,5000000,205.54868,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
-83,500000,399.6396,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,1000000,1649.6853,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,1500000,4154.5947,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,2000000,4279.0264,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,2500000,4368.448,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,3000000,4417.408,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,3500000,4514.0713,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,4000000,4510.049,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,4500000,4461.631,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,5000000,4438.1113,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-84,500000,226.11406,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,1000000,299.46478,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,1500000,425.90518,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,2000000,328.8451,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,2500000,397.4095,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,3000000,377.59125,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,3500000,381.3247,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,4000000,403.60828,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,4500000,530.8585,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
-84,5000000,481.36108,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,0
+83,500000,399.6396,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,1000000,1649.6853,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,1500000,4154.5947,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,2000000,4279.0264,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,2500000,4368.448,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,3000000,4417.408,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,3500000,4514.0713,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,4000000,4510.049,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,4500000,4461.631,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+83,5000000,4438.1113,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
+84,500000,226.11406,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,1000000,299.46478,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,1500000,425.90518,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,2000000,328.8451,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,2500000,397.4095,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,3000000,377.59125,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,3500000,381.3247,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,4000000,403.60828,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,4500000,530.8585,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,5000000,481.36108,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
 85,500000,696.9646,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,0
 85,1000000,4703.1035,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,0
 85,1500000,3460.7969,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,0
@@ -3429,46 +3429,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,384.3767,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,0
 86,4500000,391.8561,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,0
 86,5000000,405.7763,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,0
-87,500000,442.5064,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,1000000,526.3179,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,1500000,525.30347,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,2000000,2105.9058,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,2500000,4133.5303,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,3000000,4087.6018,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,3500000,4193.7275,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,4000000,4511.789,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,4500000,4600.5703,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,5000000,4566.4277,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-88,500000,347.29407,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,1000000,190.36948,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,1500000,249.36937,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,2000000,462.3486,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,2500000,627.34924,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,3000000,676.3232,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,3500000,1047.7671,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,4000000,1418.1069,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,4500000,3137.4956,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-88,5000000,4130.727,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,0
-89,500000,4301.8677,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,1000000,1152.6086,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,1500000,4664.174,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,2000000,186.90323,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,2500000,278.34125,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,3000000,178.81747,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,3500000,268.76706,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,4000000,193.92929,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,4500000,99.799484,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-89,5000000,95.48041,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,0
-90,500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,1000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,1500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,2000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,2500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,3000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,3500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,4000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,4500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
-90,5000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
+87,500000,442.5064,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,1000000,526.3179,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,1500000,525.30347,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,2000000,2105.9058,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,2500000,4133.5303,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,3000000,4087.6018,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,3500000,4193.7275,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,4000000,4511.789,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,4500000,4600.5703,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+87,5000000,4566.4277,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,0
+88,500000,347.29407,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,1000000,190.36948,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,1500000,249.36937,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,2000000,462.3486,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,2500000,627.34924,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,3000000,676.3232,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,3500000,1047.7671,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,4000000,1418.1069,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,4500000,3137.4956,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+88,5000000,4130.727,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,0
+89,500000,4301.8677,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,1000000,1152.6086,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,1500000,4664.174,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,2000000,186.90323,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,2500000,278.34125,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,3000000,178.81747,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,3500000,268.76706,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,4000000,193.92929,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,4500000,99.799484,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+89,5000000,95.48041,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+90,500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,1000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,1500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,2000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,2500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,3000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,3500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,4000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,4500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,5000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
 91,500000,209.60333,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,1000000,242.37155,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,1500000,267.25226,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
@@ -3479,26 +3479,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,408.31998,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,4500000,386.87552,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,5000000,471.49106,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
-92,500000,383.24872,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,1000000,1270.6721,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,1500000,3433.041,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,2000000,924.69556,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,2500000,2859.9497,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,3000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,3500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,4000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,4500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-92,5000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,0
-93,500000,538.0342,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,1000000,4314.663,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,1500000,4593.7686,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,2000000,4294.615,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,2500000,4945.28,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,3000000,4568.486,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,3500000,4230.324,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,4000000,4728.294,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,4500000,4972.866,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
-93,5000000,4761.74,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,0
+92,500000,383.24872,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,1000000,1270.6721,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,1500000,3433.041,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,2000000,924.69556,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,2500000,2859.9497,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,3000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,3500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,4000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,4500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+92,5000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,0
+93,500000,538.0342,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,1000000,4314.663,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,1500000,4593.7686,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,2000000,4294.615,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,2500000,4945.28,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,3000000,4568.486,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,3500000,4230.324,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,4000000,4728.294,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,4500000,4972.866,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
+93,5000000,4761.74,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,0
 94,500000,395.24908,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,0
 94,1000000,3209.4106,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,0
 94,1500000,4027.2024,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,0
@@ -3509,66 +3509,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4525.774,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,0
 94,4500000,4386.779,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,0
 94,5000000,4577.992,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,0
-95,500000,2634.457,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,1000000,3638.6387,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,1500000,4721.231,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,2000000,4853.6357,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,2500000,4447.841,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,3000000,3950.9539,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,3500000,4716.8125,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,4000000,4570.1772,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,4500000,4765.762,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-95,5000000,4893.603,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,0
-96,500000,1615.7336,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,1000000,3394.5728,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,1500000,5100.582,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,2000000,4652.6274,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,2500000,5179.745,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,3000000,5114.5806,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,3500000,5412.282,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,4000000,4633.075,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,4500000,4907.792,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-96,5000000,5681.1196,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,0
-97,500000,182.52798,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,1000000,393.18048,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,1500000,430.18814,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,2000000,364.52847,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,2500000,522.4992,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,3000000,289.25757,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,3500000,502.31708,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,4000000,330.54126,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,4500000,523.8893,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-97,5000000,470.20392,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,0
-98,500000,510.4177,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,1000000,4415.8574,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,1500000,5322.1777,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,2000000,4074.707,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,2500000,3238.3254,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,3000000,3053.9233,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,3500000,4601.01,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,4000000,6797.4463,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,4500000,5000.4556,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-98,5000000,7163.242,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,0
-99,500000,540.8473,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,1000000,941.9807,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,1500000,1453.2933,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,2000000,2490.849,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,2500000,2293.4958,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,3000000,3517.0044,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,3500000,2116.4624,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,4000000,4423.4287,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,4500000,2639.1912,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-99,5000000,3846.7324,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,0
-100,500000,236.58286,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,1000000,295.12256,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,1500000,319.50766,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,2000000,364.89767,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,2500000,373.58124,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,3000000,417.47205,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,3500000,386.43192,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,4000000,271.38174,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,4500000,267.08344,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
-100,5000000,281.00317,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,0
+95,500000,2634.457,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,1000000,3638.6387,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,1500000,4721.231,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,2000000,4853.6357,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,2500000,4447.841,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,3000000,3950.9539,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,3500000,4716.8125,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,4000000,4570.1772,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,4500000,4765.762,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+95,5000000,4893.603,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,0
+96,500000,1615.7336,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,1000000,3394.5728,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,1500000,5100.582,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,2000000,4652.6274,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,2500000,5179.745,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,3000000,5114.5806,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,3500000,5412.282,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,4000000,4633.075,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,4500000,4907.792,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+96,5000000,5681.1196,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,0
+97,500000,182.52798,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,1000000,393.18048,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,1500000,430.18814,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,2000000,364.52847,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,2500000,522.4992,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,3000000,289.25757,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,3500000,502.31708,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,4000000,330.54126,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,4500000,523.8893,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+97,5000000,470.20392,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,0
+98,500000,510.4177,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,1000000,4415.8574,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,1500000,5322.1777,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,2000000,4074.707,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,2500000,3238.3254,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,3000000,3053.9233,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,3500000,4601.01,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,4000000,6797.4463,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,4500000,5000.4556,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+98,5000000,7163.242,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,0
+99,500000,540.8473,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,1000000,941.9807,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,1500000,1453.2933,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,2000000,2490.849,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,2500000,2293.4958,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,3000000,3517.0044,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,3500000,2116.4624,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,4000000,4423.4287,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,4500000,2639.1912,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+99,5000000,3846.7324,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,0
+100,500000,236.58286,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,1000000,295.12256,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,1500000,319.50766,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,2000000,364.89767,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,2500000,373.58124,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,3000000,417.47205,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,3500000,386.43192,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,4000000,271.38174,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,4500000,267.08344,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
+100,5000000,281.00317,512,False,532563,0.01382716,16141,3.6880202,False,,,,,0
 101,500000,577.38306,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,0
 101,1000000,1964.1781,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,0
 101,1500000,2864.287,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,0
@@ -3589,16 +3589,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,211.1188,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,0
 102,4500000,211.01413,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,0
 102,5000000,211.71936,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,0
-103,500000,208.02448,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,1000000,207.94006,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,1500000,208.26848,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,2000000,207.90308,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,2500000,208.52982,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,3000000,208.13431,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,3500000,208.43939,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,4000000,208.27037,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,4500000,208.32582,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
-103,5000000,208.18918,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,0
+103,500000,208.02448,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,1000000,207.94006,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,1500000,208.26848,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,2000000,207.90308,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,2500000,208.52982,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,3000000,208.13431,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,3500000,208.43939,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,4000000,208.27037,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,4500000,208.32582,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
+103,5000000,208.18918,512,False,562455,0.05484151,11937,0.45635448,False,,,,,0
 104,500000,984.45764,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,0
 104,1000000,4489.383,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,0
 104,1500000,3005.6929,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,0
@@ -3629,26 +3629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,211.45152,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,0
 106,4500000,211.37244,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,0
 106,5000000,211.33308,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,0
-107,500000,1226.218,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,1000000,1756.0151,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,1500000,2571.876,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,2000000,1737.612,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,2500000,75.6846,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,3000000,103.92476,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,3500000,155.73907,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,4000000,64.5282,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,4500000,67.72705,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,5000000,69.94775,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-108,500000,209.80618,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,1000000,210.39127,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,1500000,209.95319,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,2000000,209.92082,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,2500000,210.56702,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,3000000,209.61227,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,3500000,210.02325,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,4000000,210.39877,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,4500000,209.83698,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
-108,5000000,210.19466,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,0
+107,500000,1226.218,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,1000000,1756.0151,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,1500000,2571.876,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,2000000,1737.612,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,2500000,75.6846,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,3000000,103.92476,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,3500000,155.73907,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,4000000,64.5282,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,4500000,67.72705,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+107,5000000,69.94775,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,0
+108,500000,209.80618,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,1000000,210.39127,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,1500000,209.95319,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,2000000,209.92082,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,2500000,210.56702,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,3000000,209.61227,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,3500000,210.02325,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,4000000,210.39877,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,4500000,209.83698,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
+108,5000000,210.19466,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,0
 109,500000,213.12,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,1000000,212.58267,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,1500000,212.70612,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
@@ -3659,26 +3659,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,212.35196,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,4500000,212.60423,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,5000000,212.07959,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
-110,500000,235.79822,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,1000000,390.49506,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,1500000,291.8825,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,2000000,244.5588,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,2500000,288.00598,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,3000000,276.81042,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,3500000,412.80475,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,4000000,397.46448,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,4500000,554.8407,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-110,5000000,551.50806,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,0
-111,500000,210.77184,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,1000000,210.68292,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,1500000,210.91475,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,2000000,211.10548,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,2500000,210.83377,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,3000000,211.17755,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,3500000,210.7679,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,4000000,210.85767,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,4500000,210.6623,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
-111,5000000,210.84369,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,0
+110,500000,235.79822,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,1000000,390.49506,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,1500000,291.8825,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,2000000,244.5588,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,2500000,288.00598,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,3000000,276.81042,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,3500000,412.80475,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,4000000,397.46448,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,4500000,554.8407,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+110,5000000,551.50806,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,0
+111,500000,210.77184,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,1000000,210.68292,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,1500000,210.91475,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,2000000,211.10548,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,2500000,210.83377,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,3000000,211.17755,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,3500000,210.7679,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,4000000,210.85767,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,4500000,210.6623,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
+111,5000000,210.84369,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,0
 112,500000,513.22327,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,1000000,604.7373,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,1500000,490.07108,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
@@ -3689,16 +3689,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,65.97303,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,4500000,65.40157,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,5000000,130.40665,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
-113,500000,578.4601,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,1000000,2597.796,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,1500000,4589.408,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,2000000,2815.6958,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,2500000,4552.326,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,3000000,4613.164,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,3500000,4322.8354,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,4000000,4760.205,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,4500000,4800.4707,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,5000000,4837.913,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
+113,500000,578.4601,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,1000000,2597.796,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,1500000,4589.408,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,2000000,2815.6958,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,2500000,4552.326,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,3000000,4613.164,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,3500000,4322.8354,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,4000000,4760.205,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,4500000,4800.4707,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
+113,5000000,4837.913,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,0
 114,500000,366.09296,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
 114,1000000,65.703835,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
 114,1500000,70.80771,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
@@ -3709,16 +3709,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,60.52938,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
 114,4500000,60.91531,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
 114,5000000,60.926674,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
-115,500000,210.5509,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,1000000,210.34482,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,1500000,209.96588,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,2000000,210.21661,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,2500000,210.02417,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,3000000,210.47025,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,3500000,210.26419,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,4000000,210.05,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,4500000,209.91635,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
-115,5000000,210.24622,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,0
+115,500000,210.5509,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,1000000,210.34482,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,1500000,209.96588,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,2000000,210.21661,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,2500000,210.02417,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,3000000,210.47025,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,3500000,210.26419,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,4000000,210.05,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,4500000,209.91635,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
+115,5000000,210.24622,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,0
 116,500000,3449.7937,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,0
 116,1000000,3059.0312,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,0
 116,1500000,4231.146,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,0
@@ -3739,76 +3739,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4446.5664,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,0
 117,4500000,4471.5093,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,0
 117,5000000,4135.1875,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,0
-118,500000,244.43304,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,1000000,327.55963,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,1500000,325.8479,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,2000000,401.22797,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,2500000,506.52225,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,3000000,364.23422,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,3500000,491.96075,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,4000000,561.1522,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,4500000,629.8613,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-118,5000000,455.90884,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,0
-119,500000,480.22888,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,1000000,4456.13,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,1500000,4976.4277,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,2000000,2602.0205,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,2500000,5808.9155,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,3000000,5851.2817,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,3500000,7122.199,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,4000000,7523.2783,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,4500000,6472.999,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-119,5000000,7376.189,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,0
-120,500000,413.71936,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,1000000,687.6687,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,1500000,1515.8428,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,2000000,3112.7378,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,2500000,3479.0134,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,3000000,3841.4697,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,3500000,4152.659,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,4000000,5158.9727,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,4500000,4709.382,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-120,5000000,5609.6533,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,0
-121,500000,356.0122,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,1000000,4750.1865,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,1500000,3660.5173,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,2000000,4775.218,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,2500000,1921.0627,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,3000000,6615.132,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,3500000,5783.8896,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,4000000,6786.7446,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,4500000,1714.7971,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-121,5000000,1443.1622,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,0
-122,500000,351.69482,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,1000000,403.766,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,1500000,445.0055,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,2000000,457.09006,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,2500000,458.6913,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,3000000,494.59412,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,3500000,482.67664,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,4000000,481.677,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,4500000,501.98358,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-122,5000000,512.86975,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,0
-123,500000,238.05554,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,1000000,366.2702,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,1500000,314.67914,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,2000000,415.3567,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,2500000,649.23016,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,3000000,477.10754,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,3500000,640.4817,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,4000000,783.30865,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,4500000,760.312,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-123,5000000,1358.6707,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,0
-124,500000,360.3202,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,1000000,505.75156,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,1500000,1035.5524,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,2000000,2073.3582,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,2500000,4379.026,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,3000000,4739.631,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,3500000,4992.411,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,4000000,4864.0024,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,4500000,5146.7344,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
-124,5000000,5112.942,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,0
+118,500000,244.43304,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,1000000,327.55963,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,1500000,325.8479,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,2000000,401.22797,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,2500000,506.52225,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,3000000,364.23422,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,3500000,491.96075,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,4000000,561.1522,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,4500000,629.8613,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+118,5000000,455.90884,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,0
+119,500000,480.22888,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,1000000,4456.13,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,1500000,4976.4277,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,2000000,2602.0205,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,2500000,5808.9155,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,3000000,5851.2817,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,3500000,7122.199,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,4000000,7523.2783,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,4500000,6472.999,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+119,5000000,7376.189,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,0
+120,500000,413.71936,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,1000000,687.6687,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,1500000,1515.8428,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,2000000,3112.7378,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,2500000,3479.0134,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,3000000,3841.4697,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,3500000,4152.659,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,4000000,5158.9727,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,4500000,4709.382,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+120,5000000,5609.6533,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,0
+121,500000,356.0122,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,1000000,4750.1865,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,1500000,3660.5173,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,2000000,4775.218,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,2500000,1921.0627,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,3000000,6615.132,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,3500000,5783.8896,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,4000000,6786.7446,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,4500000,1714.7971,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+121,5000000,1443.1622,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,0
+122,500000,351.69482,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,1000000,403.766,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,1500000,445.0055,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,2000000,457.09006,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,2500000,458.6913,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,3000000,494.59412,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,3500000,482.67664,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,4000000,481.677,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,4500000,501.98358,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+122,5000000,512.86975,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,0
+123,500000,238.05554,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,1000000,366.2702,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,1500000,314.67914,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,2000000,415.3567,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,2500000,649.23016,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,3000000,477.10754,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,3500000,640.4817,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,4000000,783.30865,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,4500000,760.312,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+123,5000000,1358.6707,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,0
+124,500000,360.3202,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,1000000,505.75156,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,1500000,1035.5524,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,2000000,2073.3582,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,2500000,4379.026,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,3000000,4739.631,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,3500000,4992.411,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,4000000,4864.0024,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,4500000,5146.7344,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
+124,5000000,5112.942,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,0
 125,500000,323.356,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,0
 125,1000000,507.36078,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,0
 125,1500000,556.9862,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,0
@@ -3829,26 +3829,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,722.5454,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,0
 126,4500000,2004.3923,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,0
 126,5000000,2037.8834,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,0
-127,500000,767.8808,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,1000000,3704.3906,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,1500000,4459.5054,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,2000000,4513.805,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,2500000,4661.6904,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,3000000,4596.76,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,3500000,4483.9297,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,4000000,4625.2515,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,4500000,4671.851,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-127,5000000,4213.307,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,0
-128,500000,572.8804,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,1000000,3152.4565,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,1500000,4539.891,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,2000000,578.4603,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,2500000,290.49643,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,3000000,4396.9487,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,3500000,518.43835,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,4000000,1547.8984,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,4500000,4376.4585,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
-128,5000000,1366.6475,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,0
+127,500000,767.8808,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,1000000,3704.3906,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,1500000,4459.5054,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,2000000,4513.805,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,2500000,4661.6904,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,3000000,4596.76,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,3500000,4483.9297,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,4000000,4625.2515,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,4500000,4671.851,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+127,5000000,4213.307,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,0
+128,500000,572.8804,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,1000000,3152.4565,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,1500000,4539.891,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,2000000,578.4603,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,2500000,290.49643,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,3000000,4396.9487,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,3500000,518.43835,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,4000000,1547.8984,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,4500000,4376.4585,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
+128,5000000,1366.6475,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,0
 129,500000,278.71417,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,0
 129,1000000,474.11667,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,0
 129,1500000,500.75134,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,0
@@ -3869,36 +3869,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,4400.079,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,0
 130,4500000,4605.8623,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,0
 130,5000000,4434.869,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,0
-131,500000,253.79948,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,1000000,405.78717,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,1500000,502.94696,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,2000000,766.0614,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,2500000,1291.2024,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,3000000,2196.3425,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,3500000,4061.455,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,4000000,4405.248,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,4500000,5018.6934,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-131,5000000,4874.037,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,0
-132,500000,450.02222,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,1000000,2001.5262,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,1500000,3513.2253,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,2000000,1101.8789,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,2500000,898.87415,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,3000000,2134.7134,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,3500000,1640.7485,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,4000000,6951.1523,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,4500000,1687.4456,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-132,5000000,4413.2275,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,0
-133,500000,349.448,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,1000000,1094.9236,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,1500000,3367.3699,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,2000000,5435.462,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,2500000,5442.756,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,3000000,5405.425,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,3500000,5803.4834,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,4000000,5735.9443,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,4500000,5785.839,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
-133,5000000,5452.6523,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,0
+131,500000,253.79948,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,1000000,405.78717,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,1500000,502.94696,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,2000000,766.0614,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,2500000,1291.2024,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,3000000,2196.3425,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,3500000,4061.455,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,4000000,4405.248,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,4500000,5018.6934,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+131,5000000,4874.037,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,0
+132,500000,450.02222,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,1000000,2001.5262,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,1500000,3513.2253,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,2000000,1101.8789,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,2500000,898.87415,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,3000000,2134.7134,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,3500000,1640.7485,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,4000000,6951.1523,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,4500000,1687.4456,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+132,5000000,4413.2275,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,0
+133,500000,349.448,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,1000000,1094.9236,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,1500000,3367.3699,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,2000000,5435.462,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,2500000,5442.756,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,3000000,5405.425,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,3500000,5803.4834,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,4000000,5735.9443,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,4500000,5785.839,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
+133,5000000,5452.6523,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,0
 134,500000,233.8829,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,1000000,342.9239,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,1500000,277.8476,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
@@ -3909,16 +3909,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,662.726,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,4500000,668.0294,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,5000000,813.0261,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
-135,500000,460.9994,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,1000000,3417.305,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,1500000,5142.4297,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,2000000,5298.621,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,2500000,5242.9863,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,3000000,5202.3506,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,3500000,5244.932,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,4000000,5947.3584,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,4500000,6535.261,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
-135,5000000,6593.833,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,0
+135,500000,460.9994,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,1000000,3417.305,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,1500000,5142.4297,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,2000000,5298.621,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,2500000,5242.9863,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,3000000,5202.3506,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,3500000,5244.932,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,4000000,5947.3584,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,4500000,6535.261,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
+135,5000000,6593.833,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,0
 136,500000,266.09082,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,0
 136,1000000,368.11627,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,0
 136,1500000,622.935,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,0
@@ -3929,86 +3929,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,3923.858,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,0
 136,4500000,202.97325,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,0
 136,5000000,235.34329,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,0
-137,500000,222.18704,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,1000000,214.55423,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,1500000,242.04733,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,2000000,450.8183,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,2500000,454.08725,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,3000000,434.5629,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,3500000,522.71204,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,4000000,435.0473,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,4500000,478.90057,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-137,5000000,694.00037,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,0
-138,500000,207.49936,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,1000000,184.7875,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,1500000,186.05939,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,2000000,166.0781,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,2500000,166.38062,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,3000000,165.73508,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,3500000,165.40613,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,4000000,166.09416,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,4500000,168.052,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-138,5000000,166.38312,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,0
-139,500000,209.3187,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,1000000,209.51196,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,1500000,209.6769,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,2000000,209.87103,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,2500000,196.3316,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,3000000,196.4024,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,3500000,194.4039,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,4000000,194.19786,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,4500000,194.50998,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-139,5000000,194.30858,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,0
-140,500000,373.5771,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,1000000,440.51865,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,1500000,1372.5404,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,2000000,4627.6714,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,2500000,4803.007,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,3000000,4692.658,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,3500000,4531.405,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,4000000,4412.082,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,4500000,4253.1924,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-140,5000000,4313.9556,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,0
-141,500000,377.16025,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,1000000,444.86047,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,1500000,416.60214,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,2000000,525.10834,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,2500000,970.06824,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,3000000,4478.283,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,3500000,4987.7544,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,4000000,5148.45,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,4500000,5178.216,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-141,5000000,5140.9985,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,0
-142,500000,805.2501,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,1000000,3793.521,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,1500000,3429.5828,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,2000000,4612.703,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,2500000,4528.4404,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,3000000,4638.56,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,3500000,4608.255,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,4000000,4686.284,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,4500000,4654.813,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-142,5000000,4577.8223,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,0
-143,500000,254.80489,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,1000000,714.4447,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,1500000,1830.9136,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,2000000,4729.535,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,2500000,4761.093,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,3000000,3979.5525,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,3500000,5123.285,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,4000000,4918.541,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,4500000,5270.125,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-143,5000000,5063.9717,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,0
-144,500000,225.16289,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,1000000,357.3935,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,1500000,411.1524,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,2000000,372.13812,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,2500000,533.06287,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,3000000,402.64423,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,3500000,362.30283,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,4000000,609.9153,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,4500000,696.388,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
-144,5000000,834.6764,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,0
+137,500000,222.18704,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,1000000,214.55423,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,1500000,242.04733,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,2000000,450.8183,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,2500000,454.08725,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,3000000,434.5629,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,3500000,522.71204,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,4000000,435.0473,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,4500000,478.90057,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+137,5000000,694.00037,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,0
+138,500000,207.49936,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,1000000,184.7875,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,1500000,186.05939,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,2000000,166.0781,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,2500000,166.38062,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,3000000,165.73508,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,3500000,165.40613,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,4000000,166.09416,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,4500000,168.052,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+138,5000000,166.38312,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,0
+139,500000,209.3187,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,1000000,209.51196,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,1500000,209.6769,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,2000000,209.87103,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,2500000,196.3316,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,3000000,196.4024,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,3500000,194.4039,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,4000000,194.19786,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,4500000,194.50998,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+139,5000000,194.30858,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,0
+140,500000,373.5771,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,1000000,440.51865,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,1500000,1372.5404,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,2000000,4627.6714,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,2500000,4803.007,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,3000000,4692.658,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,3500000,4531.405,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,4000000,4412.082,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,4500000,4253.1924,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+140,5000000,4313.9556,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,0
+141,500000,377.16025,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,1000000,444.86047,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,1500000,416.60214,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,2000000,525.10834,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,2500000,970.06824,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,3000000,4478.283,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,3500000,4987.7544,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,4000000,5148.45,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,4500000,5178.216,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+141,5000000,5140.9985,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,0
+142,500000,805.2501,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,1000000,3793.521,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,1500000,3429.5828,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,2000000,4612.703,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,2500000,4528.4404,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,3000000,4638.56,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,3500000,4608.255,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,4000000,4686.284,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,4500000,4654.813,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+142,5000000,4577.8223,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,0
+143,500000,254.80489,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,1000000,714.4447,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,1500000,1830.9136,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,2000000,4729.535,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,2500000,4761.093,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,3000000,3979.5525,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,3500000,5123.285,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,4000000,4918.541,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,4500000,5270.125,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+143,5000000,5063.9717,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,0
+144,500000,225.16289,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,1000000,357.3935,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,1500000,411.1524,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,2000000,372.13812,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,2500000,533.06287,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,3000000,402.64423,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,3500000,362.30283,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,4000000,609.9153,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,4500000,696.388,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
+144,5000000,834.6764,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,0
 145,500000,210.43207,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,0
 145,1000000,210.6698,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,0
 145,1500000,210.57477,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,0
@@ -4029,56 +4029,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,514.2222,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,0
 146,4500000,481.48145,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,0
 146,5000000,449.10648,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,0
-147,500000,345.60562,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,1000000,437.3667,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,1500000,891.73596,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,2000000,1728.0972,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,2500000,3878.9263,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,3000000,4454.953,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,3500000,4407.8955,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,4000000,4445.7656,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,4500000,4484.831,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-147,5000000,4384.465,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,0
-148,500000,76.78902,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,1000000,77.23947,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,1500000,77.28839,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,2000000,78.074005,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,2500000,80.15247,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,3000000,80.97858,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,3500000,81.37688,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,4000000,81.588646,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,4500000,81.601166,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-148,5000000,81.61133,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,0
-149,500000,475.0505,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,1000000,443.62427,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,1500000,484.578,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,2000000,784.44727,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,2500000,1709.7345,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,3000000,1169.8625,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,3500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,4000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,4500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-149,5000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,0
-150,500000,594.9746,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,1000000,3924.3816,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,1500000,3351.0042,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,2000000,2680.2874,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,2500000,4786.008,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,3000000,4886.1133,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,3500000,4281.123,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,4000000,3752.1128,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,4500000,7361.09,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-150,5000000,271.58096,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,0
-151,500000,498.5478,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,1000000,4738.755,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,1500000,4435.147,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,2000000,4744.0825,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,2500000,2707.0684,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,3000000,5292.622,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,3500000,6383.121,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,4000000,4582.015,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,4500000,5538.458,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
-151,5000000,6016.7744,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,0
+147,500000,345.60562,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,1000000,437.3667,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,1500000,891.73596,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,2000000,1728.0972,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,2500000,3878.9263,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,3000000,4454.953,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,3500000,4407.8955,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,4000000,4445.7656,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,4500000,4484.831,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+147,5000000,4384.465,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,0
+148,500000,76.78902,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,1000000,77.23947,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,1500000,77.28839,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,2000000,78.074005,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,2500000,80.15247,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,3000000,80.97858,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,3500000,81.37688,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,4000000,81.588646,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,4500000,81.601166,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+148,5000000,81.61133,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,0
+149,500000,475.0505,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,1000000,443.62427,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,1500000,484.578,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,2000000,784.44727,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,2500000,1709.7345,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,3000000,1169.8625,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,3500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,4000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,4500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+149,5000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,0
+150,500000,594.9746,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,1000000,3924.3816,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,1500000,3351.0042,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,2000000,2680.2874,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,2500000,4786.008,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,3000000,4886.1133,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,3500000,4281.123,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,4000000,3752.1128,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,4500000,7361.09,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+150,5000000,271.58096,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,0
+151,500000,498.5478,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,1000000,4738.755,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,1500000,4435.147,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,2000000,4744.0825,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,2500000,2707.0684,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,3000000,5292.622,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,3500000,6383.121,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,4000000,4582.015,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,4500000,5538.458,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
+151,5000000,6016.7744,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,0
 152,500000,293.30893,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
 152,1000000,277.4121,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
 152,1500000,443.79974,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
@@ -4089,26 +4089,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,208.74713,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
 152,4500000,388.80057,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
 152,5000000,500.8814,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
-153,500000,272.76675,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,1000000,327.12128,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,1500000,346.74603,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,2000000,356.8486,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,2500000,410.59436,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,3000000,431.8559,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,3500000,405.23837,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,4000000,445.03345,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,4500000,565.6699,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-153,5000000,523.02,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,0
-154,500000,595.291,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,1000000,2176.642,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,1500000,4103.993,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,2000000,923.0725,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,2500000,5827.452,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,3000000,6156.745,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,3500000,5759.1616,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,4000000,4676.9736,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,4500000,1796.7534,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
-154,5000000,7095.505,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,0
+153,500000,272.76675,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,1000000,327.12128,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,1500000,346.74603,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,2000000,356.8486,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,2500000,410.59436,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,3000000,431.8559,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,3500000,405.23837,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,4000000,445.03345,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,4500000,565.6699,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+153,5000000,523.02,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,0
+154,500000,595.291,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,1000000,2176.642,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,1500000,4103.993,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,2000000,923.0725,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,2500000,5827.452,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,3000000,6156.745,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,3500000,5759.1616,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,4000000,4676.9736,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,4500000,1796.7534,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
+154,5000000,7095.505,512,False,220051,0.00067488,6885,2.8638346,False,,,,,0
 155,500000,529.9045,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,1000000,4394.7114,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,1500000,4013.264,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
@@ -4119,16 +4119,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4495.0757,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,4500000,4487.819,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,5000000,4457.3267,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
-156,500000,355.75378,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,1000000,374.29333,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,1500000,424.50787,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,2000000,389.16315,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,2500000,409.6692,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,3000000,393.85907,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,3500000,415.41574,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,4000000,419.07867,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,4500000,430.69086,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
-156,5000000,423.01718,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,0
+156,500000,355.75378,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,1000000,374.29333,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,1500000,424.50787,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,2000000,389.16315,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,2500000,409.6692,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,3000000,393.85907,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,3500000,415.41574,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,4000000,419.07867,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,4500000,430.69086,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
+156,5000000,423.01718,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,0
 157,500000,74.90343,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,1000000,312.1654,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,1500000,440.72583,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
@@ -4139,36 +4139,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,783.83215,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,4500000,1468.9814,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,5000000,2781.899,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
-158,500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,1000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,1500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,2000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,2500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,3000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,3500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,4000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,4500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-158,5000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,0
-159,500000,4793.473,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,1000000,3191.8555,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,1500000,2439.4678,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,2000000,2160.5645,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,2500000,4105.9355,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,3000000,3270.9343,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,3500000,4302.827,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,4000000,4850.8667,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,4500000,1130.8198,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-159,5000000,3169.4062,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,0
-160,500000,572.3412,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,1000000,2629.2742,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,1500000,3965.9592,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,2000000,4212.6963,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,2500000,6780.975,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,3000000,6269.876,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,3500000,5677.6445,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,4000000,7030.882,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,4500000,8562.841,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
-160,5000000,8016.9326,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,0
+158,500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,1000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,1500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,2000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,2500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,3000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,3500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,4000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,4500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+158,5000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,0
+159,500000,4793.473,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,1000000,3191.8555,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,1500000,2439.4678,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,2000000,2160.5645,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,2500000,4105.9355,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,3000000,3270.9343,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,3500000,4302.827,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,4000000,4850.8667,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,4500000,1130.8198,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+159,5000000,3169.4062,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,0
+160,500000,572.3412,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,1000000,2629.2742,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,1500000,3965.9592,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,2000000,4212.6963,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,2500000,6780.975,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,3000000,6269.876,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,3500000,5677.6445,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,4000000,7030.882,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,4500000,8562.841,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
+160,5000000,8016.9326,512,False,331945,0.00213698,1379,8.86720294,False,,,,,0
 161,500000,388.72375,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,1000000,467.09503,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,1500000,473.3497,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
@@ -4179,36 +4179,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4136.596,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,4500000,4369.5435,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,5000000,4321.1396,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
-162,500000,470.28156,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,1000000,588.49194,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,1500000,700.77747,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,2000000,4241.618,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,2500000,4569.1357,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,3000000,4635.22,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,3500000,4565.613,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,4000000,4056.106,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,4500000,4770.4355,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-162,5000000,4594.9893,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,0
-163,500000,763.20166,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,1000000,1231.6299,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,1500000,4568.5293,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,2000000,4732.777,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,2500000,3772.231,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,3000000,3461.0208,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,3500000,4577.9346,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,4000000,3957.541,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,4500000,2469.829,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-163,5000000,2626.0112,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,0
-164,500000,63.56325,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,1000000,63.056915,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,1500000,135.51865,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,2000000,275.00653,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,2500000,236.62744,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,3000000,269.1484,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,3500000,327.59888,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,4000000,359.14188,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,4500000,291.9606,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
-164,5000000,255.53717,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,0
+162,500000,470.28156,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,1000000,588.49194,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,1500000,700.77747,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,2000000,4241.618,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,2500000,4569.1357,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,3000000,4635.22,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,3500000,4565.613,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,4000000,4056.106,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,4500000,4770.4355,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+162,5000000,4594.9893,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,0
+163,500000,763.20166,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,1000000,1231.6299,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,1500000,4568.5293,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,2000000,4732.777,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,2500000,3772.231,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,3000000,3461.0208,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,3500000,4577.9346,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,4000000,3957.541,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,4500000,2469.829,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+163,5000000,2626.0112,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,0
+164,500000,63.56325,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,1000000,63.056915,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,1500000,135.51865,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,2000000,275.00653,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,2500000,236.62744,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,3000000,269.1484,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,3500000,327.59888,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,4000000,359.14188,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,4500000,291.9606,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
+164,5000000,255.53717,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,0
 165,500000,141.1537,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,0
 165,1000000,635.65955,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,0
 165,1500000,478.2096,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,0
@@ -4219,86 +4219,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,225.05756,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,0
 165,4500000,496.1601,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,0
 165,5000000,188.29543,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,0
-166,500000,1585.3433,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,1000000,1542.612,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,1500000,2152.5513,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,2000000,4180.173,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,2500000,1779.6566,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,3000000,1680.1721,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,3500000,839.7279,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,4000000,3581.9146,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,4500000,3437.6685,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-166,5000000,3359.8257,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,0
-167,500000,1963.0056,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,1000000,4834.9863,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,1500000,285.1347,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,2000000,2207.1987,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,2500000,1274.1748,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,3000000,2862.015,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,3500000,1731.938,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,4000000,3024.3845,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,4500000,3661.7573,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-167,5000000,4670.2744,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,0
-168,500000,355.0438,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,1000000,1505.7178,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,1500000,4188.657,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,2000000,4508.6094,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,2500000,4842.3604,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,3000000,4525.7227,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,3500000,5115.2285,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,4000000,5132.918,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,4500000,4962.586,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-168,5000000,5047.0957,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,0
-169,500000,3799.142,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,1000000,2821.7793,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,1500000,3675.0322,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,2000000,4626.795,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,2500000,4736.681,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,3000000,4609.471,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,3500000,4542.5127,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,4000000,4717.6533,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,4500000,4250.758,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-169,5000000,904.61755,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,0
-170,500000,395.4161,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,1000000,489.23874,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,1500000,1586.5616,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,2000000,4574.578,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,2500000,4426.298,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,3000000,4271.365,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,3500000,4269.37,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,4000000,4277.0713,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,4500000,4303.5234,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-170,5000000,4340.1016,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,0
-171,500000,205.13853,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,1000000,205.36464,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,1500000,205.23384,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,2000000,205.31987,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,2500000,205.53915,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,3000000,205.57507,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,3500000,205.25177,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,4000000,205.70505,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,4500000,205.21207,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-171,5000000,205.59026,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,0
-172,500000,804.17126,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,1000000,1856.6726,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,1500000,3285.7878,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,2000000,265.70453,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,2500000,2813.814,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,3000000,1127.1484,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,3500000,2727.3418,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,4000000,2950.35,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,4500000,1151.2678,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-172,5000000,627.7544,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,0
-173,500000,212.89804,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,1000000,212.92383,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,1500000,212.34631,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,2000000,212.28314,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,2500000,212.40335,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,3000000,212.656,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,3500000,212.39774,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,4000000,212.35281,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,4500000,212.56863,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
-173,5000000,212.17235,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,0
+166,500000,1585.3433,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,1000000,1542.612,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,1500000,2152.5513,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,2000000,4180.173,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,2500000,1779.6566,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,3000000,1680.1721,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,3500000,839.7279,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,4000000,3581.9146,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,4500000,3437.6685,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+166,5000000,3359.8257,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,0
+167,500000,1963.0056,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,1000000,4834.9863,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,1500000,285.1347,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,2000000,2207.1987,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,2500000,1274.1748,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,3000000,2862.015,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,3500000,1731.938,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,4000000,3024.3845,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,4500000,3661.7573,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+167,5000000,4670.2744,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,0
+168,500000,355.0438,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,1000000,1505.7178,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,1500000,4188.657,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,2000000,4508.6094,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,2500000,4842.3604,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,3000000,4525.7227,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,3500000,5115.2285,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,4000000,5132.918,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,4500000,4962.586,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+168,5000000,5047.0957,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,0
+169,500000,3799.142,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,1000000,2821.7793,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,1500000,3675.0322,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,2000000,4626.795,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,2500000,4736.681,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,3000000,4609.471,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,3500000,4542.5127,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,4000000,4717.6533,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,4500000,4250.758,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+169,5000000,904.61755,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,0
+170,500000,395.4161,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,1000000,489.23874,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,1500000,1586.5616,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,2000000,4574.578,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,2500000,4426.298,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,3000000,4271.365,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,3500000,4269.37,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,4000000,4277.0713,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,4500000,4303.5234,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+170,5000000,4340.1016,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,0
+171,500000,205.13853,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,1000000,205.36464,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,1500000,205.23384,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,2000000,205.31987,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,2500000,205.53915,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,3000000,205.57507,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,3500000,205.25177,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,4000000,205.70505,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,4500000,205.21207,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+171,5000000,205.59026,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,0
+172,500000,804.17126,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,1000000,1856.6726,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,1500000,3285.7878,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,2000000,265.70453,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,2500000,2813.814,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,3000000,1127.1484,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,3500000,2727.3418,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,4000000,2950.35,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,4500000,1151.2678,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+172,5000000,627.7544,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,0
+173,500000,212.89804,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,1000000,212.92383,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,1500000,212.34631,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,2000000,212.28314,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,2500000,212.40335,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,3000000,212.656,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,3500000,212.39774,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,4000000,212.35281,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,4500000,212.56863,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
+173,5000000,212.17235,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,0
 174,500000,1005.55914,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,0
 174,1000000,4563.1924,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,0
 174,1500000,499.6306,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,0
@@ -4329,46 +4329,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,362.59735,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,0
 176,4500000,241.33536,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,0
 176,5000000,322.5626,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,0
-177,500000,561.6244,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,1000000,3610.2773,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,1500000,6552.3667,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,2000000,7006.4453,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,2500000,6418.287,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,3000000,4614.3657,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,3500000,4996.0376,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,4000000,6786.247,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,4500000,7388.895,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-177,5000000,7727.2373,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,0
-178,500000,205.63176,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,1000000,206.0112,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,1500000,205.90623,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,2000000,206.09186,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,2500000,206.45494,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,3000000,206.04291,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,3500000,206.23416,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,4000000,205.94861,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,4500000,206.37253,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-178,5000000,206.32379,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,0
-179,500000,542.448,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,1000000,2569.9478,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,1500000,2249.6587,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,2000000,4019.3726,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,2500000,4907.3457,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,3000000,5736.875,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,3500000,2526.3247,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,4000000,895.7854,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,4500000,3750.6084,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-179,5000000,7035.8545,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,0
-180,500000,682.18475,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,1000000,261.45715,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,1500000,4579.094,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,2000000,3044.307,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,2500000,333.9081,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,3000000,2083.8638,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,3500000,3702.0774,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,4000000,1505.9597,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,4500000,2917.4644,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
-180,5000000,3662.1719,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,0
+177,500000,561.6244,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,1000000,3610.2773,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,1500000,6552.3667,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,2000000,7006.4453,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,2500000,6418.287,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,3000000,4614.3657,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,3500000,4996.0376,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,4000000,6786.247,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,4500000,7388.895,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+177,5000000,7727.2373,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,0
+178,500000,205.63176,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,1000000,206.0112,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,1500000,205.90623,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,2000000,206.09186,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,2500000,206.45494,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,3000000,206.04291,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,3500000,206.23416,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,4000000,205.94861,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,4500000,206.37253,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+178,5000000,206.32379,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,0
+179,500000,542.448,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,1000000,2569.9478,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,1500000,2249.6587,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,2000000,4019.3726,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,2500000,4907.3457,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,3000000,5736.875,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,3500000,2526.3247,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,4000000,895.7854,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,4500000,3750.6084,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+179,5000000,7035.8545,512,False,152167,0.00020138,2123,0.10222915,False,,,,,0
+180,500000,682.18475,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,1000000,261.45715,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,1500000,4579.094,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,2000000,3044.307,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,2500000,333.9081,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,3000000,2083.8638,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,3500000,3702.0774,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,4000000,1505.9597,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,4500000,2917.4644,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
+180,5000000,3662.1719,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
 181,500000,518.0245,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,0
 181,1000000,1546.8972,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,0
 181,1500000,3515.285,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,0
@@ -4389,96 +4389,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4580.8564,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,0
 182,4500000,4529.789,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,0
 182,5000000,4742.287,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,0
-183,500000,380.44662,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,1000000,5328.8936,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,1500000,4660.3867,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,2000000,4361.801,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,2500000,5522.198,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,3000000,4134.2417,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,3500000,4161.645,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,4000000,6255.215,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,4500000,6649.5376,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,5000000,7403.558,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-184,500000,78.46003,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,1000000,236.33075,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,1500000,374.06598,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,2000000,367.85846,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,2500000,433.23242,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,3000000,471.7722,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,3500000,507.0861,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,4000000,459.42767,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,4500000,468.30444,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-184,5000000,627.09985,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,0
-185,500000,211.37585,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,1000000,210.78008,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,1500000,210.71027,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,2000000,211.16301,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,2500000,210.93996,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,3000000,211.30307,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,3500000,211.1212,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,4000000,211.44582,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,4500000,210.8116,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-185,5000000,210.83588,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,0
-186,500000,189.33533,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,1000000,386.41937,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,1500000,316.29584,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,2000000,411.05542,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,2500000,331.20575,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,3000000,528.2107,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,3500000,631.9568,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,4000000,717.5329,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,4500000,649.2092,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-186,5000000,768.7605,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,0
-187,500000,570.6338,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,1000000,2981.8982,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,1500000,4550.05,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,2000000,4590.527,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,2500000,4567.8877,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,3000000,6734.447,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,3500000,5244.4727,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,4000000,6413.9766,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,4500000,6114.3975,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-187,5000000,7609.7876,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,0
-188,500000,1149.038,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,1000000,3390.145,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,1500000,4541.637,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,2000000,3703.8486,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,2500000,4113.1445,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,3000000,1386.7678,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,3500000,1213.3213,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,4000000,4071.9478,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,4500000,695.51025,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-188,5000000,4988.415,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,0
-189,500000,166.48355,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,1000000,317.43307,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,1500000,344.8961,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,2000000,215.05225,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,2500000,229.66496,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,3000000,292.35477,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,3500000,304.6302,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,4000000,297.7835,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,4500000,298.25677,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-189,5000000,311.2992,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,0
-190,500000,215.14825,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,1000000,214.49902,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,1500000,214.23431,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,2000000,214.17126,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,2500000,214.6587,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,3000000,214.67233,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,3500000,214.29257,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,4000000,214.59157,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,4500000,214.4633,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-190,5000000,214.12291,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,0
-191,500000,214.24234,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,1000000,213.89555,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,1500000,213.96887,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,2000000,213.66724,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,2500000,213.26138,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,3000000,213.25316,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,3500000,213.78876,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,4000000,213.92642,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,4500000,213.28766,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
-191,5000000,213.6723,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,0
+183,500000,380.44662,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,1000000,5328.8936,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,1500000,4660.3867,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,2000000,4361.801,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,2500000,5522.198,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,3000000,4134.2417,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,3500000,4161.645,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,4000000,6255.215,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,4500000,6649.5376,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+183,5000000,7403.558,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,0
+184,500000,78.46003,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,1000000,236.33075,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,1500000,374.06598,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,2000000,367.85846,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,2500000,433.23242,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,3000000,471.7722,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,3500000,507.0861,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,4000000,459.42767,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,4500000,468.30444,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+184,5000000,627.09985,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,0
+185,500000,211.37585,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,1000000,210.78008,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,1500000,210.71027,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,2000000,211.16301,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,2500000,210.93996,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,3000000,211.30307,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,3500000,211.1212,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,4000000,211.44582,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,4500000,210.8116,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+185,5000000,210.83588,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,0
+186,500000,189.33533,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,1000000,386.41937,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,1500000,316.29584,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,2000000,411.05542,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,2500000,331.20575,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,3000000,528.2107,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,3500000,631.9568,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,4000000,717.5329,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,4500000,649.2092,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+186,5000000,768.7605,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,0
+187,500000,570.6338,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,1000000,2981.8982,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,1500000,4550.05,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,2000000,4590.527,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,2500000,4567.8877,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,3000000,6734.447,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,3500000,5244.4727,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,4000000,6413.9766,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,4500000,6114.3975,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+187,5000000,7609.7876,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,0
+188,500000,1149.038,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,1000000,3390.145,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,1500000,4541.637,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,2000000,3703.8486,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,2500000,4113.1445,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,3000000,1386.7678,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,3500000,1213.3213,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,4000000,4071.9478,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,4500000,695.51025,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+188,5000000,4988.415,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,0
+189,500000,166.48355,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,1000000,317.43307,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,1500000,344.8961,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,2000000,215.05225,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,2500000,229.66496,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,3000000,292.35477,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,3500000,304.6302,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,4000000,297.7835,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,4500000,298.25677,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+189,5000000,311.2992,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,0
+190,500000,215.14825,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,1000000,214.49902,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,1500000,214.23431,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,2000000,214.17126,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,2500000,214.6587,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,3000000,214.67233,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,3500000,214.29257,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,4000000,214.59157,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,4500000,214.4633,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+190,5000000,214.12291,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,0
+191,500000,214.24234,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,1000000,213.89555,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,1500000,213.96887,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,2000000,213.66724,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,2500000,213.26138,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,3000000,213.25316,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,3500000,213.78876,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,4000000,213.92642,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,4500000,213.28766,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
+191,5000000,213.6723,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,0
 192,500000,2141.1704,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,0
 192,1000000,3578.5603,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,0
 192,1500000,2617.9868,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,0
@@ -4489,196 +4489,196 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,5216.8584,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,0
 192,4500000,5214.496,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,0
 192,5000000,3763.2136,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,0
-193,500000,427.03552,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,1000000,874.4131,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,1500000,3916.2148,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,2000000,4051.3506,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,2500000,4832.0767,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,3000000,4895.0654,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,3500000,4881.852,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,4000000,4772.4575,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,4500000,4780.124,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-193,5000000,4551.5537,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,0
-194,500000,397.93805,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,1000000,411.593,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,1500000,529.9655,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,2000000,917.2971,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,2500000,1362.7067,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,3000000,4003.3984,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,3500000,4453.1104,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,4000000,4635.344,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,4500000,2702.6912,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-194,5000000,4626.507,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,0
-195,500000,225.37607,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,1000000,174.99536,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,1500000,218.59488,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,2000000,447.02277,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,2500000,315.08398,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,3000000,177.3284,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,3500000,427.92096,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,4000000,311.01144,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,4500000,438.46735,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-195,5000000,427.65756,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,0
-196,500000,284.036,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,1000000,498.6695,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,1500000,945.8392,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,2000000,3187.1216,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,2500000,2806.3145,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,3000000,4074.2676,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,3500000,4652.666,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,4000000,3858.1274,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,4500000,4430.8906,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-196,5000000,4720.0156,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,0
-197,500000,295.08716,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,1000000,434.98547,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,1500000,517.2784,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,2000000,351.91254,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,2500000,363.7285,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,3000000,485.64084,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,3500000,555.5604,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,4000000,776.59937,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,4500000,605.05524,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-197,5000000,975.1427,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,0
-198,500000,264.61786,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,1000000,311.03052,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,1500000,421.21176,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,2000000,481.8456,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,2500000,424.10577,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,3000000,380.18787,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,3500000,512.77795,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,4000000,478.73434,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,4500000,629.52576,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-198,5000000,492.83224,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,0
-199,500000,213.95618,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,1000000,214.01173,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,1500000,214.16092,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,2000000,213.72104,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,2500000,213.5947,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,3000000,213.5768,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,3500000,213.63123,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,4000000,213.42346,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,4500000,213.31865,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-199,5000000,213.61546,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,0
-200,500000,612.43854,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,1000000,2882.2095,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,1500000,4137.6924,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,2000000,5021.954,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,2500000,1886.1084,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,3000000,6578.537,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,3500000,6286.666,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,4000000,4341.9414,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,4500000,7424.5205,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-200,5000000,6860.3994,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,0
-201,500000,396.7677,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,1000000,378.49542,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,1500000,372.6439,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,2000000,372.47614,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,2500000,384.44513,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,3000000,388.02057,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,3500000,344.83743,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,4000000,399.53455,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,4500000,389.72852,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-201,5000000,368.51575,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,0
-202,500000,314.8176,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,1000000,439.08362,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,1500000,444.55585,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,2000000,482.367,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,2500000,671.32513,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,3000000,994.3783,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,3500000,2033.6853,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,4000000,2642.084,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,4500000,4443.1514,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
-202,5000000,4403.347,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,0
+193,500000,427.03552,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,1000000,874.4131,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,1500000,3916.2148,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,2000000,4051.3506,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,2500000,4832.0767,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,3000000,4895.0654,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,3500000,4881.852,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,4000000,4772.4575,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,4500000,4780.124,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+193,5000000,4551.5537,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,0
+194,500000,397.93805,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,1000000,411.593,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,1500000,529.9655,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,2000000,917.2971,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,2500000,1362.7067,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,3000000,4003.3984,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,3500000,4453.1104,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,4000000,4635.344,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,4500000,2702.6912,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+194,5000000,4626.507,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,0
+195,500000,225.37607,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,1000000,174.99536,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,1500000,218.59488,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,2000000,447.02277,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,2500000,315.08398,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,3000000,177.3284,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,3500000,427.92096,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,4000000,311.01144,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,4500000,438.46735,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+195,5000000,427.65756,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,0
+196,500000,284.036,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,1000000,498.6695,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,1500000,945.8392,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,2000000,3187.1216,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,2500000,2806.3145,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,3000000,4074.2676,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,3500000,4652.666,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,4000000,3858.1274,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,4500000,4430.8906,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+196,5000000,4720.0156,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,0
+197,500000,295.08716,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,1000000,434.98547,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,1500000,517.2784,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,2000000,351.91254,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,2500000,363.7285,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,3000000,485.64084,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,3500000,555.5604,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,4000000,776.59937,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,4500000,605.05524,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+197,5000000,975.1427,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,0
+198,500000,264.61786,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,1000000,311.03052,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,1500000,421.21176,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,2000000,481.8456,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,2500000,424.10577,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,3000000,380.18787,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,3500000,512.77795,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,4000000,478.73434,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,4500000,629.52576,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+198,5000000,492.83224,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,0
+199,500000,213.95618,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,1000000,214.01173,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,1500000,214.16092,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,2000000,213.72104,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,2500000,213.5947,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,3000000,213.5768,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,3500000,213.63123,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,4000000,213.42346,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,4500000,213.31865,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+199,5000000,213.61546,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,0
+200,500000,612.43854,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,1000000,2882.2095,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,1500000,4137.6924,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,2000000,5021.954,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,2500000,1886.1084,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,3000000,6578.537,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,3500000,6286.666,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,4000000,4341.9414,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,4500000,7424.5205,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+200,5000000,6860.3994,512,False,679978,0.00154826,9892,0.59109317,False,,,,,0
+201,500000,396.7677,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,1000000,378.49542,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,1500000,372.6439,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,2000000,372.47614,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,2500000,384.44513,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,3000000,388.02057,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,3500000,344.83743,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,4000000,399.53455,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,4500000,389.72852,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+201,5000000,368.51575,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,0
+202,500000,314.8176,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,1000000,439.08362,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,1500000,444.55585,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,2000000,482.367,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,2500000,671.32513,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,3000000,994.3783,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,3500000,2033.6853,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,4000000,2642.084,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,4500000,4443.1514,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
+202,5000000,4403.347,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,0
 203,500000,468.6591,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
 203,1000000,308.06763,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
 203,1500000,404.51367,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,2000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,2500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,3000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,3500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,4000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,4500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-203,5000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
-204,500000,206.91455,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,1000000,207.82706,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,1500000,207.27612,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,2000000,207.64331,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,2500000,208.04254,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,3000000,207.97736,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,3500000,208.01575,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,4000000,208.203,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,4500000,208.29738,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-204,5000000,207.51198,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,0
-205,500000,483.71985,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,1000000,3014.4473,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,1500000,5920.709,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,2000000,5590.1084,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,2500000,624.3739,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,3000000,5383.369,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,3500000,6455.06,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,4000000,5108.103,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,4500000,648.9528,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-205,5000000,5675.5337,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,0
-206,500000,377.7705,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,1000000,412.39996,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,1500000,1015.28064,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,2000000,4028.961,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,2500000,4389.785,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,3000000,4567.9634,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,3500000,4863.245,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,4000000,4878.1895,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,4500000,4899.7705,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-206,5000000,5100.9775,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,0
-207,500000,443.03772,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,1000000,4462.873,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,1500000,5832.658,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,2000000,6277.459,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,2500000,5766.336,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,3000000,4820.4893,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,3500000,5842.5117,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,4000000,6322.7847,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,4500000,5323.331,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-207,5000000,6288.1255,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,0
-208,500000,157.48207,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,1000000,248.90106,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,1500000,298.06662,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,2000000,314.3504,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,2500000,200.53067,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,3000000,339.1169,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,3500000,335.45093,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,4000000,429.86554,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,4500000,385.6839,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-208,5000000,355.26315,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,0
-209,500000,621.3198,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,1000000,5633.782,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,1500000,6117.284,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,2000000,7663.8604,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,2500000,6728.207,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,3000000,4187.116,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,3500000,8084.453,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,4000000,6720.1304,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,4500000,2233.4553,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-209,5000000,6653.8447,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,0
-210,500000,338.99023,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,1000000,494.70486,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,1500000,402.268,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,2000000,378.8282,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,2500000,481.01065,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,3000000,676.6293,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,3500000,725.1561,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,4000000,871.4272,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,4500000,1421.5027,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-210,5000000,3218.6716,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,0
-211,500000,648.65186,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,1000000,5401.1997,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,1500000,6201.8535,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,2000000,5784.045,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,2500000,3588.555,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,3000000,5854.8945,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,3500000,4760.502,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,4000000,5908.748,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,4500000,6645.385,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
-211,5000000,4699.54,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,0
+203,2000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+203,2500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+203,3000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+203,3500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+203,4000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+203,4500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+203,5000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,0
+204,500000,206.91455,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,1000000,207.82706,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,1500000,207.27612,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,2000000,207.64331,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,2500000,208.04254,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,3000000,207.97736,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,3500000,208.01575,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,4000000,208.203,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,4500000,208.29738,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+204,5000000,207.51198,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,0
+205,500000,483.71985,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,1000000,3014.4473,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,1500000,5920.709,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,2000000,5590.1084,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,2500000,624.3739,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,3000000,5383.369,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,3500000,6455.06,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,4000000,5108.103,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,4500000,648.9528,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+205,5000000,5675.5337,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,0
+206,500000,377.7705,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,1000000,412.39996,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,1500000,1015.28064,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,2000000,4028.961,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,2500000,4389.785,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,3000000,4567.9634,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,3500000,4863.245,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,4000000,4878.1895,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,4500000,4899.7705,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+206,5000000,5100.9775,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,0
+207,500000,443.03772,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,1000000,4462.873,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,1500000,5832.658,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,2000000,6277.459,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,2500000,5766.336,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,3000000,4820.4893,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,3500000,5842.5117,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,4000000,6322.7847,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,4500000,5323.331,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+207,5000000,6288.1255,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,0
+208,500000,157.48207,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,1000000,248.90106,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,1500000,298.06662,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,2000000,314.3504,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,2500000,200.53067,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,3000000,339.1169,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,3500000,335.45093,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,4000000,429.86554,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,4500000,385.6839,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+208,5000000,355.26315,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,0
+209,500000,621.3198,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,1000000,5633.782,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,1500000,6117.284,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,2000000,7663.8604,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,2500000,6728.207,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,3000000,4187.116,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,3500000,8084.453,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,4000000,6720.1304,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,4500000,2233.4553,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+209,5000000,6653.8447,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,0
+210,500000,338.99023,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,1000000,494.70486,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,1500000,402.268,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,2000000,378.8282,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,2500000,481.01065,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,3000000,676.6293,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,3500000,725.1561,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,4000000,871.4272,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,4500000,1421.5027,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+210,5000000,3218.6716,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,0
+211,500000,648.65186,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,1000000,5401.1997,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,1500000,6201.8535,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,2000000,5784.045,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,2500000,3588.555,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,3000000,5854.8945,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,3500000,4760.502,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,4000000,5908.748,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,4500000,6645.385,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
+211,5000000,4699.54,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,0
 212,500000,364.1387,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,0
 212,1000000,879.29736,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,0
 212,1500000,3467.6785,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,0
@@ -4689,16 +4689,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,679.9647,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,0
 212,4500000,966.83203,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,0
 212,5000000,3828.6484,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,0
-213,500000,243.32385,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,1000000,364.94443,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,1500000,460.0238,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,2000000,414.17706,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,2500000,651.4385,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,3000000,851.4102,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,3500000,2076.3633,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,4000000,4015.3438,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,4500000,4289.623,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
-213,5000000,4458.656,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,0
+213,500000,243.32385,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,1000000,364.94443,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,1500000,460.0238,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,2000000,414.17706,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,2500000,651.4385,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,3000000,851.4102,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,3500000,2076.3633,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,4000000,4015.3438,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,4500000,4289.623,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
+213,5000000,4458.656,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,0
 214,500000,211.2152,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,0
 214,1000000,211.4191,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,0
 214,1500000,211.3053,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,0
@@ -4709,26 +4709,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,211.27808,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,0
 214,4500000,211.50325,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,0
 214,5000000,211.60733,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,0
-215,500000,662.72614,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,1000000,4419.876,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,1500000,4553.161,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,2000000,4318.199,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,2500000,4400.6543,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,3000000,4311.288,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,3500000,4447.6416,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,4000000,4303.1846,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,4500000,4202.7603,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-215,5000000,2870.0564,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,0
-216,500000,3068.85,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,1000000,3651.6348,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,1500000,854.0681,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,2000000,3010.8035,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,2500000,1517.9563,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,3000000,2139.5503,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,3500000,549.12115,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,4000000,1182.6101,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,4500000,1350.3909,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
-216,5000000,1131.978,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,0
+215,500000,662.72614,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,1000000,4419.876,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,1500000,4553.161,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,2000000,4318.199,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,2500000,4400.6543,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,3000000,4311.288,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,3500000,4447.6416,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,4000000,4303.1846,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,4500000,4202.7603,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+215,5000000,2870.0564,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,0
+216,500000,3068.85,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,1000000,3651.6348,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,1500000,854.0681,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,2000000,3010.8035,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,2500000,1517.9563,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,3000000,2139.5503,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,3500000,549.12115,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,4000000,1182.6101,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,4500000,1350.3909,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
+216,5000000,1131.978,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,0
 217,500000,355.69135,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,0
 217,1000000,420.03323,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,0
 217,1500000,408.11795,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,0
@@ -4739,116 +4739,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,418.0479,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,0
 217,4500000,398.57312,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,0
 217,5000000,358.54547,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,0
-218,500000,232.3866,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,1000000,330.0965,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,1500000,436.04047,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,2000000,345.29395,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,2500000,500.77505,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,3000000,536.802,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,3500000,444.7398,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,4000000,535.6981,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,4500000,433.95813,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-218,5000000,510.31085,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,0
-219,500000,3634.7275,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,1000000,4600.193,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,1500000,3343.279,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,2000000,4183.4043,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,2500000,3694.4485,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,3000000,4140.7637,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,3500000,2625.6113,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,4000000,3836.3386,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,4500000,1295.1968,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-219,5000000,3337.7295,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,0
-220,500000,205.23001,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,1000000,204.74529,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,1500000,204.90724,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,2000000,205.26425,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,2500000,205.24963,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,3000000,205.54597,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,3500000,205.29861,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,4000000,205.19049,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,4500000,205.33752,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-220,5000000,205.4339,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,0
-221,500000,474.8755,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,1000000,802.61,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,1500000,4538.926,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,2000000,4131.2354,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,2500000,4364.0312,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,3000000,4718.5947,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,3500000,4829.266,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,4000000,4730.002,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,4500000,4540.038,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-221,5000000,4565.163,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,0
-222,500000,601.0575,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,1000000,1639.5371,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,1500000,522.36176,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,2000000,2175.3848,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,2500000,760.5521,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,3000000,465.36676,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,3500000,1208.3131,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,4000000,735.38135,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,4500000,2129.0212,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-222,5000000,1348.3542,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,0
-223,500000,203.68158,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,1000000,282.00128,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,1500000,187.87119,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,2000000,347.935,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,2500000,250.52357,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,3000000,390.08752,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,3500000,415.1599,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,4000000,339.06244,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,4500000,307.68213,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-223,5000000,327.91516,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,0
-224,500000,2800.0088,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,1000000,4717.3545,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,1500000,5456.6807,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,2000000,4167.9346,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,2500000,4282.911,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,3000000,3079.1323,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,3500000,3850.9502,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,4000000,6302.7397,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,4500000,6289.5615,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-224,5000000,5099.774,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,0
-225,500000,529.85095,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,1000000,4171.121,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,1500000,3848.1963,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,2000000,1938.9966,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,2500000,4662.1533,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,3000000,4430.056,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,3500000,3646.3467,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,4000000,4906.61,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,4500000,5481.799,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-225,5000000,376.47287,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,0
-226,500000,381.01022,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,1000000,3441.893,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,1500000,3962.957,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,2000000,2021.0688,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,2500000,490.1524,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,3000000,6843.7656,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,3500000,364.3035,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,4000000,3592.371,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,4500000,1231.8672,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-226,5000000,5201.313,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,0
-227,500000,158.64365,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,1000000,228.48862,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,1500000,59.065292,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,2000000,247.61464,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,2500000,177.17793,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,3000000,48.812904,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,3500000,51.781227,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,4000000,54.287693,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,4500000,53.279438,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-227,5000000,47.422028,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,0
-228,500000,590.4886,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,1000000,4365.7603,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,1500000,5631.127,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,2000000,6177.3936,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,2500000,5652.4473,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,3000000,5296.307,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,3500000,7111.782,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,4000000,6395.3486,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,4500000,7438.796,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
-228,5000000,5953.712,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,0
+218,500000,232.3866,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,1000000,330.0965,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,1500000,436.04047,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,2000000,345.29395,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,2500000,500.77505,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,3000000,536.802,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,3500000,444.7398,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,4000000,535.6981,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,4500000,433.95813,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+218,5000000,510.31085,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,0
+219,500000,3634.7275,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,1000000,4600.193,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,1500000,3343.279,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,2000000,4183.4043,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,2500000,3694.4485,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,3000000,4140.7637,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,3500000,2625.6113,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,4000000,3836.3386,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,4500000,1295.1968,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+219,5000000,3337.7295,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,0
+220,500000,205.23001,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,1000000,204.74529,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,1500000,204.90724,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,2000000,205.26425,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,2500000,205.24963,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,3000000,205.54597,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,3500000,205.29861,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,4000000,205.19049,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,4500000,205.33752,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+220,5000000,205.4339,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,0
+221,500000,474.8755,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,1000000,802.61,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,1500000,4538.926,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,2000000,4131.2354,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,2500000,4364.0312,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,3000000,4718.5947,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,3500000,4829.266,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,4000000,4730.002,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,4500000,4540.038,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+221,5000000,4565.163,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,0
+222,500000,601.0575,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,1000000,1639.5371,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,1500000,522.36176,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,2000000,2175.3848,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,2500000,760.5521,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,3000000,465.36676,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,3500000,1208.3131,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,4000000,735.38135,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,4500000,2129.0212,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+222,5000000,1348.3542,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,0
+223,500000,203.68158,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,1000000,282.00128,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,1500000,187.87119,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,2000000,347.935,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,2500000,250.52357,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,3000000,390.08752,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,3500000,415.1599,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,4000000,339.06244,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,4500000,307.68213,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+223,5000000,327.91516,512,False,853730,0.02406078,4160,0.14374896,False,,,,,0
+224,500000,2800.0088,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,1000000,4717.3545,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,1500000,5456.6807,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,2000000,4167.9346,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,2500000,4282.911,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,3000000,3079.1323,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,3500000,3850.9502,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,4000000,6302.7397,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,4500000,6289.5615,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+224,5000000,5099.774,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,0
+225,500000,529.85095,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,1000000,4171.121,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,1500000,3848.1963,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,2000000,1938.9966,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,2500000,4662.1533,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,3000000,4430.056,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,3500000,3646.3467,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,4000000,4906.61,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,4500000,5481.799,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+225,5000000,376.47287,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,0
+226,500000,381.01022,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,1000000,3441.893,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,1500000,3962.957,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,2000000,2021.0688,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,2500000,490.1524,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,3000000,6843.7656,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,3500000,364.3035,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,4000000,3592.371,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,4500000,1231.8672,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+226,5000000,5201.313,2048,False,760704,0.00101898,11381,0.122051,False,,,,,0
+227,500000,158.64365,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,1000000,228.48862,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,1500000,59.065292,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,2000000,247.61464,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,2500000,177.17793,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,3000000,48.812904,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,3500000,51.781227,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,4000000,54.287693,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,4500000,53.279438,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+227,5000000,47.422028,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,0
+228,500000,590.4886,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,1000000,4365.7603,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,1500000,5631.127,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,2000000,6177.3936,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,2500000,5652.4473,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,3000000,5296.307,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,3500000,7111.782,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,4000000,6395.3486,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,4500000,7438.796,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
+228,5000000,5953.712,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,0
 229,500000,205.26959,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,1000000,205.33063,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,1500000,205.37172,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
@@ -4859,46 +4859,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,205.61755,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,4500000,205.82024,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,5000000,205.5953,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
-230,500000,481.42828,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,1000000,2756.5916,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,1500000,6238.1396,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,2000000,5293.917,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,2500000,5571.8057,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,3000000,7246.874,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,3500000,6479.167,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,4000000,5795.1143,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,4500000,5729.461,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-230,5000000,6915.957,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
-231,500000,340.44897,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,1000000,533.3001,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,1500000,1064.825,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,2000000,2124.1675,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,2500000,3468.7048,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,3000000,4304.877,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,3500000,4736.2236,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,4000000,4871.75,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,4500000,5055.4287,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-231,5000000,5215.049,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,0
-232,500000,1204.4329,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,1000000,1815.2017,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,1500000,1618.0754,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,2000000,4237.6396,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,2500000,2265.5332,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,3000000,3632.0361,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,3500000,2880.1748,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,4000000,4362.574,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,4500000,4259.055,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-232,5000000,449.18808,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,0
-233,500000,347.6662,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,1000000,424.78067,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,1500000,352.51648,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,2000000,395.58047,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,2500000,459.36725,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,3000000,538.61865,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,3500000,1403.6713,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,4000000,4298.6934,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,4500000,4130.992,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
-233,5000000,4606.941,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,0
+230,500000,481.42828,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,1000000,2756.5916,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,1500000,6238.1396,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,2000000,5293.917,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,2500000,5571.8057,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,3000000,7246.874,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,3500000,6479.167,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,4000000,5795.1143,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,4500000,5729.461,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+230,5000000,6915.957,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,0
+231,500000,340.44897,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,1000000,533.3001,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,1500000,1064.825,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,2000000,2124.1675,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,2500000,3468.7048,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,3000000,4304.877,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,3500000,4736.2236,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,4000000,4871.75,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,4500000,5055.4287,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+231,5000000,5215.049,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,0
+232,500000,1204.4329,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,1000000,1815.2017,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,1500000,1618.0754,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,2000000,4237.6396,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,2500000,2265.5332,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,3000000,3632.0361,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,3500000,2880.1748,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,4000000,4362.574,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,4500000,4259.055,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+232,5000000,449.18808,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,0
+233,500000,347.6662,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,1000000,424.78067,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,1500000,352.51648,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,2000000,395.58047,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,2500000,459.36725,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,3000000,538.61865,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,3500000,1403.6713,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,4000000,4298.6934,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,4500000,4130.992,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
+233,5000000,4606.941,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,0
 234,500000,219.03996,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
 234,1000000,357.60526,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
 234,1500000,549.22327,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
@@ -4909,66 +4909,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,132.01256,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
 234,4500000,204.85608,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
 234,5000000,197.91951,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
-235,500000,364.9187,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,1000000,3831.3516,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,1500000,4293.792,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,2000000,3801.2866,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,2500000,4034.3955,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,3000000,3034.1816,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,3500000,3970.688,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,4000000,3801.4114,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,4500000,1594.0848,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-235,5000000,6155.038,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,0
-236,500000,390.63574,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,1000000,1725.0046,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,1500000,4067.481,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,2000000,5104.462,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,2500000,3975.0916,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,3000000,5798.209,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,3500000,3843.3188,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,4000000,2494.2412,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,4500000,5320.671,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-236,5000000,4165.023,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,0
-237,500000,211.39049,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,1000000,210.86295,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,1500000,211.14023,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,2000000,210.86873,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,2500000,211.06302,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,3000000,210.87592,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,3500000,211.21448,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,4000000,210.98788,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,4500000,210.99478,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-237,5000000,210.9686,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,0
-238,500000,427.91895,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,1000000,841.6293,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,1500000,1290.6364,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,2000000,1388.2559,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,2500000,890.77576,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,3000000,1764.8099,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,3500000,1402.3265,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,4000000,891.89,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,4500000,1913.8118,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-238,5000000,694.187,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,0
-239,500000,573.0865,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,1000000,1655.8632,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,1500000,1714.2206,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,2000000,1412.9487,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,2500000,346.7997,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,3000000,3680.2456,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,3500000,1065.2173,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,4000000,1437.731,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,4500000,2018.1858,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-239,5000000,384.68008,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,0
-240,500000,414.35065,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,1000000,2919.3123,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,1500000,5021.0137,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,2000000,5456.58,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,2500000,5007.586,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,3000000,5055.9814,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,3500000,5080.393,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,4000000,4253.93,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,4500000,5536.1533,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
-240,5000000,5680.914,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,0
+235,500000,364.9187,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,1000000,3831.3516,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,1500000,4293.792,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,2000000,3801.2866,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,2500000,4034.3955,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,3000000,3034.1816,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,3500000,3970.688,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,4000000,3801.4114,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,4500000,1594.0848,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+235,5000000,6155.038,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,0
+236,500000,390.63574,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,1000000,1725.0046,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,1500000,4067.481,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,2000000,5104.462,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,2500000,3975.0916,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,3000000,5798.209,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,3500000,3843.3188,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,4000000,2494.2412,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,4500000,5320.671,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+236,5000000,4165.023,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,0
+237,500000,211.39049,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,1000000,210.86295,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,1500000,211.14023,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,2000000,210.86873,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,2500000,211.06302,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,3000000,210.87592,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,3500000,211.21448,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,4000000,210.98788,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,4500000,210.99478,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+237,5000000,210.9686,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,0
+238,500000,427.91895,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,1000000,841.6293,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,1500000,1290.6364,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,2000000,1388.2559,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,2500000,890.77576,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,3000000,1764.8099,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,3500000,1402.3265,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,4000000,891.89,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,4500000,1913.8118,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+238,5000000,694.187,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,0
+239,500000,573.0865,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,1000000,1655.8632,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,1500000,1714.2206,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,2000000,1412.9487,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,2500000,346.7997,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,3000000,3680.2456,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,3500000,1065.2173,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,4000000,1437.731,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,4500000,2018.1858,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+239,5000000,384.68008,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,0
+240,500000,414.35065,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,1000000,2919.3123,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,1500000,5021.0137,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,2000000,5456.58,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,2500000,5007.586,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,3000000,5055.9814,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,3500000,5080.393,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,4000000,4253.93,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,4500000,5536.1533,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
+240,5000000,5680.914,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,0
 241,500000,215.79092,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,0
 241,1000000,216.10172,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,0
 241,1500000,215.68092,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,0
@@ -4979,56 +4979,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,215.10747,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,0
 241,4500000,215.66302,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,0
 241,5000000,215.64194,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,0
-242,500000,261.4544,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,1000000,319.6521,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,1500000,398.0233,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,2000000,599.7392,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,2500000,1496.8763,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,3000000,2324.9722,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,3500000,3835.5967,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,4000000,4225.716,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,4500000,4226.6724,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-242,5000000,4347.3813,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,0
-243,500000,211.1773,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,1000000,210.76572,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,1500000,210.73654,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,2000000,210.8324,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,2500000,210.7502,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,3000000,211.30688,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,3500000,211.13371,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,4000000,210.95258,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,4500000,211.12636,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-243,5000000,210.66331,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,0
-244,500000,966.58405,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,1000000,1737.3625,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,1500000,1070.6439,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,2000000,418.65125,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,2500000,2135.5088,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,3000000,595.1987,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,3500000,1827.0017,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,4000000,6847.6084,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,4500000,530.8613,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-244,5000000,4673.8486,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,0
-245,500000,381.09482,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,1000000,809.1338,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,1500000,1335.346,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,2000000,2738.4414,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,2500000,2057.809,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,3000000,1797.341,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,3500000,1725.165,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,4000000,1558.6584,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,4500000,2312.9006,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-245,5000000,2754.7178,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,0
-246,500000,2244.016,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,1000000,4605.4707,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,1500000,2556.3147,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,2000000,2921.3762,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,2500000,2133.8599,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,3000000,4473.8716,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,3500000,4827.527,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,4000000,4644.935,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,4500000,3273.2305,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
-246,5000000,4401.778,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,0
+242,500000,261.4544,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,1000000,319.6521,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,1500000,398.0233,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,2000000,599.7392,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,2500000,1496.8763,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,3000000,2324.9722,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,3500000,3835.5967,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,4000000,4225.716,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,4500000,4226.6724,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+242,5000000,4347.3813,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,0
+243,500000,211.1773,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,1000000,210.76572,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,1500000,210.73654,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,2000000,210.8324,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,2500000,210.7502,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,3000000,211.30688,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,3500000,211.13371,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,4000000,210.95258,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,4500000,211.12636,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+243,5000000,210.66331,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,0
+244,500000,966.58405,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,1000000,1737.3625,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,1500000,1070.6439,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,2000000,418.65125,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,2500000,2135.5088,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,3000000,595.1987,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,3500000,1827.0017,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,4000000,6847.6084,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,4500000,530.8613,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+244,5000000,4673.8486,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,0
+245,500000,381.09482,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,1000000,809.1338,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,1500000,1335.346,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,2000000,2738.4414,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,2500000,2057.809,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,3000000,1797.341,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,3500000,1725.165,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,4000000,1558.6584,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,4500000,2312.9006,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+245,5000000,2754.7178,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,0
+246,500000,2244.016,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,1000000,4605.4707,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,1500000,2556.3147,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,2000000,2921.3762,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,2500000,2133.8599,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,3000000,4473.8716,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,3500000,4827.527,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,4000000,4644.935,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,4500000,3273.2305,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
+246,5000000,4401.778,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,0
 247,500000,767.62744,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,1000000,2550.3528,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,1500000,2083.0095,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
@@ -5039,26 +5039,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,3948.2544,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,4500000,4063.8237,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,5000000,3448.2803,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
-248,500000,450.96887,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,1000000,471.20065,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,1500000,463.68335,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,2000000,670.84576,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,2500000,959.9565,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,3000000,4268.446,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,3500000,4973.157,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,4000000,4916.5957,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,4500000,4782.1123,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-248,5000000,4759.3433,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,0
-249,500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,1000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,1500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,2000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,2500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,3000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,3500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,4000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,4500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
-249,5000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+248,500000,450.96887,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,1000000,471.20065,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,1500000,463.68335,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,2000000,670.84576,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,2500000,959.9565,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,3000000,4268.446,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,3500000,4973.157,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,4000000,4916.5957,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,4500000,4782.1123,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+248,5000000,4759.3433,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,0
+249,500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,1000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,1500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,2000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,2500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,3000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,3500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,4000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,4500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
+249,5000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
 250,500000,2247.5105,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
 250,1000000,4162.2065,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
 250,1500000,4406.6377,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
@@ -5069,16 +5069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,2983.2341,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
 250,4500000,3755.667,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
 250,5000000,3885.5269,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
-251,500000,661.1215,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,1000000,1990.2094,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,1500000,1701.065,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,2000000,5959.8755,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,2500000,4123.2656,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,3000000,2687.899,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,3500000,6899.1577,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,4000000,3079.0903,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,4500000,2851.9336,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
-251,5000000,3202.4294,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,0
+251,500000,661.1215,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,1000000,1990.2094,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,1500000,1701.065,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,2000000,5959.8755,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,2500000,4123.2656,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,3000000,2687.899,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,3500000,6899.1577,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,4000000,3079.0903,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,4500000,2851.9336,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
+251,5000000,3202.4294,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,0
 252,500000,346.61102,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,1000000,511.69623,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,1500000,557.88635,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
@@ -5089,186 +5089,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,4294.9883,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,4500000,3898.04,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,5000000,4368.7134,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
-253,500000,151.77713,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,1000000,192.56955,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,1500000,337.98563,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,2000000,446.2102,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,2500000,549.3011,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,3000000,692.8833,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,3500000,1298.0396,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,4000000,2688.213,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,4500000,4017.803,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-253,5000000,4140.6987,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,0
-254,500000,373.877,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,1000000,4463.1206,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,1500000,601.49585,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,2000000,1500.4475,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,2500000,2874.8848,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,3000000,1040.6447,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,3500000,3593.8418,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,4000000,3721.933,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,4500000,2407.5256,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-254,5000000,1018.76697,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,0
-255,500000,287.7871,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,1000000,303.62698,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,1500000,437.61188,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,0
-0,500000,4285.4863,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,1000000,4810.7383,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,1500000,3159.4795,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,2000000,4827.994,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,2500000,4640.5977,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,3000000,3886.1118,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,3500000,4858.488,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,4000000,4403.479,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,4500000,4832.4785,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-0,5000000,4854.8687,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,7
-1,500000,295.46967,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,1000000,410.2804,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,1500000,502.82526,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,2000000,338.07034,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,2500000,362.09134,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,3000000,483.379,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,3500000,487.49976,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,4000000,518.9231,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,4500000,598.2916,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-1,5000000,593.73474,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,7
-2,500000,1026.4819,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,1000000,1128.0168,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,1500000,2152.878,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,2000000,4978.796,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,2500000,3330.7788,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,3000000,3680.7043,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,3500000,7396.346,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,4000000,6493.059,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,4500000,1043.8379,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-2,5000000,1547.9426,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,7
-3,500000,278.90686,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,1000000,4550.668,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,1500000,6009.744,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,2000000,4895.5137,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,2500000,4315.983,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,3000000,4802.1533,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,3500000,5255.0713,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,4000000,3420.481,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,4500000,5543.1357,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-3,5000000,256.22357,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,7
-4,500000,385.37427,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,1000000,322.58105,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,1500000,390.23764,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,2000000,666.21136,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,2500000,1189.8176,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,3000000,4681.0684,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,3500000,5079.413,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,4000000,4972.6084,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,4500000,4942.453,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-4,5000000,4858.745,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,7
-5,500000,4443.3794,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,1000000,2763.0498,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,1500000,2194.187,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,2000000,4616.8047,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,2500000,4441.2803,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,3000000,4558.955,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,3500000,4685.7554,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,4000000,4624.7725,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,4500000,4661.2183,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-5,5000000,4654.913,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,7
-6,500000,255.68161,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,1000000,390.5901,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,1500000,366.78058,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,2000000,463.59576,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,2500000,526.3263,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,3000000,636.16296,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,3500000,731.8427,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,4000000,980.8655,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,4500000,1263.3608,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-6,5000000,2192.6223,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,7
-7,500000,317.92316,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,1000000,3271.9907,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,1500000,3536.8252,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,2000000,4647.2563,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,2500000,4629.5874,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,3000000,4520.6055,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,3500000,4557.8022,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,4000000,4810.248,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,4500000,4828.59,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-7,5000000,4684.0156,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,7
-8,500000,4179.4897,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,1000000,3642.5186,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,1500000,132.33281,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,2000000,334.48596,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,2500000,166.83904,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,3000000,93.87453,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,3500000,82.08316,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,4000000,106.970566,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,4500000,76.01736,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-8,5000000,63.002148,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,7
-9,500000,246.56476,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,1000000,1648.5325,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,1500000,2660.1,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,2000000,2521.8267,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,2500000,1834.9968,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,3000000,3818.3408,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,3500000,4300.5996,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,4000000,4061.0725,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,4500000,3016.543,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-9,5000000,2335.1387,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,7
-10,500000,343.1788,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,1000000,719.077,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,1500000,1987.7769,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,2000000,4566.8823,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,2500000,5036.8765,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,3000000,4198.4385,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,3500000,4810.9844,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,4000000,5317.642,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,4500000,5282.714,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-10,5000000,5150.267,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,7
-11,500000,1193.3735,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,1000000,4536.6187,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,1500000,4740.216,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,2000000,4756.458,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,2500000,4681.7666,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,3000000,4754.151,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,3500000,4776.3486,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,4000000,4555.5312,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,4500000,3458.745,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-11,5000000,4138.9854,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,7
-12,500000,407.5095,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,1000000,5520.371,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,1500000,5753.0317,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,2000000,5272.1875,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,2500000,6413.8486,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,3000000,5750.702,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,3500000,6531.2715,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,4000000,7533.636,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,4500000,3938.2349,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-12,5000000,4212.307,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,7
-13,500000,375.23328,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,1000000,302.05304,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,1500000,274.43817,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,2000000,433.74084,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,2500000,405.2282,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,3000000,593.9237,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,3500000,658.3135,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,4000000,835.7191,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,4500000,1174.5515,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-13,5000000,2036.3049,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,7
-14,500000,546.7799,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,1000000,3878.9956,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,1500000,5003.352,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,2000000,5605.733,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,2500000,4946.786,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,3000000,2410.9395,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,3500000,5371.067,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,4000000,5168.4004,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,4500000,6191.7847,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
-14,5000000,4509.7046,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,7
+253,500000,151.77713,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,1000000,192.56955,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,1500000,337.98563,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,2000000,446.2102,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,2500000,549.3011,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,3000000,692.8833,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,3500000,1298.0396,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,4000000,2688.213,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,4500000,4017.803,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+253,5000000,4140.6987,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,0
+254,500000,373.877,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,1000000,4463.1206,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,1500000,601.49585,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,2000000,1500.4475,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,2500000,2874.8848,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,3000000,1040.6447,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,3500000,3593.8418,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,4000000,3721.933,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,4500000,2407.5256,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+254,5000000,1018.76697,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,0
+255,500000,287.7871,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,1000000,303.62698,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,1500000,437.61188,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,0
+0,500000,4285.4863,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,1000000,4810.7383,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,1500000,3159.4795,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,2000000,4827.994,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,2500000,4640.5977,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,3000000,3886.1118,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,3500000,4858.488,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,4000000,4403.479,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,4500000,4832.4785,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+0,5000000,4854.8687,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,7
+1,500000,295.46967,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,1000000,410.2804,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,1500000,502.82526,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,2000000,338.07034,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,2500000,362.09134,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,3000000,483.379,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,3500000,487.49976,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,4000000,518.9231,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,4500000,598.2916,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+1,5000000,593.73474,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,7
+2,500000,1026.4819,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,1000000,1128.0168,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,1500000,2152.878,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,2000000,4978.796,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,2500000,3330.7788,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,3000000,3680.7043,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,3500000,7396.346,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,4000000,6493.059,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,4500000,1043.8379,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+2,5000000,1547.9426,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,7
+3,500000,278.90686,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,1000000,4550.668,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,1500000,6009.744,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,2000000,4895.5137,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,2500000,4315.983,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,3000000,4802.1533,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,3500000,5255.0713,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,4000000,3420.481,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,4500000,5543.1357,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+3,5000000,256.22357,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,7
+4,500000,385.37427,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,1000000,322.58105,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,1500000,390.23764,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,2000000,666.21136,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,2500000,1189.8176,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,3000000,4681.0684,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,3500000,5079.413,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,4000000,4972.6084,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,4500000,4942.453,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+4,5000000,4858.745,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,7
+5,500000,4443.3794,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,1000000,2763.0498,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,1500000,2194.187,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,2000000,4616.8047,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,2500000,4441.2803,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,3000000,4558.955,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,3500000,4685.7554,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,4000000,4624.7725,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,4500000,4661.2183,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+5,5000000,4654.913,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,7
+6,500000,255.68161,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,1000000,390.5901,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,1500000,366.78058,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,2000000,463.59576,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,2500000,526.3263,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,3000000,636.16296,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,3500000,731.8427,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,4000000,980.8655,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,4500000,1263.3608,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+6,5000000,2192.6223,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,7
+7,500000,317.92316,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,1000000,3271.9907,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,1500000,3536.8252,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,2000000,4647.2563,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,2500000,4629.5874,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,3000000,4520.6055,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,3500000,4557.8022,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,4000000,4810.248,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,4500000,4828.59,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+7,5000000,4684.0156,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,7
+8,500000,4179.4897,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,1000000,3642.5186,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,1500000,132.33281,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,2000000,334.48596,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,2500000,166.83904,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,3000000,93.87453,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,3500000,82.08316,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,4000000,106.970566,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,4500000,76.01736,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+8,5000000,63.002148,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,7
+9,500000,246.56476,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,1000000,1648.5325,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,1500000,2660.1,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,2000000,2521.8267,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,2500000,1834.9968,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,3000000,3818.3408,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,3500000,4300.5996,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,4000000,4061.0725,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,4500000,3016.543,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+9,5000000,2335.1387,512,False,540763,0.00474209,15765,0.31441719,False,,,,,7
+10,500000,343.1788,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,1000000,719.077,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,1500000,1987.7769,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,2000000,4566.8823,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,2500000,5036.8765,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,3000000,4198.4385,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,3500000,4810.9844,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,4000000,5317.642,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,4500000,5282.714,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+10,5000000,5150.267,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,7
+11,500000,1193.3735,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,1000000,4536.6187,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,1500000,4740.216,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,2000000,4756.458,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,2500000,4681.7666,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,3000000,4754.151,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,3500000,4776.3486,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,4000000,4555.5312,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,4500000,3458.745,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+11,5000000,4138.9854,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,7
+12,500000,407.5095,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,1000000,5520.371,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,1500000,5753.0317,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,2000000,5272.1875,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,2500000,6413.8486,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,3000000,5750.702,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,3500000,6531.2715,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,4000000,7533.636,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,4500000,3938.2349,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+12,5000000,4212.307,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,7
+13,500000,375.23328,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,1000000,302.05304,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,1500000,274.43817,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,2000000,433.74084,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,2500000,405.2282,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,3000000,593.9237,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,3500000,658.3135,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,4000000,835.7191,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,4500000,1174.5515,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+13,5000000,2036.3049,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,7
+14,500000,546.7799,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,1000000,3878.9956,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,1500000,5003.352,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,2000000,5605.733,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,2500000,4946.786,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,3000000,2410.9395,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,3500000,5371.067,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,4000000,5168.4004,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,4500000,6191.7847,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,5000000,4509.7046,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
 15,500000,1754.0892,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,1000000,2173.5735,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,1500000,3603.3472,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
@@ -5279,26 +5279,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,1633.0259,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,4500000,729.10767,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,5000000,4707.1377,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
-16,500000,236.05045,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,1000000,224.63739,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,1500000,430.67255,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,2000000,462.6912,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,2500000,328.9474,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,3000000,275.80362,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,3500000,272.43042,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,4000000,337.77448,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,4500000,419.3756,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,5000000,499.23788,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-17,500000,428.1006,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,1000000,3491.3691,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,1500000,4718.2676,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,2000000,4157.7515,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,2500000,4844.398,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,3000000,5260.9707,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,3500000,5260.617,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,4000000,5645.1187,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,4500000,5560.2734,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
-17,5000000,5357.49,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,7
+16,500000,236.05045,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,1000000,224.63739,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,1500000,430.67255,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,2000000,462.6912,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,2500000,328.9474,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,3000000,275.80362,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,3500000,272.43042,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,4000000,337.77448,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,4500000,419.3756,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+16,5000000,499.23788,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,7
+17,500000,428.1006,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,1000000,3491.3691,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,1500000,4718.2676,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,2000000,4157.7515,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,2500000,4844.398,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,3000000,5260.9707,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,3500000,5260.617,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,4000000,5645.1187,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,4500000,5560.2734,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,5000000,5357.49,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
 18,500000,4673.451,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,1000000,3197.0327,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,1500000,2639.4653,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
@@ -5309,36 +5309,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,89.663025,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,4500000,71.47651,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,5000000,71.06684,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
-19,500000,452.6717,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,1000000,1314.7039,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,1500000,791.02496,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,2000000,420.82343,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,2500000,3969.8232,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,3000000,884.1505,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,3500000,1088.0781,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,4000000,3843.3418,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,4500000,543.10846,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-19,5000000,1415.8835,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
-20,500000,227.02469,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,1000000,295.18942,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,1500000,376.96722,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,2000000,491.03018,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,2500000,505.83215,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,3000000,493.3502,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,3500000,507.6027,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,4000000,393.72702,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,4500000,505.1129,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-20,5000000,494.77316,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,7
-21,500000,237.69336,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,1000000,432.8043,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,1500000,4270.285,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,2000000,4422.173,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,2500000,3748.524,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,3000000,4066.4058,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,3500000,3914.5227,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,4000000,3967.1802,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,4500000,4202.9375,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
-21,5000000,4197.157,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,7
+19,500000,452.6717,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,1000000,1314.7039,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,1500000,791.02496,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,2000000,420.82343,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,2500000,3969.8232,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,3000000,884.1505,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,3500000,1088.0781,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,4000000,3843.3418,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,4500000,543.10846,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+19,5000000,1415.8835,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,7
+20,500000,227.02469,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,1000000,295.18942,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,1500000,376.96722,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,2000000,491.03018,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,2500000,505.83215,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,3000000,493.3502,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,3500000,507.6027,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,4000000,393.72702,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,4500000,505.1129,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+20,5000000,494.77316,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,7
+21,500000,237.69336,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,1000000,432.8043,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,1500000,4270.285,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,2000000,4422.173,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,2500000,3748.524,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,3000000,4066.4058,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,3500000,3914.5227,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,4000000,3967.1802,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,4500000,4202.9375,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,5000000,4197.157,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
 22,500000,522.53864,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,1000000,1309.5365,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,1500000,4537.9854,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
@@ -5349,66 +5349,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4374.6797,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,4500000,4518.868,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,5000000,4596.828,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
-23,500000,1001.29297,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,1000000,2287.75,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,1500000,1575.4604,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,2000000,3947.3354,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,2500000,1265.813,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,3000000,2317.1147,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,3500000,2475.7476,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,4000000,3227.7153,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,4500000,3532.6592,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,5000000,2438.104,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-24,500000,426.0299,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,1000000,5276.507,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,1500000,3287.9539,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,2000000,212.89966,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,2500000,5294.2344,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,3000000,3287.0796,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,3500000,4764.7314,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,4000000,4659.5537,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,4500000,4480.584,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-24,5000000,2774.87,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,7
-25,500000,422.45593,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,1000000,3877.8306,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,1500000,6007.3115,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,2000000,5688.1587,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,2500000,4495.372,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,3000000,5330.9375,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,3500000,5376.8115,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,4000000,842.5366,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,4500000,6910.333,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-25,5000000,3668.956,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,7
-26,500000,470.26782,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,1000000,3520.002,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,1500000,5080.9453,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,2000000,1940.2317,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,2500000,508.47968,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,3000000,644.86774,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,3500000,6183.629,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,4000000,1085.406,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,4500000,6341.9146,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-26,5000000,245.0838,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,7
-27,500000,210.69823,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,1000000,210.29645,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,1500000,210.38733,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,2000000,210.50912,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,2500000,210.42696,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,3000000,210.24155,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,3500000,210.53677,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,4000000,210.63089,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,4500000,210.64548,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-27,5000000,210.7644,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,7
-28,500000,402.12616,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,1000000,317.23718,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,1500000,407.13702,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,2000000,551.2224,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,2500000,526.9965,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,3000000,1016.6322,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,3500000,4872.004,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,4000000,5064.9756,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,4500000,5105.7607,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
-28,5000000,5006.952,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,7
+23,500000,1001.29297,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,1000000,2287.75,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,1500000,1575.4604,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,2000000,3947.3354,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,2500000,1265.813,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,3000000,2317.1147,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,3500000,2475.7476,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,4000000,3227.7153,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,4500000,3532.6592,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+23,5000000,2438.104,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,7
+24,500000,426.0299,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,1000000,5276.507,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,1500000,3287.9539,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,2000000,212.89966,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,2500000,5294.2344,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,3000000,3287.0796,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,3500000,4764.7314,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,4000000,4659.5537,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,4500000,4480.584,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+24,5000000,2774.87,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,7
+25,500000,422.45593,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,1000000,3877.8306,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,1500000,6007.3115,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,2000000,5688.1587,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,2500000,4495.372,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,3000000,5330.9375,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,3500000,5376.8115,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,4000000,842.5366,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,4500000,6910.333,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+25,5000000,3668.956,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,7
+26,500000,470.26782,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,1000000,3520.002,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,1500000,5080.9453,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,2000000,1940.2317,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,2500000,508.47968,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,3000000,644.86774,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,3500000,6183.629,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,4000000,1085.406,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,4500000,6341.9146,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+26,5000000,245.0838,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,7
+27,500000,210.69823,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,1000000,210.29645,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,1500000,210.38733,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,2000000,210.50912,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,2500000,210.42696,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,3000000,210.24155,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,3500000,210.53677,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,4000000,210.63089,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,4500000,210.64548,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+27,5000000,210.7644,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,7
+28,500000,402.12616,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,1000000,317.23718,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,1500000,407.13702,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,2000000,551.2224,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,2500000,526.9965,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,3000000,1016.6322,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,3500000,4872.004,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,4000000,5064.9756,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,4500000,5105.7607,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
+28,5000000,5006.952,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,7
 29,500000,266.075,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,1000000,553.7446,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,1500000,482.35535,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
@@ -5419,16 +5419,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,1413.0039,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,4500000,4820.338,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,5000000,5116.6387,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
-30,500000,972.8707,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,1000000,2138.4749,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,1500000,1507.564,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,2000000,786.74835,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,2500000,4630.84,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,3000000,1529.3612,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,3500000,4785.4365,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,4000000,4651.8296,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,4500000,674.94904,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
-30,5000000,4224.643,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,7
+30,500000,972.8707,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,1000000,2138.4749,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,1500000,1507.564,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,2000000,786.74835,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,2500000,4630.84,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,3000000,1529.3612,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,3500000,4785.4365,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,4000000,4651.8296,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,4500000,674.94904,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
+30,5000000,4224.643,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,7
 31,500000,345.0932,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
 31,1000000,353.56454,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
 31,1500000,366.24338,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
@@ -5439,76 +5439,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,361.10538,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
 31,4500000,353.7294,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
 31,5000000,355.69485,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
-32,500000,4425.314,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,1000000,4170.044,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,1500000,3734.6724,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,2000000,4685.869,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,2500000,4959.706,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,3000000,4612.7534,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,3500000,4722.137,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,4000000,4446.032,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,4500000,1104.3772,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-32,5000000,3422.27,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,7
-33,500000,473.62238,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,1000000,4213.91,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,1500000,4344.696,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,2000000,5133.8013,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,2500000,6066.069,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,3000000,1432.8489,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,3500000,4137.878,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,4000000,628.98083,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,4500000,2970.474,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-33,5000000,4020.1345,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,7
-34,500000,210.55725,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,1000000,210.89539,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,1500000,210.5583,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,2000000,210.96848,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,2500000,211.08472,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,3000000,210.75012,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,3500000,210.96066,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,4000000,210.64737,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,4500000,210.52032,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-34,5000000,210.66777,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,7
-35,500000,2432.1282,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,1000000,211.4757,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,1500000,254.62431,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,2000000,105.4794,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,2500000,71.47229,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,3000000,93.921394,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,3500000,69.11113,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,4000000,64.020805,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,4500000,62.25439,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
-35,5000000,63.45567,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,7
+32,500000,4425.314,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,1000000,4170.044,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,1500000,3734.6724,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,2000000,4685.869,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,2500000,4959.706,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,3000000,4612.7534,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,3500000,4722.137,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,4000000,4446.032,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,4500000,1104.3772,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+32,5000000,3422.27,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,7
+33,500000,473.62238,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,1000000,4213.91,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,1500000,4344.696,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,2000000,5133.8013,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,2500000,6066.069,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,3000000,1432.8489,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,3500000,4137.878,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,4000000,628.98083,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,4500000,2970.474,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+33,5000000,4020.1345,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,7
+34,500000,210.55725,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,1000000,210.89539,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,1500000,210.5583,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,2000000,210.96848,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,2500000,211.08472,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,3000000,210.75012,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,3500000,210.96066,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,4000000,210.64737,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,4500000,210.52032,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+34,5000000,210.66777,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,7
+35,500000,2432.1282,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,1000000,211.4757,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,1500000,254.62431,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,2000000,105.4794,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,2500000,71.47229,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,3000000,93.921394,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,3500000,69.11113,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,4000000,64.020805,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,4500000,62.25439,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
+35,5000000,63.45567,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
 36,500000,257.9243,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,1000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,1500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,2000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,2500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,3000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,3500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,4000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,4500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-36,5000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
-37,500000,331.94592,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,1000000,327.9052,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,1500000,375.71582,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,2000000,387.79205,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,2500000,280.6214,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,3000000,401.93103,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,3500000,516.5271,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,4000000,429.00024,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,4500000,472.02908,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-37,5000000,515.3114,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,7
-38,500000,216.50757,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,1000000,215.41928,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,1500000,216.11143,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,2000000,215.95079,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,2500000,215.95744,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,3000000,215.31833,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,3500000,215.95099,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,4000000,215.46338,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,4500000,215.81755,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
-38,5000000,215.12076,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,7
+36,1000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,1500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,2000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,2500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,3000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,3500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,4000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,4500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+36,5000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
+37,500000,331.94592,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,1000000,327.9052,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,1500000,375.71582,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,2000000,387.79205,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,2500000,280.6214,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,3000000,401.93103,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,3500000,516.5271,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,4000000,429.00024,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,4500000,472.02908,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+37,5000000,515.3114,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,7
+38,500000,216.50757,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,1000000,215.41928,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,1500000,216.11143,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,2000000,215.95079,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,2500000,215.95744,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,3000000,215.31833,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,3500000,215.95099,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,4000000,215.46338,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,4500000,215.81755,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
+38,5000000,215.12076,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
 39,500000,285.26508,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,1000000,483.11145,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,1500000,581.5807,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
@@ -5519,16 +5519,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4155.0625,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,4500000,4418.504,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,5000000,4465.8154,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
-40,500000,231.93108,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,1000000,433.05203,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,1500000,457.06055,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,2000000,307.57385,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,2500000,314.05743,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,3000000,478.57776,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,3500000,404.4431,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,4000000,450.42236,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,4500000,458.37747,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
-40,5000000,565.45636,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,7
+40,500000,231.93108,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,1000000,433.05203,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,1500000,457.06055,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,2000000,307.57385,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,2500000,314.05743,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,3000000,478.57776,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,3500000,404.4431,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,4000000,450.42236,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,4500000,458.37747,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
+40,5000000,565.45636,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,7
 41,500000,209.95709,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,1000000,210.12958,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,1500000,210.28058,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
@@ -5539,36 +5539,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,210.30273,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,4500000,210.54405,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,5000000,210.5087,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
-42,500000,315.97772,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,1000000,488.21198,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,1500000,420.7298,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,2000000,1448.3484,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,2500000,4616.3984,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,3000000,4860.9287,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,3500000,4838.0596,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,4000000,4795.4277,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,4500000,4594.149,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-42,5000000,4453.1904,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,7
-43,500000,794.3626,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,1000000,4896.9497,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,1500000,4721.8735,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,2000000,3482.6045,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,2500000,1618.197,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,3000000,4733.4434,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,3500000,3101.146,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,4000000,4559.45,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,4500000,4650.997,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-43,5000000,4666.729,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,7
-44,500000,210.73358,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,1000000,210.57149,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,1500000,210.75368,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,2000000,210.37708,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,2500000,210.60406,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,3000000,210.58408,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,3500000,210.43289,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,4000000,210.48715,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,4500000,210.4512,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
-44,5000000,210.48277,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,7
+42,500000,315.97772,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,1000000,488.21198,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,1500000,420.7298,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,2000000,1448.3484,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,2500000,4616.3984,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,3000000,4860.9287,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,3500000,4838.0596,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,4000000,4795.4277,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,4500000,4594.149,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+42,5000000,4453.1904,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,7
+43,500000,794.3626,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,1000000,4896.9497,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,1500000,4721.8735,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,2000000,3482.6045,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,2500000,1618.197,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,3000000,4733.4434,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,3500000,3101.146,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,4000000,4559.45,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,4500000,4650.997,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+43,5000000,4666.729,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,7
+44,500000,210.73358,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,1000000,210.57149,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,1500000,210.75368,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,2000000,210.37708,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,2500000,210.60406,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,3000000,210.58408,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,3500000,210.43289,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,4000000,210.48715,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,4500000,210.4512,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
+44,5000000,210.48277,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,7
 45,500000,317.82794,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,1000000,453.84888,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,1500000,788.1235,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
@@ -5579,26 +5579,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4493.7207,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,4500000,4087.021,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,5000000,4587.1963,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
-46,500000,408.71655,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,1000000,1040.8552,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,1500000,4446.916,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,2000000,4357.59,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,2500000,5750.928,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,3000000,5765.1265,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,3500000,5665.003,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,4000000,6379.4297,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,4500000,6052.1787,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-46,5000000,5568.4336,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,7
-47,500000,595.7594,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,1000000,4649.965,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,1500000,5748.826,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,2000000,4012.2114,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,2500000,5528.3047,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,3000000,3518.276,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,3500000,5760.3467,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,4000000,3762.0503,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,4500000,5743.184,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
-47,5000000,5121.6875,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,7
+46,500000,408.71655,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,1000000,1040.8552,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,1500000,4446.916,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,2000000,4357.59,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,2500000,5750.928,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,3000000,5765.1265,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,3500000,5665.003,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,4000000,6379.4297,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,4500000,6052.1787,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+46,5000000,5568.4336,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,7
+47,500000,595.7594,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,1000000,4649.965,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,1500000,5748.826,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,2000000,4012.2114,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,2500000,5528.3047,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,3000000,3518.276,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,3500000,5760.3467,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,4000000,3762.0503,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,4500000,5743.184,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
+47,5000000,5121.6875,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,7
 48,500000,3925.929,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,7
 48,1000000,3649.2917,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,7
 48,1500000,4319.742,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,7
@@ -5629,16 +5629,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,5052.465,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,7
 50,4500000,2457.9263,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,7
 50,5000000,625.26086,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,7
-51,500000,459.23828,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,1000000,3617.291,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,1500000,5843.7935,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,2000000,6372.117,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,2500000,6410.601,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,3000000,5794.1714,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,3500000,6127.8774,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,4000000,6393.529,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,4500000,6572.9697,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
-51,5000000,7237.0054,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,7
+51,500000,459.23828,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,1000000,3617.291,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,1500000,5843.7935,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,2000000,6372.117,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,2500000,6410.601,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,3000000,5794.1714,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,3500000,6127.8774,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,4000000,6393.529,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,4500000,6572.9697,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
+51,5000000,7237.0054,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,7
 52,500000,396.6453,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,1000000,468.57324,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,1500000,839.5613,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
@@ -5649,66 +5649,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,3776.719,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,4500000,3012.3706,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,5000000,3654.1763,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
-53,500000,273.73404,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,1000000,269.04385,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,1500000,262.51532,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,2000000,436.37198,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,2500000,366.39062,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,3000000,444.26993,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,3500000,431.63144,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,4000000,527.49524,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,4500000,420.28424,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-53,5000000,438.1339,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,7
-54,500000,1124.7612,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,1000000,4551.149,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,1500000,4561.704,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,2000000,4322.7354,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,2500000,4586.615,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,3000000,4678.917,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,3500000,4564.9756,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,4000000,4657.5474,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,4500000,4723.916,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
-54,5000000,4037.146,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,7
+53,500000,273.73404,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,1000000,269.04385,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,1500000,262.51532,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,2000000,436.37198,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,2500000,366.39062,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,3000000,444.26993,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,3500000,431.63144,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,4000000,527.49524,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,4500000,420.28424,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+53,5000000,438.1339,512,False,495568,1.58e-06,982,0.13248206,False,,,,,7
+54,500000,1124.7612,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,1000000,4551.149,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,1500000,4561.704,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,2000000,4322.7354,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,2500000,4586.615,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,3000000,4678.917,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,3500000,4564.9756,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,4000000,4657.5474,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,4500000,4723.916,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,5000000,4037.146,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
 55,500000,154.46396,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,1000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,1500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,2000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,2500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,3000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,3500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,4000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,4500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-55,5000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
-56,500000,210.63242,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,1000000,210.79156,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,1500000,210.88548,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,2000000,210.85617,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,2500000,210.9419,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,3000000,210.81961,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,3500000,210.92383,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,4000000,210.45067,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,4500000,210.89023,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-56,5000000,211.00575,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,7
-57,500000,314.41315,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,1000000,329.14883,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,1500000,277.68414,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,2000000,344.39734,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,2500000,391.45932,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,3000000,433.10873,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,3500000,964.1283,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,4000000,721.7871,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,4500000,1148.5063,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-57,5000000,1428.1533,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,7
-58,500000,209.1582,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,1000000,209.37836,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,1500000,209.55096,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,2000000,209.80612,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,2500000,209.51471,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,3000000,209.63878,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,3500000,209.93204,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,4000000,209.55432,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,4500000,209.62813,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
-58,5000000,210.18594,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,7
+55,1000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,1500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,2000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,2500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,3000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,3500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,4000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,4500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+55,5000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
+56,500000,210.63242,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,1000000,210.79156,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,1500000,210.88548,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,2000000,210.85617,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,2500000,210.9419,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,3000000,210.81961,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,3500000,210.92383,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,4000000,210.45067,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,4500000,210.89023,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+56,5000000,211.00575,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,7
+57,500000,314.41315,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,1000000,329.14883,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,1500000,277.68414,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,2000000,344.39734,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,2500000,391.45932,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,3000000,433.10873,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,3500000,964.1283,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,4000000,721.7871,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,4500000,1148.5063,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+57,5000000,1428.1533,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,7
+58,500000,209.1582,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,1000000,209.37836,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,1500000,209.55096,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,2000000,209.80612,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,2500000,209.51471,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,3000000,209.63878,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,3500000,209.93204,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,4000000,209.55432,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,4500000,209.62813,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,5000000,210.18594,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
 59,500000,434.56494,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,1000000,444.96765,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,1500000,471.19073,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
@@ -5719,46 +5719,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,3997.3164,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,4500000,4222.451,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,5000000,4162.499,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
-60,500000,324.94562,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,1000000,1873.46,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,1500000,4284.6885,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,2000000,4522.7925,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,2500000,4714.6025,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,3000000,4715.8896,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,3500000,4759.66,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,4000000,4631.897,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,4500000,4707.721,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-60,5000000,4612.7783,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
-61,500000,276.9241,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,1000000,469.28387,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,1500000,436.69977,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,2000000,478.6609,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,2500000,452.2085,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,3000000,554.36664,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,3500000,482.39413,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,4000000,462.5597,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,4500000,511.0407,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-61,5000000,548.1886,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,7
-62,500000,529.8225,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,1000000,2405.0957,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,1500000,3341.5288,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,2000000,4646.5215,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,2500000,3196.7563,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,3000000,5383.0786,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,3500000,7925.3057,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,4000000,6378.0693,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,4500000,7088.95,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-62,5000000,5732.9595,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,7
-63,500000,380.16785,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,1000000,461.52884,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,1500000,379.9188,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,2000000,702.05176,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,2500000,1351.186,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,3000000,3497.3655,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,3500000,4470.1533,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,4000000,4493.055,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,4500000,4432.4595,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
-63,5000000,4522.329,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,7
+60,500000,324.94562,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,1000000,1873.46,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,1500000,4284.6885,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,2000000,4522.7925,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,2500000,4714.6025,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,3000000,4715.8896,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,3500000,4759.66,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,4000000,4631.897,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,4500000,4707.721,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+60,5000000,4612.7783,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,7
+61,500000,276.9241,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,1000000,469.28387,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,1500000,436.69977,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,2000000,478.6609,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,2500000,452.2085,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,3000000,554.36664,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,3500000,482.39413,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,4000000,462.5597,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,4500000,511.0407,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+61,5000000,548.1886,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,7
+62,500000,529.8225,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,1000000,2405.0957,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,1500000,3341.5288,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,2000000,4646.5215,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,2500000,3196.7563,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,3000000,5383.0786,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,3500000,7925.3057,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,4000000,6378.0693,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,4500000,7088.95,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+62,5000000,5732.9595,512,False,220480,0.00107533,11522,1.86025571,False,,,,,7
+63,500000,380.16785,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,1000000,461.52884,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,1500000,379.9188,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,2000000,702.05176,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,2500000,1351.186,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,3000000,3497.3655,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,3500000,4470.1533,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,4000000,4493.055,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,4500000,4432.4595,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
+63,5000000,4522.329,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,7
 64,500000,301.3322,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,1000000,73.98399,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,1500000,263.63025,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
@@ -5769,26 +5769,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,413.91376,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,4500000,489.55237,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,5000000,519.34247,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
-65,500000,368.3268,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,1000000,540.141,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,1500000,1144.0546,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,2000000,3928.2246,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,2500000,3692.857,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,3000000,5066.9585,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,3500000,4662.674,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,4000000,5510.2686,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,4500000,5635.1895,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,5000000,5750.461,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-66,500000,1207.7332,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,1000000,4541.9663,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,1500000,4503.5835,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,2000000,4513.1377,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,2500000,3778.5977,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,3000000,4793.2246,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,3500000,4735.2705,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,4000000,4204.631,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,4500000,3865.5352,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,5000000,4172.5215,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
+65,500000,368.3268,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,1000000,540.141,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,1500000,1144.0546,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,2000000,3928.2246,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,2500000,3692.857,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,3000000,5066.9585,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,3500000,4662.674,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,4000000,5510.2686,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,4500000,5635.1895,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,5000000,5750.461,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+66,500000,1207.7332,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,1000000,4541.9663,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,1500000,4503.5835,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,2000000,4513.1377,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,2500000,3778.5977,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,3000000,4793.2246,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,3500000,4735.2705,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,4000000,4204.631,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,4500000,3865.5352,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,5000000,4172.5215,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
 67,500000,273.36487,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,1000000,427.04675,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,1500000,555.09576,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
@@ -5799,26 +5799,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,525.8237,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,4500000,973.2991,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,5000000,1316.9326,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
-68,500000,1752.7971,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,1000000,2085.3718,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,1500000,3539.527,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,2000000,3410.6323,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,2500000,2753.131,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,3000000,4413.408,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,3500000,562.08435,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,4000000,3774.4336,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,4500000,3785.9727,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,5000000,4860.8994,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-69,500000,370.08795,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,1000000,2445.1216,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,1500000,5664.1553,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,2000000,4786.887,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,2500000,5408.034,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,3000000,3504.2124,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,3500000,5659.1016,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,4000000,5751.716,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,4500000,6181.0024,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,5000000,6440.377,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
+68,500000,1752.7971,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,1000000,2085.3718,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,1500000,3539.527,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,2000000,3410.6323,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,2500000,2753.131,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,3000000,4413.408,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,3500000,562.08435,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,4000000,3774.4336,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,4500000,3785.9727,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,5000000,4860.8994,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+69,500000,370.08795,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,1000000,2445.1216,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,1500000,5664.1553,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,2000000,4786.887,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,2500000,5408.034,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,3000000,3504.2124,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,3500000,5659.1016,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,4000000,5751.716,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,4500000,6181.0024,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,5000000,6440.377,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
 70,500000,390.5078,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,1000000,624.5244,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,1500000,1177.5752,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
@@ -5829,16 +5829,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4555.2773,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,4500000,4612.008,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,5000000,4404.635,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
-71,500000,256.45886,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,1000000,421.84064,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,1500000,360.36652,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,2000000,343.67944,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,2500000,455.08917,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,3000000,536.6177,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,3500000,796.83923,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,4000000,1085.1392,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,4500000,1259.7395,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,5000000,2678.6138,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
+71,500000,256.45886,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,1000000,421.84064,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,1500000,360.36652,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,2000000,343.67944,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,2500000,455.08917,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,3000000,536.6177,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,3500000,796.83923,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,4000000,1085.1392,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,4500000,1259.7395,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,5000000,2678.6138,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
 72,500000,207.64386,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,1000000,208.31273,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,1500000,208.2571,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
@@ -5849,16 +5849,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,208.26869,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,4500000,208.24182,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,5000000,208.48793,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
-73,500000,209.60419,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,1000000,209.95462,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,1500000,209.69502,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,2000000,210.00565,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,2500000,209.63123,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,3000000,209.33951,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,3500000,209.57944,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,4000000,209.49869,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,4500000,209.76068,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,5000000,209.7157,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
+73,500000,209.60419,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,1000000,209.95462,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,1500000,209.69502,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,2000000,210.00565,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,2500000,209.63123,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,3000000,209.33951,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,3500000,209.57944,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,4000000,209.49869,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,4500000,209.76068,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,5000000,209.7157,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
 74,500000,966.9419,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,7
 74,1000000,4338.2866,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,7
 74,1500000,4352.569,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,7
@@ -5883,62 +5883,62 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,1000000,186.64948,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
 76,1500000,294.39505,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
 76,2000000,69.44574,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-76,2500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-76,3000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-76,3500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-76,4000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-76,4500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-76,5000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
-77,500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,1000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,1500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,2000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,2500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,3000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,3500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,4000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,4500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-77,5000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,7
-78,500000,209.59766,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,1000000,209.13344,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,1500000,209.05766,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,2000000,209.15904,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,2500000,209.6275,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,3000000,209.51196,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,3500000,209.4172,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,4000000,209.51091,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,4500000,209.19673,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-78,5000000,209.62338,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,7
-79,500000,3599.9387,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,1000000,4202.72,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,1500000,3958.6145,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,2000000,3947.5684,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,2500000,1866.3207,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,3000000,4748.711,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,3500000,1244.9287,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,4000000,2609.2175,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,4500000,4979.3555,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-79,5000000,631.95135,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,7
-80,500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,1000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,1500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,2000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,2500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,3000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,3500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,4000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,4500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-80,5000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,7
-81,500000,382.66693,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,1000000,2727.824,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,1500000,5331.9688,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,2000000,3854.0076,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,2500000,4119.049,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,3000000,3284.391,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,3500000,2997.7588,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,4000000,2418.897,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,4500000,5760.223,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
-81,5000000,3831.3296,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,7
+76,2500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
+76,3000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
+76,3500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
+76,4000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
+76,4500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
+76,5000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,7
+77,500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,1000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,1500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,2000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,2500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,3000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,3500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,4000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,4500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+77,5000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,7
+78,500000,209.59766,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,1000000,209.13344,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,1500000,209.05766,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,2000000,209.15904,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,2500000,209.6275,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,3000000,209.51196,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,3500000,209.4172,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,4000000,209.51091,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,4500000,209.19673,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+78,5000000,209.62338,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,7
+79,500000,3599.9387,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,1000000,4202.72,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,1500000,3958.6145,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,2000000,3947.5684,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,2500000,1866.3207,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,3000000,4748.711,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,3500000,1244.9287,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,4000000,2609.2175,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,4500000,4979.3555,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+79,5000000,631.95135,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,7
+80,500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,1000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,1500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,2000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,2500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,3000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,3500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,4000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,4500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+80,5000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,7
+81,500000,382.66693,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,1000000,2727.824,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,1500000,5331.9688,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,2000000,3854.0076,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,2500000,4119.049,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,3000000,3284.391,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,3500000,2997.7588,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,4000000,2418.897,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,4500000,5760.223,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
+81,5000000,3831.3296,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,7
 82,500000,212.82434,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,7
 82,1000000,212.49155,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,7
 82,1500000,213.11331,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,7
@@ -5949,26 +5949,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,212.90015,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,7
 82,4500000,212.31615,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,7
 82,5000000,212.57034,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,7
-83,500000,426.70892,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,1000000,597.52563,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,1500000,2709.2559,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,2000000,4051.5725,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,2500000,4729.7534,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,3000000,4485.6445,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,3500000,4636.2686,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,4000000,3727.2551,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,4500000,4557.2256,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-83,5000000,4650.758,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,7
-84,500000,240.9205,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,1000000,481.51355,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,1500000,490.7035,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,2000000,338.50702,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,2500000,391.7947,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,3000000,489.53952,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,3500000,403.30295,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,4000000,470.18848,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,4500000,369.35666,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
-84,5000000,487.57776,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,7
+83,500000,426.70892,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,1000000,597.52563,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,1500000,2709.2559,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,2000000,4051.5725,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,2500000,4729.7534,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,3000000,4485.6445,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,3500000,4636.2686,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,4000000,3727.2551,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,4500000,4557.2256,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+83,5000000,4650.758,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,7
+84,500000,240.9205,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,1000000,481.51355,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,1500000,490.7035,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,2000000,338.50702,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,2500000,391.7947,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,3000000,489.53952,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,3500000,403.30295,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,4000000,470.18848,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,4500000,369.35666,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,5000000,487.57776,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
 85,500000,683.95325,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,7
 85,1000000,3600.6152,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,7
 85,1500000,4588.5386,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,7
@@ -5989,46 +5989,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,383.04016,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,7
 86,4500000,399.32123,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,7
 86,5000000,400.5814,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,7
-87,500000,372.37283,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,1000000,549.8337,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,1500000,678.5271,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,2000000,3536.6768,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,2500000,4808.722,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,3000000,4648.316,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,3500000,4520.489,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,4000000,4591.2485,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,4500000,4692.1562,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,5000000,4609.13,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-88,500000,397.6054,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,1000000,207.80376,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,1500000,422.85178,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,2000000,410.35837,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,2500000,584.8048,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,3000000,495.65485,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,3500000,706.9977,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,4000000,989.4391,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,4500000,1387.8553,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-88,5000000,3215.06,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,7
-89,500000,4417.2837,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,1000000,4272.362,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,1500000,3116.1895,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,2000000,4795.248,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,2500000,2234.2822,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,3000000,4678.8184,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,3500000,333.50018,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,4000000,166.87003,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,4500000,85.99908,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-89,5000000,73.21895,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,7
-90,500000,358.12137,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,1000000,252.51099,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,1500000,305.1504,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,2000000,404.13794,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,2500000,530.40283,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,3000000,593.8347,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,3500000,673.204,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,4000000,850.1075,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,4500000,1690.166,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
-90,5000000,1438.1302,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
+87,500000,372.37283,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,1000000,549.8337,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,1500000,678.5271,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,2000000,3536.6768,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,2500000,4808.722,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,3000000,4648.316,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,3500000,4520.489,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,4000000,4591.2485,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,4500000,4692.1562,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+87,5000000,4609.13,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,7
+88,500000,397.6054,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,1000000,207.80376,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,1500000,422.85178,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,2000000,410.35837,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,2500000,584.8048,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,3000000,495.65485,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,3500000,706.9977,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,4000000,989.4391,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,4500000,1387.8553,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+88,5000000,3215.06,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,7
+89,500000,4417.2837,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,1000000,4272.362,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,1500000,3116.1895,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,2000000,4795.248,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,2500000,2234.2822,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,3000000,4678.8184,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,3500000,333.50018,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,4000000,166.87003,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,4500000,85.99908,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+89,5000000,73.21895,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,7
+90,500000,358.12137,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,1000000,252.51099,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,1500000,305.1504,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,2000000,404.13794,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,2500000,530.40283,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,3000000,593.8347,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,3500000,673.204,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,4000000,850.1075,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,4500000,1690.166,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,5000000,1438.1302,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
 91,500000,175.35202,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,1000000,245.1225,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,1500000,272.26447,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
@@ -6039,26 +6039,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,430.84058,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,4500000,467.25684,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,5000000,498.61554,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
-92,500000,617.7805,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,1000000,1368.809,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,1500000,2441.6172,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,2000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,2500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,3000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,3500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,4000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,4500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,5000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-93,500000,547.9313,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,1000000,4589.8916,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,1500000,4365.0933,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,2000000,4638.0923,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,2500000,4563.8804,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,3000000,4734.469,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,3500000,3881.0823,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,4000000,4801.606,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,4500000,4819.046,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
-93,5000000,4392.946,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,7
+92,500000,617.7805,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,1000000,1368.809,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,1500000,2441.6172,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,2000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,2500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,3000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,3500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,4000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,4500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+92,5000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,7
+93,500000,547.9313,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,1000000,4589.8916,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,1500000,4365.0933,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,2000000,4638.0923,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,2500000,4563.8804,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,3000000,4734.469,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,3500000,3881.0823,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,4000000,4801.606,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,4500000,4819.046,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,5000000,4392.946,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
 94,500000,396.16086,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,1000000,3251.9297,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,1500000,4362.8984,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
@@ -6069,66 +6069,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4451.633,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,4500000,4466.028,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,5000000,4442.3604,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
-95,500000,3115.2734,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,1000000,3301.3455,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,1500000,4861.321,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,2000000,4635.9355,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,2500000,4071.3745,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,3000000,4545.7974,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,3500000,4249.782,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,4000000,5063.694,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,4500000,4968.994,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,5000000,4966.5547,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-96,500000,2464.1167,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,1000000,4368.861,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,1500000,5580.061,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,2000000,5727.789,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,2500000,4746.353,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,3000000,3414.9272,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,3500000,5261.261,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,4000000,5657.4526,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,4500000,5047.6426,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-96,5000000,5306.7676,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,7
-97,500000,224.45883,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,1000000,260.30133,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,1500000,485.89203,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,2000000,322.5135,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,2500000,347.2064,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,3000000,410.13586,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,3500000,541.1565,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,4000000,432.836,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,4500000,421.04675,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-97,5000000,470.07376,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,7
-98,500000,220.89711,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,1000000,322.87198,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,1500000,473.10492,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,2000000,1747.3125,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,2500000,4522.1406,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,3000000,2207.362,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,3500000,3064.16,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,4000000,2080.1719,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,4500000,4843.461,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-98,5000000,3941.9714,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,7
-99,500000,479.4522,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,1000000,964.7494,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,1500000,1147.2086,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,2000000,1510.4211,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,2500000,2658.1814,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,3000000,639.17706,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,3500000,2357.2432,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,4000000,1464.5751,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,4500000,2603.7922,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-99,5000000,2955.7686,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,7
-100,500000,212.21594,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,1000000,347.5927,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,1500000,329.3878,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,2000000,322.12686,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,2500000,388.07526,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,3000000,391.16205,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,3500000,385.84473,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,4000000,333.3523,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,4500000,381.32434,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
-100,5000000,386.87323,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,7
+95,500000,3115.2734,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,1000000,3301.3455,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,1500000,4861.321,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,2000000,4635.9355,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,2500000,4071.3745,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,3000000,4545.7974,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,3500000,4249.782,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,4000000,5063.694,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,4500000,4968.994,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+95,5000000,4966.5547,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,7
+96,500000,2464.1167,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,1000000,4368.861,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,1500000,5580.061,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,2000000,5727.789,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,2500000,4746.353,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,3000000,3414.9272,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,3500000,5261.261,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,4000000,5657.4526,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,4500000,5047.6426,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+96,5000000,5306.7676,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,7
+97,500000,224.45883,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,1000000,260.30133,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,1500000,485.89203,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,2000000,322.5135,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,2500000,347.2064,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,3000000,410.13586,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,3500000,541.1565,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,4000000,432.836,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,4500000,421.04675,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+97,5000000,470.07376,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,7
+98,500000,220.89711,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,1000000,322.87198,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,1500000,473.10492,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,2000000,1747.3125,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,2500000,4522.1406,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,3000000,2207.362,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,3500000,3064.16,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,4000000,2080.1719,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,4500000,4843.461,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+98,5000000,3941.9714,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,7
+99,500000,479.4522,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,1000000,964.7494,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,1500000,1147.2086,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,2000000,1510.4211,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,2500000,2658.1814,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,3000000,639.17706,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,3500000,2357.2432,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,4000000,1464.5751,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,4500000,2603.7922,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+99,5000000,2955.7686,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,7
+100,500000,212.21594,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,1000000,347.5927,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,1500000,329.3878,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,2000000,322.12686,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,2500000,388.07526,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,3000000,391.16205,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,3500000,385.84473,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,4000000,333.3523,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,4500000,381.32434,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
+100,5000000,386.87323,512,False,532563,0.01382716,16141,3.6880202,False,,,,,7
 101,500000,562.00995,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,7
 101,1000000,391.13007,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,7
 101,1500000,471.39532,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,7
@@ -6149,16 +6149,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,210.30952,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,7
 102,4500000,210.08151,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,7
 102,5000000,210.24254,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,7
-103,500000,214.266,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,1000000,214.24026,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,1500000,213.9639,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,2000000,213.8664,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,2500000,214.15402,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,3000000,213.59341,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,3500000,213.77182,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,4000000,213.71786,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,4500000,213.36807,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
-103,5000000,213.55396,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,7
+103,500000,214.266,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,1000000,214.24026,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,1500000,213.9639,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,2000000,213.8664,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,2500000,214.15402,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,3000000,213.59341,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,3500000,213.77182,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,4000000,213.71786,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,4500000,213.36807,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
+103,5000000,213.55396,512,False,562455,0.05484151,11937,0.45635448,False,,,,,7
 104,500000,4382.8467,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,7
 104,1000000,4330.7573,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,7
 104,1500000,3918.69,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,7
@@ -6189,26 +6189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,209.1705,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,7
 106,4500000,208.83731,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,7
 106,5000000,209.33937,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,7
-107,500000,4000.9712,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,1000000,1464.0452,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,1500000,371.5627,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,2000000,4452.081,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,2500000,503.5562,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,3000000,150.60577,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,3500000,264.96262,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,4000000,222.46927,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,4500000,170.54646,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-107,5000000,228.87271,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,7
-108,500000,211.14738,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,1000000,210.72964,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,1500000,210.79602,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,2000000,211.00891,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,2500000,210.82976,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,3000000,210.5535,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,3500000,210.62883,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,4000000,210.55576,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,4500000,211.16031,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
-108,5000000,211.0256,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,7
+107,500000,4000.9712,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,1000000,1464.0452,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,1500000,371.5627,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,2000000,4452.081,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,2500000,503.5562,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,3000000,150.60577,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,3500000,264.96262,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,4000000,222.46927,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,4500000,170.54646,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+107,5000000,228.87271,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,7
+108,500000,211.14738,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,1000000,210.72964,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,1500000,210.79602,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,2000000,211.00891,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,2500000,210.82976,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,3000000,210.5535,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,3500000,210.62883,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,4000000,210.55576,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,4500000,211.16031,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,5000000,211.0256,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
 109,500000,207.45761,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,1000000,207.75432,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,1500000,208.05399,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
@@ -6219,26 +6219,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,208.01328,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,4500000,208.06107,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,5000000,208.03915,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
-110,500000,234.65886,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,1000000,334.44727,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,1500000,374.86725,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,2000000,227.532,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,2500000,410.65894,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,3000000,396.67065,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,3500000,500.17032,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,4000000,351.3485,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,4500000,437.36057,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,5000000,460.35315,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-111,500000,209.47154,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,1000000,209.43199,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,1500000,209.90764,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,2000000,209.85852,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,2500000,209.65775,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,3000000,209.56938,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,3500000,209.80804,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,4000000,209.91692,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,4500000,210.06879,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
-111,5000000,209.62961,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,7
+110,500000,234.65886,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,1000000,334.44727,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,1500000,374.86725,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,2000000,227.532,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,2500000,410.65894,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,3000000,396.67065,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,3500000,500.17032,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,4000000,351.3485,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,4500000,437.36057,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+110,5000000,460.35315,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,7
+111,500000,209.47154,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,1000000,209.43199,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,1500000,209.90764,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,2000000,209.85852,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,2500000,209.65775,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,3000000,209.56938,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,3500000,209.80804,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,4000000,209.91692,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,4500000,210.06879,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,5000000,209.62961,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
 112,500000,649.2677,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,1000000,3688.2046,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,1500000,3248.7336,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
@@ -6249,16 +6249,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,194.23776,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,4500000,653.02295,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,5000000,1111.7291,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
-113,500000,487.10986,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,1000000,1148.7532,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,1500000,4310.483,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,2000000,2141.5552,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,2500000,3480.1177,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,3000000,4701.0713,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,3500000,4380.253,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,4000000,4434.8184,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,4500000,4812.492,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,5000000,4880.961,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
+113,500000,487.10986,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,1000000,1148.7532,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,1500000,4310.483,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,2000000,2141.5552,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,2500000,3480.1177,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,3000000,4701.0713,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,3500000,4380.253,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,4000000,4434.8184,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,4500000,4812.492,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
+113,5000000,4880.961,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
 114,500000,516.9509,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,1000000,4297.034,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,1500000,3192.1475,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
@@ -6269,16 +6269,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,297.20792,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,4500000,171.60934,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,5000000,96.49826,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
-115,500000,210.9262,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,1000000,210.80057,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,1500000,210.81421,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,2000000,210.4721,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,2500000,210.57094,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,3000000,210.41779,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,3500000,210.56407,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,4000000,210.73361,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,4500000,210.48303,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
-115,5000000,210.66516,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,7
+115,500000,210.9262,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,1000000,210.80057,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,1500000,210.81421,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,2000000,210.4721,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,2500000,210.57094,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,3000000,210.41779,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,3500000,210.56407,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,4000000,210.73361,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,4500000,210.48303,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
+115,5000000,210.66516,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
 116,500000,2002.3235,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,7
 116,1000000,4120.322,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,7
 116,1500000,4218.0283,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,7
@@ -6299,76 +6299,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4673.439,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,7
 117,4500000,4703.116,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,7
 117,5000000,4454.342,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,7
-118,500000,330.02988,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,1000000,502.45273,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,1500000,385.34796,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,2000000,626.6406,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,2500000,738.3479,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,3000000,895.2691,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,3500000,1540.5264,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,4000000,3567.277,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,4500000,2829.6382,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-118,5000000,2981.4648,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
-119,500000,454.97217,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,1000000,3636.907,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,1500000,943.11926,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,2000000,4704.463,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,2500000,4761.121,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,3000000,2607.6567,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,3500000,6637.5938,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,4000000,7623.451,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,4500000,8466.928,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-119,5000000,7056.8057,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,7
-120,500000,481.4338,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,1000000,1370.0726,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,1500000,3937.234,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,2000000,3849.9363,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,2500000,5509.176,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,3000000,4445.0845,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,3500000,3560.1616,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,4000000,3999.2158,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,4500000,5666.9834,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-120,5000000,5153.114,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,7
-121,500000,556.093,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,1000000,5674.7925,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,1500000,4908.103,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,2000000,6076.757,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,2500000,5195.7437,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,3000000,372.35092,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,3500000,4725.76,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,4000000,4947.471,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,4500000,3936.2588,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-121,5000000,4469.273,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,7
-122,500000,428.305,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,1000000,450.84006,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,1500000,458.00552,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,2000000,450.62775,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,2500000,494.55066,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,3000000,512.87067,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,3500000,488.71082,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,4000000,501.16803,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,4500000,498.30093,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-122,5000000,502.44916,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,7
-123,500000,332.47192,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,1000000,317.4609,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,1500000,286.6322,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,2000000,373.88464,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,2500000,396.63477,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,3000000,429.4431,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,3500000,404.79886,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,4000000,620.2627,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,4500000,829.9814,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-123,5000000,1407.8618,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,7
-124,500000,282.58124,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,1000000,505.53625,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,1500000,967.5779,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,2000000,2293.2788,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,2500000,4435.303,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,3000000,4831.1934,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,3500000,4777.4805,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,4000000,5037.462,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,4500000,5040.6333,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
-124,5000000,5154.1113,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,7
+118,500000,330.02988,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,1000000,502.45273,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,1500000,385.34796,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,2000000,626.6406,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,2500000,738.3479,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,3000000,895.2691,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,3500000,1540.5264,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,4000000,3567.277,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,4500000,2829.6382,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+118,5000000,2981.4648,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,7
+119,500000,454.97217,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,1000000,3636.907,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,1500000,943.11926,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,2000000,4704.463,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,2500000,4761.121,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,3000000,2607.6567,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,3500000,6637.5938,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,4000000,7623.451,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,4500000,8466.928,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+119,5000000,7056.8057,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,7
+120,500000,481.4338,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,1000000,1370.0726,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,1500000,3937.234,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,2000000,3849.9363,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,2500000,5509.176,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,3000000,4445.0845,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,3500000,3560.1616,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,4000000,3999.2158,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,4500000,5666.9834,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+120,5000000,5153.114,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,7
+121,500000,556.093,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,1000000,5674.7925,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,1500000,4908.103,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,2000000,6076.757,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,2500000,5195.7437,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,3000000,372.35092,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,3500000,4725.76,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,4000000,4947.471,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,4500000,3936.2588,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+121,5000000,4469.273,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,7
+122,500000,428.305,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,1000000,450.84006,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,1500000,458.00552,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,2000000,450.62775,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,2500000,494.55066,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,3000000,512.87067,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,3500000,488.71082,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,4000000,501.16803,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,4500000,498.30093,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+122,5000000,502.44916,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,7
+123,500000,332.47192,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,1000000,317.4609,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,1500000,286.6322,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,2000000,373.88464,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,2500000,396.63477,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,3000000,429.4431,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,3500000,404.79886,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,4000000,620.2627,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,4500000,829.9814,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+123,5000000,1407.8618,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,7
+124,500000,282.58124,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,1000000,505.53625,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,1500000,967.5779,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,2000000,2293.2788,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,2500000,4435.303,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,3000000,4831.1934,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,3500000,4777.4805,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,4000000,5037.462,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,4500000,5040.6333,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
+124,5000000,5154.1113,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,7
 125,500000,401.25092,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,7
 125,1000000,491.1941,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,7
 125,1500000,796.43256,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,7
@@ -6388,27 +6388,27 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,3500000,228.87073,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,7
 126,4000000,170.4414,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,7
 126,4500000,79.10207,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,7
-126,5000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,7
-127,500000,690.651,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,1000000,4010.742,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,1500000,4543.9194,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,2000000,4821.076,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,2500000,4684.1577,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,3000000,4787.5615,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,3500000,4722.5986,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,4000000,4878.506,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,4500000,4689.213,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-127,5000000,4821.205,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,7
-128,500000,798.15045,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,1000000,4146.666,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,1500000,1106.7701,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,2000000,3330.8047,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,2500000,4457.6514,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,3000000,1443.6941,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,3500000,4052.2102,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,4000000,1770.2754,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,4500000,1003.917,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
-128,5000000,1641.3438,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,7
+126,5000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,7
+127,500000,690.651,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,1000000,4010.742,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,1500000,4543.9194,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,2000000,4821.076,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,2500000,4684.1577,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,3000000,4787.5615,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,3500000,4722.5986,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,4000000,4878.506,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,4500000,4689.213,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+127,5000000,4821.205,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,7
+128,500000,798.15045,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,1000000,4146.666,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,1500000,1106.7701,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,2000000,3330.8047,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,2500000,4457.6514,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,3000000,1443.6941,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,3500000,4052.2102,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,4000000,1770.2754,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,4500000,1003.917,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
+128,5000000,1641.3438,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
 129,500000,362.32718,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,7
 129,1000000,502.01306,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,7
 129,1500000,489.08868,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,7
@@ -6429,36 +6429,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,120.046875,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,7
 130,4500000,138.47792,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,7
 130,5000000,83.79196,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,7
-131,500000,278.41537,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,1000000,418.51373,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,1500000,571.3982,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,2000000,830.8891,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,2500000,1718.3206,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,3000000,3053.1875,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,3500000,4842.355,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,4000000,4731.0854,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,4500000,4736.726,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,5000000,4877.114,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-132,500000,410.5807,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,1000000,1813.2236,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,1500000,3074.5798,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,2000000,3081.1162,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,2500000,1155.7693,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,3000000,1140.5222,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,3500000,632.12366,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,4000000,7706.2017,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,4500000,819.0342,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-132,5000000,1602.2332,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,7
-133,500000,349.3684,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,1000000,1115.5779,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,1500000,4278.8555,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,2000000,4984.6006,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,2500000,4750.9766,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,3000000,5726.525,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,3500000,4986.3965,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,4000000,5943.5474,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,4500000,5835.628,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
-133,5000000,5682.4175,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,7
+131,500000,278.41537,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,1000000,418.51373,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,1500000,571.3982,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,2000000,830.8891,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,2500000,1718.3206,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,3000000,3053.1875,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,3500000,4842.355,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,4000000,4731.0854,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,4500000,4736.726,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+131,5000000,4877.114,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,7
+132,500000,410.5807,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,1000000,1813.2236,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,1500000,3074.5798,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,2000000,3081.1162,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,2500000,1155.7693,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,3000000,1140.5222,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,3500000,632.12366,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,4000000,7706.2017,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,4500000,819.0342,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+132,5000000,1602.2332,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,7
+133,500000,349.3684,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,1000000,1115.5779,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,1500000,4278.8555,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,2000000,4984.6006,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,2500000,4750.9766,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,3000000,5726.525,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,3500000,4986.3965,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,4000000,5943.5474,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,4500000,5835.628,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
+133,5000000,5682.4175,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,7
 134,500000,273.14655,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,1000000,345.82678,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,1500000,378.30194,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
@@ -6469,16 +6469,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,718.6437,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,4500000,875.4795,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,5000000,1076.219,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
-135,500000,434.77502,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,1000000,3591.2102,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,1500000,5174.0684,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,2000000,5771.8857,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,2500000,5692.3496,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,3000000,5836.2393,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,3500000,5944.272,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,4000000,5928.66,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,4500000,6166.442,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
-135,5000000,5201.9443,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
+135,500000,434.77502,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,1000000,3591.2102,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,1500000,5174.0684,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,2000000,5771.8857,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,2500000,5692.3496,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,3000000,5836.2393,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,3500000,5944.272,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,4000000,5928.66,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,4500000,6166.442,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
+135,5000000,5201.9443,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,7
 136,500000,454.50476,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,1000000,461.17462,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,1500000,623.3752,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
@@ -6489,86 +6489,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,4322.871,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,4500000,4275.1953,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,5000000,4434.2383,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
-137,500000,242.26608,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,1000000,499.12805,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,1500000,413.48553,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,2000000,323.1135,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,2500000,461.28442,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,3000000,405.30475,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,3500000,476.72018,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,4000000,349.0027,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,4500000,444.55273,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-137,5000000,655.0437,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,7
-138,500000,211.27838,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,1000000,211.56348,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,1500000,211.51833,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,2000000,210.95395,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,2500000,211.48004,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,3000000,211.27939,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,3500000,211.36726,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,4000000,211.08862,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,4500000,213.57288,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-138,5000000,221.66585,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,7
-139,500000,210.33304,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,1000000,210.44669,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,1500000,210.2537,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,2000000,210.2302,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,2500000,210.18707,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,3000000,210.63544,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,3500000,209.83972,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,4000000,217.46951,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,4500000,217.6417,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-139,5000000,214.9083,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,7
-140,500000,378.2744,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,1000000,365.44055,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,1500000,637.73016,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,2000000,4425.877,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,2500000,4867.4272,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,3000000,4670.9814,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,3500000,4515.093,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,4000000,4283.6875,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,4500000,4423.573,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-140,5000000,4283.2764,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,7
-141,500000,517.8644,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,1000000,329.74298,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,1500000,541.9888,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,2000000,569.19025,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,2500000,826.64856,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,3000000,1660.3352,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,3500000,5273.7617,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,4000000,5278.7593,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,4500000,5243.79,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-141,5000000,5296.258,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,7
-142,500000,587.15857,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,1000000,3932.0269,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,1500000,4530.373,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,2000000,4468.4365,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,2500000,4540.394,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,3000000,4676.5176,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,3500000,4580.1084,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,4000000,4627.042,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,4500000,4208.2617,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-142,5000000,4508.003,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,7
-143,500000,287.21686,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,1000000,596.478,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,1500000,1079.2229,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,2000000,4410.7734,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,2500000,3071.8638,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,3000000,4615.7764,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,3500000,3170.3088,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,4000000,3474.317,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,4500000,4786.6973,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-143,5000000,4703.7637,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,7
-144,500000,225.68854,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,1000000,340.77167,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,1500000,477.80304,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,2000000,342.05313,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,2500000,520.8808,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,3000000,324.72983,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,3500000,434.46152,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,4000000,386.2865,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,4500000,545.7328,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
-144,5000000,545.7682,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,7
+137,500000,242.26608,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,1000000,499.12805,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,1500000,413.48553,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,2000000,323.1135,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,2500000,461.28442,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,3000000,405.30475,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,3500000,476.72018,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,4000000,349.0027,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,4500000,444.55273,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+137,5000000,655.0437,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,7
+138,500000,211.27838,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,1000000,211.56348,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,1500000,211.51833,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,2000000,210.95395,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,2500000,211.48004,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,3000000,211.27939,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,3500000,211.36726,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,4000000,211.08862,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,4500000,213.57288,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+138,5000000,221.66585,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,7
+139,500000,210.33304,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,1000000,210.44669,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,1500000,210.2537,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,2000000,210.2302,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,2500000,210.18707,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,3000000,210.63544,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,3500000,209.83972,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,4000000,217.46951,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,4500000,217.6417,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+139,5000000,214.9083,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,7
+140,500000,378.2744,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,1000000,365.44055,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,1500000,637.73016,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,2000000,4425.877,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,2500000,4867.4272,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,3000000,4670.9814,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,3500000,4515.093,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,4000000,4283.6875,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,4500000,4423.573,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+140,5000000,4283.2764,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,7
+141,500000,517.8644,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,1000000,329.74298,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,1500000,541.9888,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,2000000,569.19025,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,2500000,826.64856,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,3000000,1660.3352,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,3500000,5273.7617,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,4000000,5278.7593,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,4500000,5243.79,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+141,5000000,5296.258,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,7
+142,500000,587.15857,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,1000000,3932.0269,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,1500000,4530.373,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,2000000,4468.4365,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,2500000,4540.394,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,3000000,4676.5176,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,3500000,4580.1084,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,4000000,4627.042,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,4500000,4208.2617,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+142,5000000,4508.003,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,7
+143,500000,287.21686,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,1000000,596.478,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,1500000,1079.2229,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,2000000,4410.7734,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,2500000,3071.8638,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,3000000,4615.7764,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,3500000,3170.3088,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,4000000,3474.317,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,4500000,4786.6973,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+143,5000000,4703.7637,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,7
+144,500000,225.68854,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,1000000,340.77167,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,1500000,477.80304,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,2000000,342.05313,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,2500000,520.8808,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,3000000,324.72983,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,3500000,434.46152,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,4000000,386.2865,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,4500000,545.7328,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
+144,5000000,545.7682,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,7
 145,500000,210.38998,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,7
 145,1000000,210.27766,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,7
 145,1500000,210.82428,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,7
@@ -6589,56 +6589,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,62.591778,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,7
 146,4500000,62.86846,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,7
 146,5000000,62.760147,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,7
-147,500000,477.72015,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,1000000,433.27213,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,1500000,630.227,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,2000000,2462.3208,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,2500000,3540.0186,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,3000000,3671.3135,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,3500000,3815.046,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,4000000,4171.0693,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,4500000,4498.509,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-147,5000000,4519.0693,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,7
-148,500000,249.26733,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,1000000,155.33984,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,1500000,170.9033,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,2000000,261.07248,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,2500000,227.30807,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,3000000,170.80344,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,3500000,274.82278,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,4000000,204.60751,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,4500000,73.815475,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-148,5000000,267.26147,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,7
-149,500000,316.1187,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,1000000,575.82666,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,1500000,2697.002,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,2000000,5306.6445,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,2500000,3804.6377,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,3000000,4933.6885,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,3500000,3866.234,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,4000000,4708.673,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,4500000,4509.329,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-149,5000000,3813.563,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,7
-150,500000,496.87592,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,1000000,4101.837,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,1500000,2920.546,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,2000000,4006.7952,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,2500000,5055.44,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,3000000,4905.368,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,3500000,3859.228,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,4000000,1678.7891,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,4500000,3723.0361,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-150,5000000,3220.9492,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,7
-151,500000,543.2398,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,1000000,5115.2476,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,1500000,5638.153,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,2000000,3008.3418,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,2500000,6513.1235,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,3000000,6701.399,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,3500000,5075.1943,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,4000000,4100.792,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,4500000,6830.711,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
-151,5000000,472.57422,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,7
+147,500000,477.72015,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,1000000,433.27213,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,1500000,630.227,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,2000000,2462.3208,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,2500000,3540.0186,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,3000000,3671.3135,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,3500000,3815.046,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,4000000,4171.0693,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,4500000,4498.509,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+147,5000000,4519.0693,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,7
+148,500000,249.26733,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,1000000,155.33984,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,1500000,170.9033,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,2000000,261.07248,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,2500000,227.30807,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,3000000,170.80344,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,3500000,274.82278,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,4000000,204.60751,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,4500000,73.815475,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+148,5000000,267.26147,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,7
+149,500000,316.1187,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,1000000,575.82666,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,1500000,2697.002,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,2000000,5306.6445,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,2500000,3804.6377,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,3000000,4933.6885,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,3500000,3866.234,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,4000000,4708.673,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,4500000,4509.329,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+149,5000000,3813.563,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,7
+150,500000,496.87592,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,1000000,4101.837,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,1500000,2920.546,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,2000000,4006.7952,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,2500000,5055.44,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,3000000,4905.368,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,3500000,3859.228,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,4000000,1678.7891,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,4500000,3723.0361,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+150,5000000,3220.9492,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,7
+151,500000,543.2398,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,1000000,5115.2476,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,1500000,5638.153,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,2000000,3008.3418,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,2500000,6513.1235,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,3000000,6701.399,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,3500000,5075.1943,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,4000000,4100.792,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,4500000,6830.711,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
+151,5000000,472.57422,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,7
 152,500000,323.89832,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,1000000,224.86836,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,1500000,56.41372,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
@@ -6649,26 +6649,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,64.662415,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,4500000,64.74176,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,5000000,64.91176,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
-153,500000,276.2307,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,1000000,309.40594,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,1500000,356.60205,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,2000000,339.50497,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,2500000,272.99023,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,3000000,359.16385,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,3500000,404.81256,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,4000000,357.7584,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,4500000,433.73154,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-153,5000000,373.35437,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,7
-154,500000,642.661,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,1000000,3100.066,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,1500000,2652.2505,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,2000000,2152.7383,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,2500000,3488.0825,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,3000000,2704.0479,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,3500000,3859.0796,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,4000000,5780.9683,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,4500000,5446.7207,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
-154,5000000,4643.1616,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,7
+153,500000,276.2307,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,1000000,309.40594,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,1500000,356.60205,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,2000000,339.50497,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,2500000,272.99023,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,3000000,359.16385,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,3500000,404.81256,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,4000000,357.7584,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,4500000,433.73154,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+153,5000000,373.35437,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,7
+154,500000,642.661,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,1000000,3100.066,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,1500000,2652.2505,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,2000000,2152.7383,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,2500000,3488.0825,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,3000000,2704.0479,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,3500000,3859.0796,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,4000000,5780.9683,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,4500000,5446.7207,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
+154,5000000,4643.1616,512,False,220051,0.00067488,6885,2.8638346,False,,,,,7
 155,500000,519.1509,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,1000000,3829.79,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,1500000,3913.141,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
@@ -6679,16 +6679,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4512.558,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,4500000,4550.0264,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,5000000,4617.2295,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
-156,500000,367.1697,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,1000000,387.07535,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,1500000,349.02835,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,2000000,397.3866,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,2500000,416.3059,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,3000000,411.81647,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,3500000,407.65884,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,4000000,424.9073,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,4500000,436.6826,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
-156,5000000,441.29065,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,7
+156,500000,367.1697,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,1000000,387.07535,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,1500000,349.02835,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,2000000,397.3866,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,2500000,416.3059,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,3000000,411.81647,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,3500000,407.65884,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,4000000,424.9073,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,4500000,436.6826,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
+156,5000000,441.29065,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,7
 157,500000,111.09595,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,1000000,356.99167,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,1500000,436.4604,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
@@ -6699,36 +6699,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,610.6212,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,4500000,666.776,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,5000000,780.59924,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
-158,500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,1000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,1500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,2000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,2500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,3000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,3500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,4000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,4500000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-158,5000000,NaN,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,7
-159,500000,4535.874,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,1000000,3416.1228,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,1500000,741.0151,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,2000000,2521.7676,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,2500000,2180.375,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,3000000,3190.7388,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,3500000,1835.3339,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,4000000,3463.0999,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,4500000,3818.7676,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-159,5000000,4517.957,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,7
-160,500000,721.80493,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,1000000,5566.1484,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,1500000,6048.626,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,2000000,2291.4888,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,2500000,6634.7773,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,3000000,4305.6064,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,3500000,7093.665,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,4000000,5095.782,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,4500000,8136.794,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
-160,5000000,6230.801,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,7
+158,500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,1000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,1500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,2000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,2500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,3000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,3500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,4000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,4500000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+158,5000000,,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,7
+159,500000,4535.874,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,1000000,3416.1228,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,1500000,741.0151,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,2000000,2521.7676,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,2500000,2180.375,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,3000000,3190.7388,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,3500000,1835.3339,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,4000000,3463.0999,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,4500000,3818.7676,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+159,5000000,4517.957,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,7
+160,500000,721.80493,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,1000000,5566.1484,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,1500000,6048.626,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,2000000,2291.4888,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,2500000,6634.7773,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,3000000,4305.6064,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,3500000,7093.665,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,4000000,5095.782,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,4500000,8136.794,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
+160,5000000,6230.801,512,False,331945,0.00213698,1379,8.86720294,False,,,,,7
 161,500000,347.8037,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,1000000,459.62146,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,1500000,458.65277,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
@@ -6739,36 +6739,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4431.5205,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,4500000,4510.8516,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,5000000,4375.313,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
-162,500000,351.808,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,1000000,678.8662,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,1500000,1367.1545,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,2000000,4473.078,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,2500000,4413.744,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,3000000,4545.331,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,3500000,4261.574,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,4000000,4642.965,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,4500000,4370.7017,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-162,5000000,4531.4297,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,7
-163,500000,2259.1956,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,1000000,1483.8282,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,1500000,462.0933,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,2000000,4684.8096,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,2500000,4570.355,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,3000000,4738.8584,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,3500000,3195.838,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,4000000,4998.4805,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,4500000,4693.0234,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-163,5000000,4344.759,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,7
-164,500000,128.5693,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,1000000,158.00171,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,1500000,180.86423,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,2000000,222.07611,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,2500000,184.86374,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,3000000,335.37122,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,3500000,385.93704,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,4000000,215.78183,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,4500000,263.40646,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
-164,5000000,300.57056,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,7
+162,500000,351.808,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,1000000,678.8662,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,1500000,1367.1545,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,2000000,4473.078,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,2500000,4413.744,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,3000000,4545.331,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,3500000,4261.574,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,4000000,4642.965,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,4500000,4370.7017,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+162,5000000,4531.4297,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,7
+163,500000,2259.1956,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,1000000,1483.8282,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,1500000,462.0933,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,2000000,4684.8096,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,2500000,4570.355,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,3000000,4738.8584,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,3500000,3195.838,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,4000000,4998.4805,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,4500000,4693.0234,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+163,5000000,4344.759,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,7
+164,500000,128.5693,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,1000000,158.00171,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,1500000,180.86423,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,2000000,222.07611,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,2500000,184.86374,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,3000000,335.37122,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,3500000,385.93704,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,4000000,215.78183,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,4500000,263.40646,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
+164,5000000,300.57056,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,7
 165,500000,583.92145,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,1000000,557.0144,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,1500000,491.3401,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
@@ -6779,86 +6779,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,361.46002,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,4500000,428.10773,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,5000000,287.369,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
-166,500000,2572.54,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,1000000,1860.9407,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,1500000,2214.861,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,2000000,3381.04,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,2500000,4840.7803,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,3000000,3976.1953,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,3500000,1465.7256,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,4000000,3559.2808,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,4500000,3238.4614,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-166,5000000,4157.399,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,7
-167,500000,2123.6843,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,1000000,1468.4197,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,1500000,2020.1489,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,2000000,1375.6334,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,2500000,5081.096,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,3000000,4462.995,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,3500000,2730.7498,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,4000000,4701.9155,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,4500000,1240.1284,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-167,5000000,1700.6346,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,7
-168,500000,351.9275,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,1000000,1256.4543,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,1500000,4344.063,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,2000000,4460.449,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,2500000,4766.708,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,3000000,5004.666,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,3500000,5057.0537,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,4000000,5121.124,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,4500000,5256.524,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-168,5000000,4885.776,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,7
-169,500000,2582.2388,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,1000000,1152.7733,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,1500000,3701.5044,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,2000000,4783.121,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,2500000,4752.843,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,3000000,836.4668,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,3500000,4640.5176,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,4000000,930.3674,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,4500000,4553.5776,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-169,5000000,388.6502,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,7
-170,500000,491.35388,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,1000000,507.52576,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,1500000,1253.3595,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,2000000,4391.036,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,2500000,4607.257,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,3000000,4439.503,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,3500000,4330.926,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,4000000,4357.828,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,4500000,4318.711,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-170,5000000,4283.118,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,7
-171,500000,214.58734,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,1000000,213.90611,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,1500000,214.19366,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,2000000,213.72081,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,2500000,213.99533,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,3000000,213.4653,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,3500000,213.40569,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,4000000,213.77872,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,4500000,213.23041,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-171,5000000,213.73715,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,7
-172,500000,1262.1832,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,1000000,1579.6206,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,1500000,4053.631,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,2000000,2027.0813,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,2500000,349.98712,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,3000000,5425.307,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,3500000,3811.5476,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,4000000,4015.2134,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,4500000,1778.9807,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-172,5000000,2534.851,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,7
-173,500000,208.96002,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,1000000,209.05765,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,1500000,208.60335,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,2000000,209.44012,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,2500000,209.25381,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,3000000,209.19104,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,3500000,209.10175,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,4000000,209.53836,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,4500000,208.76811,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
-173,5000000,209.27194,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,7
+166,500000,2572.54,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,1000000,1860.9407,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,1500000,2214.861,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,2000000,3381.04,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,2500000,4840.7803,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,3000000,3976.1953,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,3500000,1465.7256,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,4000000,3559.2808,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,4500000,3238.4614,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+166,5000000,4157.399,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,7
+167,500000,2123.6843,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,1000000,1468.4197,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,1500000,2020.1489,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,2000000,1375.6334,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,2500000,5081.096,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,3000000,4462.995,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,3500000,2730.7498,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,4000000,4701.9155,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,4500000,1240.1284,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+167,5000000,1700.6346,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,7
+168,500000,351.9275,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,1000000,1256.4543,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,1500000,4344.063,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,2000000,4460.449,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,2500000,4766.708,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,3000000,5004.666,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,3500000,5057.0537,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,4000000,5121.124,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,4500000,5256.524,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+168,5000000,4885.776,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,7
+169,500000,2582.2388,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,1000000,1152.7733,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,1500000,3701.5044,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,2000000,4783.121,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,2500000,4752.843,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,3000000,836.4668,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,3500000,4640.5176,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,4000000,930.3674,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,4500000,4553.5776,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+169,5000000,388.6502,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,7
+170,500000,491.35388,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,1000000,507.52576,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,1500000,1253.3595,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,2000000,4391.036,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,2500000,4607.257,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,3000000,4439.503,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,3500000,4330.926,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,4000000,4357.828,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,4500000,4318.711,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+170,5000000,4283.118,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,7
+171,500000,214.58734,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,1000000,213.90611,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,1500000,214.19366,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,2000000,213.72081,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,2500000,213.99533,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,3000000,213.4653,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,3500000,213.40569,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,4000000,213.77872,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,4500000,213.23041,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+171,5000000,213.73715,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,7
+172,500000,1262.1832,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,1000000,1579.6206,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,1500000,4053.631,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,2000000,2027.0813,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,2500000,349.98712,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,3000000,5425.307,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,3500000,3811.5476,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,4000000,4015.2134,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,4500000,1778.9807,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+172,5000000,2534.851,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,7
+173,500000,208.96002,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,1000000,209.05765,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,1500000,208.60335,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,2000000,209.44012,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,2500000,209.25381,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,3000000,209.19104,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,3500000,209.10175,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,4000000,209.53836,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,4500000,208.76811,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
+173,5000000,209.27194,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,7
 174,500000,3623.167,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,7
 174,1000000,4362.6704,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,7
 174,1500000,4412.8096,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,7
@@ -6889,46 +6889,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,316.3718,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,7
 176,4500000,338.76312,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,7
 176,5000000,394.60663,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,7
-177,500000,473.74442,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,1000000,5702.0996,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,1500000,6642.9463,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,2000000,7327.673,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,2500000,6282.8716,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,3000000,5921.9443,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,3500000,5603.2705,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,4000000,3439.0068,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,4500000,7278.4497,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-177,5000000,7329.575,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,7
-178,500000,217.29114,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,1000000,216.26414,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,1500000,216.14503,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,2000000,216.28226,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,2500000,216.36221,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,3000000,215.66046,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,3500000,215.79672,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,4000000,215.58981,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,4500000,215.63126,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-178,5000000,215.67458,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,7
-179,500000,600.8424,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,1000000,2408.83,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,1500000,1957.6663,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,2000000,2517.1753,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,2500000,3410.6025,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,3000000,4512.0483,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,3500000,6271.891,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,4000000,216.9372,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,4500000,5843.0537,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-179,5000000,4249.6006,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,7
-180,500000,2493.9883,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,1000000,3715.208,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,1500000,2621.7366,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,2000000,870.3076,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,2500000,4123.3374,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,3000000,4202.761,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,3500000,4440.6865,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,4000000,3044.3542,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,4500000,1930.0791,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
-180,5000000,4457.8115,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,7
+177,500000,473.74442,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,1000000,5702.0996,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,1500000,6642.9463,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,2000000,7327.673,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,2500000,6282.8716,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,3000000,5921.9443,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,3500000,5603.2705,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,4000000,3439.0068,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,4500000,7278.4497,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+177,5000000,7329.575,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,7
+178,500000,217.29114,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,1000000,216.26414,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,1500000,216.14503,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,2000000,216.28226,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,2500000,216.36221,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,3000000,215.66046,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,3500000,215.79672,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,4000000,215.58981,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,4500000,215.63126,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+178,5000000,215.67458,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,7
+179,500000,600.8424,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,1000000,2408.83,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,1500000,1957.6663,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,2000000,2517.1753,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,2500000,3410.6025,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,3000000,4512.0483,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,3500000,6271.891,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,4000000,216.9372,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,4500000,5843.0537,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+179,5000000,4249.6006,512,False,152167,0.00020138,2123,0.10222915,False,,,,,7
+180,500000,2493.9883,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,1000000,3715.208,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,1500000,2621.7366,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,2000000,870.3076,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,2500000,4123.3374,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,3000000,4202.761,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,3500000,4440.6865,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,4000000,3044.3542,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,4500000,1930.0791,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
+180,5000000,4457.8115,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,7
 181,500000,1094.6332,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,7
 181,1000000,3681.0347,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,7
 181,1500000,4385.1855,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,7
@@ -6949,96 +6949,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4674.958,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,7
 182,4500000,4530.4893,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,7
 182,5000000,4505.582,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,7
-183,500000,186.47806,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,1000000,4604.306,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,1500000,4304.5693,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,2000000,3420.7644,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,2500000,3840.992,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,3000000,4711.6123,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,3500000,5600.1016,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,4000000,6560.466,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,4500000,5977.5073,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-183,5000000,6856.5703,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,7
-184,500000,245.5303,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,1000000,278.63245,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,1500000,253.2048,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,2000000,349.88858,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,2500000,397.19373,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,3000000,472.38696,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,3500000,257.9808,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,4000000,387.52618,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,4500000,284.7113,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-184,5000000,393.35632,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,7
-185,500000,210.31831,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,1000000,210.28482,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,1500000,210.20503,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,2000000,210.39175,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,2500000,210.61899,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,3000000,210.50189,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,3500000,210.33434,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,4000000,210.26183,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,4500000,210.08748,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-185,5000000,210.10416,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,7
-186,500000,368.73834,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,1000000,353.10226,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,1500000,559.6796,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,2000000,502.6342,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,2500000,602.79755,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,3000000,597.1299,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,3500000,560.8049,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,4000000,625.2147,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,4500000,767.96136,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-186,5000000,1210.6885,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,7
-187,500000,594.4907,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,1000000,4764.666,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,1500000,3527.2651,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,2000000,1882.8467,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,2500000,4628.5,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,3000000,3402.8071,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,3500000,5311.782,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,4000000,6792.1514,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,4500000,5318.4233,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-187,5000000,1281.35,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,7
-188,500000,4350.865,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,1000000,2700.787,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,1500000,4054.7153,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,2000000,2718.1643,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,2500000,4148.1934,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,3000000,2717.253,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,3500000,4354.2856,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,4000000,4717.417,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,4500000,4573.0054,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-188,5000000,3956.799,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,7
-189,500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,1000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,1500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,2000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,2500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,3000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,3500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,4000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,4500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-189,5000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,7
-190,500000,208.0341,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,1000000,208.11624,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,1500000,208.74547,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,2000000,208.56561,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,2500000,207.9016,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,3000000,209.10843,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,3500000,208.31564,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,4000000,208.26978,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,4500000,208.59007,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-190,5000000,209.18573,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,7
-191,500000,207.62624,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,1000000,208.04755,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,1500000,208.36206,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,2000000,208.12639,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,2500000,207.69936,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,3000000,208.83469,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,3500000,208.41818,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,4000000,208.51918,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,4500000,208.79153,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
-191,5000000,208.59538,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,7
+183,500000,186.47806,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,1000000,4604.306,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,1500000,4304.5693,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,2000000,3420.7644,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,2500000,3840.992,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,3000000,4711.6123,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,3500000,5600.1016,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,4000000,6560.466,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,4500000,5977.5073,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+183,5000000,6856.5703,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,7
+184,500000,245.5303,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,1000000,278.63245,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,1500000,253.2048,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,2000000,349.88858,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,2500000,397.19373,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,3000000,472.38696,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,3500000,257.9808,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,4000000,387.52618,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,4500000,284.7113,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+184,5000000,393.35632,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,7
+185,500000,210.31831,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,1000000,210.28482,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,1500000,210.20503,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,2000000,210.39175,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,2500000,210.61899,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,3000000,210.50189,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,3500000,210.33434,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,4000000,210.26183,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,4500000,210.08748,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+185,5000000,210.10416,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,7
+186,500000,368.73834,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,1000000,353.10226,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,1500000,559.6796,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,2000000,502.6342,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,2500000,602.79755,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,3000000,597.1299,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,3500000,560.8049,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,4000000,625.2147,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,4500000,767.96136,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+186,5000000,1210.6885,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,7
+187,500000,594.4907,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,1000000,4764.666,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,1500000,3527.2651,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,2000000,1882.8467,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,2500000,4628.5,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,3000000,3402.8071,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,3500000,5311.782,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,4000000,6792.1514,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,4500000,5318.4233,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+187,5000000,1281.35,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,7
+188,500000,4350.865,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,1000000,2700.787,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,1500000,4054.7153,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,2000000,2718.1643,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,2500000,4148.1934,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,3000000,2717.253,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,3500000,4354.2856,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,4000000,4717.417,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,4500000,4573.0054,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+188,5000000,3956.799,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,7
+189,500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,1000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,1500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,2000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,2500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,3000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,3500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,4000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,4500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+189,5000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,7
+190,500000,208.0341,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,1000000,208.11624,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,1500000,208.74547,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,2000000,208.56561,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,2500000,207.9016,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,3000000,209.10843,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,3500000,208.31564,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,4000000,208.26978,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,4500000,208.59007,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+190,5000000,209.18573,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,7
+191,500000,207.62624,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,1000000,208.04755,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,1500000,208.36206,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,2000000,208.12639,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,2500000,207.69936,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,3000000,208.83469,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,3500000,208.41818,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,4000000,208.51918,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,4500000,208.79153,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
+191,5000000,208.59538,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,7
 192,500000,1894.5845,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
 192,1000000,4011.9954,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
 192,1500000,4807.097,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
@@ -7049,106 +7049,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,4717.889,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
 192,4500000,4198.358,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
 192,5000000,4870.486,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
-193,500000,406.5548,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,1000000,538.5847,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,1500000,1472.1849,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,2000000,3829.251,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,2500000,4527.491,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,3000000,4394.139,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,3500000,4529.3545,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,4000000,4538.9497,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,4500000,4611.043,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-193,5000000,4615.658,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,7
-194,500000,412.09885,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,1000000,417.92798,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,1500000,494.26172,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,2000000,745.1278,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,2500000,1210.2511,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,3000000,2624.231,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,3500000,3961.9849,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,4000000,4591.2607,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,4500000,4540.1113,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-194,5000000,3999.2114,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,7
-195,500000,216.59406,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,1000000,393.94037,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,1500000,384.7189,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,2000000,399.45593,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,2500000,395.0373,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,3000000,429.6321,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,3500000,440.8946,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,4000000,434.64835,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,4500000,455.40057,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-195,5000000,480.84595,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,7
-196,500000,284.85406,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,1000000,466.63046,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,1500000,1802.2875,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,2000000,4121.9453,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,2500000,4493.954,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,3000000,4164.2544,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,3500000,4498.4697,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,4000000,4529.204,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,4500000,4480.3457,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-196,5000000,4397.4756,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,7
-197,500000,360.23862,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,1000000,471.74585,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,1500000,361.1742,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,2000000,354.32275,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,2500000,380.87003,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,3000000,413.68835,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,3500000,671.6977,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,4000000,1073.0009,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,4500000,679.56635,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-197,5000000,1575.1089,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,7
-198,500000,230.56851,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,1000000,409.2735,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,1500000,357.426,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,2000000,273.10416,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,2500000,336.0935,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,3000000,440.4073,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,3500000,468.9166,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,4000000,411.0009,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,4500000,462.7582,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-198,5000000,415.99908,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,7
-199,500000,206.51012,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,1000000,207.0039,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,1500000,207.24782,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,2000000,207.40253,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,2500000,207.06088,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,3000000,207.32849,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,3500000,207.0069,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,4000000,207.88034,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,4500000,207.64598,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-199,5000000,207.52808,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,7
-200,500000,562.2965,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,1000000,5634.978,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,1500000,2489.2253,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,2000000,5174.117,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,2500000,5942.0137,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,3000000,5874.4854,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,3500000,5895.5454,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,4000000,7009.6445,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,4500000,4459.241,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-200,5000000,5720.173,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,7
-201,500000,304.16837,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,1000000,382.45667,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,1500000,417.87827,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,2000000,461.70245,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,2500000,452.20074,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,3000000,488.60498,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,3500000,468.38696,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,4000000,480.68085,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,4500000,441.21533,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-201,5000000,451.99954,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,7
-202,500000,352.69537,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,1000000,402.25916,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,1500000,443.80255,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,2000000,601.88525,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,2500000,528.9862,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,3000000,839.0036,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,3500000,1906.785,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,4000000,3034.7676,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,4500000,3248.5298,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
-202,5000000,3907.475,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,7
+193,500000,406.5548,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,1000000,538.5847,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,1500000,1472.1849,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,2000000,3829.251,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,2500000,4527.491,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,3000000,4394.139,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,3500000,4529.3545,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,4000000,4538.9497,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,4500000,4611.043,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+193,5000000,4615.658,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,7
+194,500000,412.09885,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,1000000,417.92798,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,1500000,494.26172,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,2000000,745.1278,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,2500000,1210.2511,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,3000000,2624.231,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,3500000,3961.9849,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,4000000,4591.2607,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,4500000,4540.1113,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+194,5000000,3999.2114,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,7
+195,500000,216.59406,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,1000000,393.94037,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,1500000,384.7189,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,2000000,399.45593,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,2500000,395.0373,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,3000000,429.6321,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,3500000,440.8946,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,4000000,434.64835,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,4500000,455.40057,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+195,5000000,480.84595,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,7
+196,500000,284.85406,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,1000000,466.63046,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,1500000,1802.2875,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,2000000,4121.9453,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,2500000,4493.954,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,3000000,4164.2544,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,3500000,4498.4697,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,4000000,4529.204,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,4500000,4480.3457,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+196,5000000,4397.4756,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,7
+197,500000,360.23862,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,1000000,471.74585,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,1500000,361.1742,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,2000000,354.32275,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,2500000,380.87003,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,3000000,413.68835,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,3500000,671.6977,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,4000000,1073.0009,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,4500000,679.56635,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+197,5000000,1575.1089,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,7
+198,500000,230.56851,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,1000000,409.2735,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,1500000,357.426,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,2000000,273.10416,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,2500000,336.0935,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,3000000,440.4073,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,3500000,468.9166,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,4000000,411.0009,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,4500000,462.7582,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+198,5000000,415.99908,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,7
+199,500000,206.51012,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,1000000,207.0039,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,1500000,207.24782,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,2000000,207.40253,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,2500000,207.06088,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,3000000,207.32849,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,3500000,207.0069,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,4000000,207.88034,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,4500000,207.64598,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+199,5000000,207.52808,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,7
+200,500000,562.2965,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,1000000,5634.978,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,1500000,2489.2253,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,2000000,5174.117,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,2500000,5942.0137,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,3000000,5874.4854,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,3500000,5895.5454,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,4000000,7009.6445,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,4500000,4459.241,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+200,5000000,5720.173,512,False,679978,0.00154826,9892,0.59109317,False,,,,,7
+201,500000,304.16837,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,1000000,382.45667,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,1500000,417.87827,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,2000000,461.70245,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,2500000,452.20074,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,3000000,488.60498,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,3500000,468.38696,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,4000000,480.68085,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,4500000,441.21533,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+201,5000000,451.99954,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,7
+202,500000,352.69537,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,1000000,402.25916,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,1500000,443.80255,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,2000000,601.88525,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,2500000,528.9862,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,3000000,839.0036,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,3500000,1906.785,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,4000000,3034.7676,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,4500000,3248.5298,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
+202,5000000,3907.475,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,7
 203,500000,438.52533,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,7
 203,1000000,560.2147,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,7
 203,1500000,582.47144,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,7
@@ -7159,86 +7159,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,295.46637,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,7
 203,4500000,280.33685,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,7
 203,5000000,70.72079,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,7
-204,500000,210.08456,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,1000000,210.33575,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,1500000,210.23257,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,2000000,210.15604,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,2500000,210.0715,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,3000000,209.90512,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,3500000,210.02109,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,4000000,210.03818,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,4500000,210.27505,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-204,5000000,209.87631,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,7
-205,500000,369.08533,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,1000000,1058.6237,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,1500000,5711.788,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,2000000,4967.3823,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,2500000,698.2301,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,3000000,775.0592,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,3500000,5284.2437,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,4000000,5861.336,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,4500000,3345.4507,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-205,5000000,5422.338,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,7
-206,500000,395.2213,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,1000000,488.84955,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,1500000,1158.0762,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,2000000,4482.7744,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,2500000,4734.228,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,3000000,4990.011,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,3500000,4915.8154,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,4000000,4929.0854,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,4500000,5000.5366,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-206,5000000,4952.751,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,7
-207,500000,563.60114,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,1000000,3361.7617,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,1500000,6190.5674,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,2000000,6286.6924,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,2500000,6397.4727,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,3000000,6856.326,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,3500000,6229.253,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,4000000,6078.7017,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,4500000,2897.7153,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-207,5000000,4487.9326,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,7
-208,500000,211.9545,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,1000000,244.40704,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,1500000,394.7687,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,2000000,354.28992,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,2500000,352.69092,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,3000000,237.5359,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,3500000,345.47974,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,4000000,441.56067,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,4500000,235.90479,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-208,5000000,357.91632,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,7
-209,500000,576.116,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,1000000,3058.927,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,1500000,5354.7285,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,2000000,4385.1436,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,2500000,5334.3223,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,3000000,2157.2349,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,3500000,5147.2495,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,4000000,3674.9272,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,4500000,3335.6252,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-209,5000000,2194.9194,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,7
-210,500000,377.24677,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,1000000,433.44992,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,1500000,353.42145,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,2000000,372.8114,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,2500000,526.3552,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,3000000,629.7076,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,3500000,1108.9307,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,4000000,1315.2922,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,4500000,3092.4692,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-210,5000000,4374.7153,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,7
-211,500000,475.72284,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,1000000,5337.8076,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,1500000,5833.2676,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,2000000,6512.299,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,2500000,3548.9084,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,3000000,5002.8193,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,3500000,5210.552,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,4000000,4007.8076,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,4500000,4612.56,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
-211,5000000,7031.1123,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,7
+204,500000,210.08456,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,1000000,210.33575,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,1500000,210.23257,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,2000000,210.15604,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,2500000,210.0715,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,3000000,209.90512,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,3500000,210.02109,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,4000000,210.03818,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,4500000,210.27505,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+204,5000000,209.87631,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,7
+205,500000,369.08533,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,1000000,1058.6237,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,1500000,5711.788,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,2000000,4967.3823,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,2500000,698.2301,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,3000000,775.0592,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,3500000,5284.2437,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,4000000,5861.336,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,4500000,3345.4507,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+205,5000000,5422.338,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,7
+206,500000,395.2213,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,1000000,488.84955,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,1500000,1158.0762,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,2000000,4482.7744,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,2500000,4734.228,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,3000000,4990.011,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,3500000,4915.8154,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,4000000,4929.0854,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,4500000,5000.5366,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+206,5000000,4952.751,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,7
+207,500000,563.60114,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,1000000,3361.7617,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,1500000,6190.5674,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,2000000,6286.6924,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,2500000,6397.4727,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,3000000,6856.326,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,3500000,6229.253,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,4000000,6078.7017,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,4500000,2897.7153,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+207,5000000,4487.9326,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,7
+208,500000,211.9545,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,1000000,244.40704,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,1500000,394.7687,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,2000000,354.28992,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,2500000,352.69092,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,3000000,237.5359,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,3500000,345.47974,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,4000000,441.56067,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,4500000,235.90479,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+208,5000000,357.91632,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,7
+209,500000,576.116,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,1000000,3058.927,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,1500000,5354.7285,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,2000000,4385.1436,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,2500000,5334.3223,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,3000000,2157.2349,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,3500000,5147.2495,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,4000000,3674.9272,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,4500000,3335.6252,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+209,5000000,2194.9194,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,7
+210,500000,377.24677,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,1000000,433.44992,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,1500000,353.42145,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,2000000,372.8114,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,2500000,526.3552,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,3000000,629.7076,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,3500000,1108.9307,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,4000000,1315.2922,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,4500000,3092.4692,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+210,5000000,4374.7153,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,7
+211,500000,475.72284,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,1000000,5337.8076,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,1500000,5833.2676,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,2000000,6512.299,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,2500000,3548.9084,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,3000000,5002.8193,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,3500000,5210.552,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,4000000,4007.8076,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,4500000,4612.56,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
+211,5000000,7031.1123,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,7
 212,500000,289.18973,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,1000000,426.2033,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,1500000,206.51173,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
@@ -7249,16 +7249,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,390.10117,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,4500000,488.42844,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,5000000,491.31235,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
-213,500000,341.1505,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,1000000,378.1813,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,1500000,428.49194,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,2000000,486.17007,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,2500000,743.44977,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,3000000,1032.6543,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,3500000,2135.8582,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,4000000,3336.3555,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,4500000,4283.139,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
-213,5000000,4266.5024,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,7
+213,500000,341.1505,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,1000000,378.1813,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,1500000,428.49194,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,2000000,486.17007,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,2500000,743.44977,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,3000000,1032.6543,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,3500000,2135.8582,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,4000000,3336.3555,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,4500000,4283.139,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
+213,5000000,4266.5024,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,7
 214,500000,210.20749,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,1000000,210.6463,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,1500000,210.59225,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
@@ -7269,26 +7269,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,210.27023,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,4500000,210.32481,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,5000000,210.29807,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
-215,500000,643.01807,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,1000000,4367.468,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,1500000,4333.1533,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,2000000,4397.4214,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,2500000,4173.754,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,3000000,4248.06,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,3500000,4463.7803,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,4000000,4363.1865,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,4500000,4407.6396,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-215,5000000,4410.041,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,7
-216,500000,372.60498,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,1000000,377.35852,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,1500000,395.85828,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,2000000,415.1033,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,2500000,428.5669,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,3000000,444.70612,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,3500000,479.42142,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,4000000,489.15985,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,4500000,522.8744,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
-216,5000000,483.73972,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,7
+215,500000,643.01807,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,1000000,4367.468,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,1500000,4333.1533,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,2000000,4397.4214,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,2500000,4173.754,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,3000000,4248.06,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,3500000,4463.7803,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,4000000,4363.1865,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,4500000,4407.6396,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+215,5000000,4410.041,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,7
+216,500000,372.60498,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,1000000,377.35852,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,1500000,395.85828,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,2000000,415.1033,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,2500000,428.5669,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,3000000,444.70612,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,3500000,479.42142,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,4000000,489.15985,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,4500000,522.8744,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
+216,5000000,483.73972,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,7
 217,500000,370.06024,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,1000000,381.34906,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,1500000,398.12018,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
@@ -7299,116 +7299,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,423.0074,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,4500000,426.99658,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,5000000,443.81906,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
-218,500000,619.29785,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,1000000,1292.1313,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,1500000,3973.254,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,2000000,3019.6182,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,2500000,2415.0957,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,3000000,1734.6455,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,3500000,3224.187,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,4000000,3288.583,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,4500000,4367.759,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-218,5000000,2933.259,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,7
-219,500000,3432.901,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,1000000,4108.9355,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,1500000,4128.8154,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,2000000,2915.6243,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,2500000,4220.0366,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,3000000,4318.5063,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,3500000,4159.973,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,4000000,4219.8047,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,4500000,901.5861,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-219,5000000,4296.684,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,7
-220,500000,203.03044,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,1000000,104.77348,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,1500000,99.44725,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,2000000,99.50944,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,2500000,99.7753,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,3000000,142.13316,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,3500000,131.72998,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,4000000,131.19678,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,4500000,131.04251,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-220,5000000,130.82846,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,7
-221,500000,521.8291,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,1000000,3889.4954,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,1500000,4491.9907,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,2000000,2739.3804,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,2500000,4115.928,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,3000000,4638.2705,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,3500000,4719.8677,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,4000000,4644.9146,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,4500000,4658.0684,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-221,5000000,3271.289,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,7
-222,500000,425.68478,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,1000000,2304.296,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,1500000,3847.6943,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,2000000,805.4595,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,2500000,1719.4912,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,3000000,4355.8096,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,3500000,5466.497,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,4000000,1310.1802,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,4500000,2334.7004,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-222,5000000,5256.474,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,7
-223,500000,367.00165,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,1000000,150.63562,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,1500000,217.41704,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,2000000,283.01666,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,2500000,396.77863,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,3000000,434.6879,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,3500000,215.57684,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,4000000,198.22878,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,4500000,269.51825,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-223,5000000,219.84122,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,7
-224,500000,4033.227,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,1000000,4032.8853,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,1500000,4518.523,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,2000000,4689.98,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,2500000,3203.459,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,3000000,4338.6445,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,3500000,3840.5684,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,4000000,4298.87,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,4500000,7711.386,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-224,5000000,6889.204,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,7
-225,500000,642.5262,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,1000000,3168.1328,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,1500000,2950.5083,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,2000000,4490.7236,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,2500000,2329.3154,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,3000000,3050.5972,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,3500000,2655.7246,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,4000000,4533.24,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,4500000,4379.466,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-225,5000000,453.98584,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,7
-226,500000,556.0198,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,1000000,2383.6335,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,1500000,3083.457,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,2000000,2240.6157,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,2500000,1026.8428,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,3000000,5007.9795,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,3500000,1036.0133,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,4000000,2095.8103,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,4500000,1126.9868,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-226,5000000,4140.169,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,7
-227,500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,1000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,1500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,2000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,2500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,3000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,3500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,4000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,4500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-227,5000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,7
-228,500000,590.8457,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,1000000,5844.8916,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,1500000,6439.502,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,2000000,5871.548,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,2500000,1888.985,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,3000000,5814.976,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,3500000,4986.584,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,4000000,6931.872,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,4500000,6138.051,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
-228,5000000,7416.824,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,7
+218,500000,619.29785,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,1000000,1292.1313,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,1500000,3973.254,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,2000000,3019.6182,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,2500000,2415.0957,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,3000000,1734.6455,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,3500000,3224.187,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,4000000,3288.583,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,4500000,4367.759,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+218,5000000,2933.259,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,7
+219,500000,3432.901,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,1000000,4108.9355,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,1500000,4128.8154,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,2000000,2915.6243,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,2500000,4220.0366,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,3000000,4318.5063,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,3500000,4159.973,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,4000000,4219.8047,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,4500000,901.5861,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+219,5000000,4296.684,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,7
+220,500000,203.03044,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,1000000,104.77348,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,1500000,99.44725,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,2000000,99.50944,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,2500000,99.7753,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,3000000,142.13316,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,3500000,131.72998,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,4000000,131.19678,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,4500000,131.04251,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+220,5000000,130.82846,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,7
+221,500000,521.8291,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,1000000,3889.4954,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,1500000,4491.9907,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,2000000,2739.3804,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,2500000,4115.928,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,3000000,4638.2705,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,3500000,4719.8677,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,4000000,4644.9146,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,4500000,4658.0684,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+221,5000000,3271.289,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,7
+222,500000,425.68478,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,1000000,2304.296,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,1500000,3847.6943,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,2000000,805.4595,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,2500000,1719.4912,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,3000000,4355.8096,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,3500000,5466.497,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,4000000,1310.1802,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,4500000,2334.7004,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+222,5000000,5256.474,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,7
+223,500000,367.00165,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,1000000,150.63562,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,1500000,217.41704,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,2000000,283.01666,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,2500000,396.77863,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,3000000,434.6879,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,3500000,215.57684,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,4000000,198.22878,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,4500000,269.51825,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+223,5000000,219.84122,512,False,853730,0.02406078,4160,0.14374896,False,,,,,7
+224,500000,4033.227,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,1000000,4032.8853,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,1500000,4518.523,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,2000000,4689.98,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,2500000,3203.459,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,3000000,4338.6445,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,3500000,3840.5684,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,4000000,4298.87,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,4500000,7711.386,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+224,5000000,6889.204,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,7
+225,500000,642.5262,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,1000000,3168.1328,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,1500000,2950.5083,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,2000000,4490.7236,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,2500000,2329.3154,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,3000000,3050.5972,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,3500000,2655.7246,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,4000000,4533.24,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,4500000,4379.466,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+225,5000000,453.98584,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,7
+226,500000,556.0198,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,1000000,2383.6335,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,1500000,3083.457,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,2000000,2240.6157,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,2500000,1026.8428,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,3000000,5007.9795,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,3500000,1036.0133,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,4000000,2095.8103,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,4500000,1126.9868,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+226,5000000,4140.169,2048,False,760704,0.00101898,11381,0.122051,False,,,,,7
+227,500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,1000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,1500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,2000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,2500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,3000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,3500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,4000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,4500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+227,5000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,7
+228,500000,590.8457,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,1000000,5844.8916,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,1500000,6439.502,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,2000000,5871.548,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,2500000,1888.985,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,3000000,5814.976,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,3500000,4986.584,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,4000000,6931.872,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,4500000,6138.051,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
+228,5000000,7416.824,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
 229,500000,212.15839,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,1000000,212.67055,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,1500000,212.3268,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
@@ -7419,46 +7419,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,211.75864,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,4500000,211.9715,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,5000000,212.23576,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
-230,500000,443.12213,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,1000000,4490.3604,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,1500000,6468.051,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,2000000,5740.185,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,2500000,5611.1113,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,3000000,6518.9424,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,3500000,7409.8486,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,4000000,5459.194,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,4500000,5058.5693,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,5000000,7579.6865,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-231,500000,311.30212,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,1000000,533.0193,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,1500000,677.9275,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,2000000,1325.1067,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,2500000,3501.2178,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,3000000,4416.671,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,3500000,4830.431,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,4000000,4556.0986,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,4500000,4191.9263,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-231,5000000,4911.4106,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,7
-232,500000,1562.6387,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,1000000,3670.1973,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,1500000,3274.1685,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,2000000,1854.3198,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,2500000,1188.862,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,3000000,1066.0449,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,3500000,3100.1382,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,4000000,4543.6553,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,4500000,5061.964,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-232,5000000,4409.9707,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,7
-233,500000,276.60413,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,1000000,507.58414,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,1500000,471.8874,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,2000000,539.40936,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,2500000,402.60657,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,3000000,439.74054,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,3500000,1036.8027,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,4000000,1422.3875,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,4500000,2568.0127,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
-233,5000000,4237.671,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,7
+230,500000,443.12213,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,1000000,4490.3604,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,1500000,6468.051,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,2000000,5740.185,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,2500000,5611.1113,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,3000000,6518.9424,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,3500000,7409.8486,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,4000000,5459.194,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,4500000,5058.5693,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+230,5000000,7579.6865,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,7
+231,500000,311.30212,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,1000000,533.0193,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,1500000,677.9275,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,2000000,1325.1067,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,2500000,3501.2178,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,3000000,4416.671,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,3500000,4830.431,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,4000000,4556.0986,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,4500000,4191.9263,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+231,5000000,4911.4106,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,7
+232,500000,1562.6387,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,1000000,3670.1973,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,1500000,3274.1685,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,2000000,1854.3198,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,2500000,1188.862,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,3000000,1066.0449,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,3500000,3100.1382,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,4000000,4543.6553,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,4500000,5061.964,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+232,5000000,4409.9707,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,7
+233,500000,276.60413,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,1000000,507.58414,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,1500000,471.8874,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,2000000,539.40936,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,2500000,402.60657,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,3000000,439.74054,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,3500000,1036.8027,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,4000000,1422.3875,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,4500000,2568.0127,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
+233,5000000,4237.671,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,7
 234,500000,384.95166,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,1000000,437.0593,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,1500000,480.20984,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
@@ -7469,126 +7469,126 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,2085.7642,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,4500000,1937.9597,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,5000000,808.4728,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
-235,500000,478.17004,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,1000000,3083.9648,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,1500000,4261.3525,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,2000000,2113.35,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,2500000,3666.5017,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,3000000,3725.689,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,3500000,5028.448,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,4000000,2334.4302,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,4500000,2436.7832,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-235,5000000,3107.394,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
-236,500000,645.6676,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,1000000,3766.718,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,1500000,4107.7295,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,2000000,4548.495,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,2500000,4836.7563,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,3000000,3366.4941,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,3500000,4474.37,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,4000000,3699.0874,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,4500000,4430.827,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-236,5000000,4516.3203,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,7
-237,500000,209.3505,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,1000000,209.76416,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,1500000,209.83109,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,2000000,209.72678,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,2500000,209.93073,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,3000000,209.65506,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,3500000,209.48145,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,4000000,209.75757,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,4500000,209.82124,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-237,5000000,209.91643,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,7
-238,500000,182.19511,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,1000000,211.3385,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,1500000,270.44977,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,2000000,345.8096,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,2500000,381.6739,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,3000000,181.76308,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,3500000,295.18753,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,4000000,277.00024,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,4500000,236.99875,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-238,5000000,295.68896,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,7
-239,500000,304.81528,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,1000000,986.18207,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,1500000,854.4961,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,2000000,2376.6016,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,2500000,1427.4504,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,3000000,2730.1575,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,3500000,2014.061,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,4000000,3871.5742,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,4500000,1203.2292,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-239,5000000,1838.2896,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,7
-240,500000,426.0287,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,1000000,3628.9712,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,1500000,4998.1553,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,2000000,5288.414,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,2500000,4810.9395,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,3000000,5330.648,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,3500000,4471.6924,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,4000000,4820.764,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,4500000,5442.6143,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
-240,5000000,4453.786,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,7
+235,500000,478.17004,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,1000000,3083.9648,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,1500000,4261.3525,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,2000000,2113.35,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,2500000,3666.5017,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,3000000,3725.689,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,3500000,5028.448,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,4000000,2334.4302,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,4500000,2436.7832,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+235,5000000,3107.394,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,7
+236,500000,645.6676,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,1000000,3766.718,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,1500000,4107.7295,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,2000000,4548.495,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,2500000,4836.7563,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,3000000,3366.4941,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,3500000,4474.37,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,4000000,3699.0874,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,4500000,4430.827,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+236,5000000,4516.3203,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,7
+237,500000,209.3505,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,1000000,209.76416,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,1500000,209.83109,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,2000000,209.72678,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,2500000,209.93073,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,3000000,209.65506,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,3500000,209.48145,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,4000000,209.75757,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,4500000,209.82124,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+237,5000000,209.91643,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,7
+238,500000,182.19511,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,1000000,211.3385,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,1500000,270.44977,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,2000000,345.8096,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,2500000,381.6739,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,3000000,181.76308,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,3500000,295.18753,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,4000000,277.00024,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,4500000,236.99875,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+238,5000000,295.68896,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,7
+239,500000,304.81528,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,1000000,986.18207,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,1500000,854.4961,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,2000000,2376.6016,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,2500000,1427.4504,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,3000000,2730.1575,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,3500000,2014.061,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,4000000,3871.5742,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,4500000,1203.2292,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+239,5000000,1838.2896,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,7
+240,500000,426.0287,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,1000000,3628.9712,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,1500000,4998.1553,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,2000000,5288.414,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,2500000,4810.9395,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,3000000,5330.648,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,3500000,4471.6924,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,4000000,4820.764,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,4500000,5442.6143,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
+240,5000000,4453.786,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,7
 241,500000,208.6998,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
 241,1000000,207.90926,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
 241,1500000,208.7762,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
 241,2000000,208.6209,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
 241,2500000,208.613,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
 241,3000000,208.3372,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
-241,3500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
-241,4000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
-241,4500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
-241,5000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
-242,500000,365.31183,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,1000000,425.76526,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,1500000,565.15356,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,2000000,521.3841,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,2500000,829.57043,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,3000000,854.3637,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,3500000,2640.4026,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,4000000,4129.667,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,4500000,4020.47,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-242,5000000,4115.282,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,7
-243,500000,210.01323,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,1000000,210.33939,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,1500000,210.15553,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,2000000,210.25972,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,2500000,209.95596,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,3000000,209.99977,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,3500000,210.06744,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,4000000,210.12448,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,4500000,210.32036,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-243,5000000,209.885,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,7
-244,500000,732.595,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,1000000,1338.9692,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,1500000,1128.7739,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,2000000,4169.827,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,2500000,1196.9053,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,3000000,437.7121,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,3500000,467.44736,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,4000000,464.94772,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,4500000,551.4205,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-244,5000000,410.59006,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,7
-245,500000,374.3992,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,1000000,507.2572,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,1500000,792.55334,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,2000000,885.14026,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,2500000,1971.4586,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,3000000,3675.7493,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,3500000,1971.5365,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,4000000,1569.9814,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,4500000,3387.7637,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-245,5000000,2658.749,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,7
-246,500000,2644.9036,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,1000000,4668.163,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,1500000,4588.4507,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,2000000,4694.832,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,2500000,4571.528,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,3000000,4590.741,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,3500000,1174.3795,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,4000000,4543.2773,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,4500000,4889.801,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
-246,5000000,2712.1094,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,7
+241,3500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
+241,4000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
+241,4500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
+241,5000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,7
+242,500000,365.31183,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,1000000,425.76526,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,1500000,565.15356,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,2000000,521.3841,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,2500000,829.57043,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,3000000,854.3637,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,3500000,2640.4026,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,4000000,4129.667,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,4500000,4020.47,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+242,5000000,4115.282,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,7
+243,500000,210.01323,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,1000000,210.33939,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,1500000,210.15553,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,2000000,210.25972,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,2500000,209.95596,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,3000000,209.99977,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,3500000,210.06744,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,4000000,210.12448,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,4500000,210.32036,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+243,5000000,209.885,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,7
+244,500000,732.595,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,1000000,1338.9692,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,1500000,1128.7739,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,2000000,4169.827,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,2500000,1196.9053,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,3000000,437.7121,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,3500000,467.44736,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,4000000,464.94772,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,4500000,551.4205,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+244,5000000,410.59006,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,7
+245,500000,374.3992,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,1000000,507.2572,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,1500000,792.55334,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,2000000,885.14026,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,2500000,1971.4586,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,3000000,3675.7493,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,3500000,1971.5365,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,4000000,1569.9814,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,4500000,3387.7637,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+245,5000000,2658.749,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,7
+246,500000,2644.9036,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,1000000,4668.163,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,1500000,4588.4507,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,2000000,4694.832,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,2500000,4571.528,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,3000000,4590.741,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,3500000,1174.3795,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,4000000,4543.2773,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,4500000,4889.801,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
+246,5000000,2712.1094,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,7
 247,500000,563.02625,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,1000000,1059.8501,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,1500000,3582.4885,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
@@ -7599,16 +7599,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1251.1677,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,4500000,3418.1921,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,5000000,4212.5957,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
-248,500000,463.44666,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,1000000,463.16602,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,1500000,314.47845,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,2000000,456.31787,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,2500000,714.4549,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,3000000,1274.548,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,3500000,4820.3857,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,4000000,4893.3706,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,4500000,4823.419,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
-248,5000000,4816.6895,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,7
+248,500000,463.44666,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,1000000,463.16602,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,1500000,314.47845,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,2000000,456.31787,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,2500000,714.4549,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,3000000,1274.548,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,3500000,4820.3857,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,4000000,4893.3706,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,4500000,4823.419,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
+248,5000000,4816.6895,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,7
 249,500000,177.19406,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,7
 249,1000000,295.99756,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,7
 249,1500000,325.5384,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,7
@@ -7629,16 +7629,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4151.2124,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,7
 250,4500000,3304.414,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,7
 250,5000000,4776.472,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,7
-251,500000,471.7741,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,1000000,1847.263,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,1500000,4663.813,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,2000000,3668.888,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,2500000,5002.716,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,3000000,6605.3384,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,3500000,3884.837,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,4000000,5513.296,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,4500000,4590.8296,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
-251,5000000,5149.9053,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,7
+251,500000,471.7741,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,1000000,1847.263,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,1500000,4663.813,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,2000000,3668.888,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,2500000,5002.716,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,3000000,6605.3384,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,3500000,3884.837,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,4000000,5513.296,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,4500000,4590.8296,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
+251,5000000,5149.9053,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,7
 252,500000,501.54507,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,1000000,590.33325,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,1500000,602.58606,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
@@ -7649,186 +7649,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,247.98816,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,4500000,213.00002,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,5000000,307.04742,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
-253,500000,322.41925,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,1000000,326.96115,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,1500000,394.80872,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,2000000,295.55783,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,2500000,422.33066,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,3000000,600.32715,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,3500000,844.3502,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,4000000,1358.561,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,4500000,2550.1045,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-253,5000000,3904.6685,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,7
-254,500000,195.74947,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,1000000,66.14058,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,1500000,67.8249,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,2000000,151.26099,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,2500000,204.65973,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,3000000,240.45901,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,3500000,261.91684,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,4000000,239.42484,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,4500000,258.69025,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-254,5000000,328.39728,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,7
-255,500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,1000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,1500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,7
-0,500000,3074.0051,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,1000000,2244.9048,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,1500000,2846.302,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,2000000,1386.628,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,2500000,4633.5376,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,3000000,3688.1326,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,3500000,4442.1274,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,4000000,4449.9473,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,4500000,4756.785,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-0,5000000,4717.1064,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,6
-1,500000,296.578,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,1000000,467.00125,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,1500000,509.52228,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,2000000,379.10406,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,2500000,365.3405,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,3000000,595.1404,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,3500000,508.52338,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,4000000,693.63293,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,4500000,660.9312,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-1,5000000,1443.8524,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,6
-2,500000,516.2623,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,1000000,1285.325,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,1500000,1411.0195,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,2000000,3049.4858,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,2500000,2766.2954,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,3000000,5046.9893,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,3500000,2096.0684,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,4000000,3772.074,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,4500000,4386.2715,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-2,5000000,5345.029,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,6
-3,500000,527.2046,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,1000000,3544.7944,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,1500000,5305.9736,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,2000000,2570.9592,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,2500000,4601.7305,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,3000000,5657.1826,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,3500000,3190.2812,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,4000000,5049.868,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,4500000,3018.691,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-3,5000000,6006.9165,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,6
-4,500000,407.1292,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,1000000,403.15326,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,1500000,488.2202,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,2000000,891.412,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,2500000,2491.9688,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,3000000,4814.796,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,3500000,5084.0977,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,4000000,5003.546,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,4500000,4951.2954,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-4,5000000,4927.999,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,6
-5,500000,3436.291,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,1000000,3830.3406,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,1500000,3618.6262,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,2000000,4807.2046,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,2500000,4593.1763,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,3000000,2255.0205,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,3500000,4477.2603,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,4000000,4782.3223,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,4500000,4686.3525,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-5,5000000,3972.6438,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,6
-6,500000,249.98564,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,1000000,278.3097,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,1500000,329.7033,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,2000000,403.3863,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,2500000,512.52374,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,3000000,587.4434,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,3500000,648.0945,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,4000000,805.80945,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,4500000,3262.1946,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-6,5000000,4328.4043,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,6
-7,500000,514.6706,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,1000000,3452.0906,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,1500000,4125.206,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,2000000,4469.8545,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,2500000,4464.705,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,3000000,2448.6328,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,3500000,4373.9927,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,4000000,4703.118,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,4500000,4227.6753,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-7,5000000,3178.3088,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,6
-8,500000,2671.8599,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,1000000,3375.5947,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,1500000,4500.4834,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,2000000,3893.206,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,2500000,177.63336,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,3000000,178.0675,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,3500000,131.16832,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,4000000,137.46622,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,4500000,209.5344,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-8,5000000,150.2026,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,6
-9,500000,497.37042,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,1000000,1026.3993,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,1500000,3913.813,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,2000000,1511.0815,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,2500000,3422.3813,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,3000000,5081.4834,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,3500000,1905.8313,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,4000000,2885.3228,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,4500000,2676.2192,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-9,5000000,285.83643,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,6
-10,500000,406.2589,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,1000000,773.98553,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,1500000,2075.9956,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,2000000,4920.7046,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,2500000,4691.039,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,3000000,4253.2383,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,3500000,4863.6055,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,4000000,5248.36,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,4500000,5296.2754,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-10,5000000,5171.7617,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,6
-11,500000,2514.711,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,1000000,4744.647,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,1500000,4642.5317,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,2000000,4713.316,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,2500000,4700.3975,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,3000000,3785.1936,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,3500000,4116.8955,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,4000000,4573.9253,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,4500000,4700.8047,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-11,5000000,4610.1914,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,6
-12,500000,495.716,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,1000000,5374.633,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,1500000,6347.1025,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,2000000,5439.801,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,2500000,4920.8843,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,3000000,7058.977,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,3500000,5677.1523,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,4000000,5701.536,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,4500000,6243.064,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-12,5000000,1215.355,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,6
-13,500000,443.2575,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,1000000,279.79764,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,1500000,313.54547,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,2000000,378.6684,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,2500000,516.87,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,3000000,647.7669,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,3500000,1013.7551,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,4000000,1066.5961,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,4500000,1510.6068,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-13,5000000,3191.582,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,6
-14,500000,389.50958,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,1000000,3236.44,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,1500000,5121.086,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,2000000,4499.4688,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,2500000,4731.43,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,3000000,4460.2974,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,3500000,5063.824,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,4000000,3270.728,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,4500000,3369.0837,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
-14,5000000,4459.412,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,6
+253,500000,322.41925,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,1000000,326.96115,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,1500000,394.80872,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,2000000,295.55783,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,2500000,422.33066,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,3000000,600.32715,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,3500000,844.3502,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,4000000,1358.561,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,4500000,2550.1045,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+253,5000000,3904.6685,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,7
+254,500000,195.74947,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,1000000,66.14058,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,1500000,67.8249,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,2000000,151.26099,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,2500000,204.65973,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,3000000,240.45901,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,3500000,261.91684,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,4000000,239.42484,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,4500000,258.69025,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+254,5000000,328.39728,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,7
+255,500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,1000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,1500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,7
+0,500000,3074.0051,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,1000000,2244.9048,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,1500000,2846.302,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,2000000,1386.628,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,2500000,4633.5376,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,3000000,3688.1326,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,3500000,4442.1274,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,4000000,4449.9473,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,4500000,4756.785,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+0,5000000,4717.1064,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,6
+1,500000,296.578,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,1000000,467.00125,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,1500000,509.52228,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,2000000,379.10406,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,2500000,365.3405,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,3000000,595.1404,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,3500000,508.52338,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,4000000,693.63293,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,4500000,660.9312,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+1,5000000,1443.8524,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,6
+2,500000,516.2623,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,1000000,1285.325,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,1500000,1411.0195,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,2000000,3049.4858,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,2500000,2766.2954,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,3000000,5046.9893,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,3500000,2096.0684,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,4000000,3772.074,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,4500000,4386.2715,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+2,5000000,5345.029,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,6
+3,500000,527.2046,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,1000000,3544.7944,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,1500000,5305.9736,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,2000000,2570.9592,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,2500000,4601.7305,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,3000000,5657.1826,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,3500000,3190.2812,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,4000000,5049.868,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,4500000,3018.691,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+3,5000000,6006.9165,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,6
+4,500000,407.1292,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,1000000,403.15326,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,1500000,488.2202,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,2000000,891.412,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,2500000,2491.9688,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,3000000,4814.796,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,3500000,5084.0977,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,4000000,5003.546,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,4500000,4951.2954,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+4,5000000,4927.999,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,6
+5,500000,3436.291,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,1000000,3830.3406,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,1500000,3618.6262,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,2000000,4807.2046,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,2500000,4593.1763,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,3000000,2255.0205,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,3500000,4477.2603,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,4000000,4782.3223,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,4500000,4686.3525,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+5,5000000,3972.6438,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,6
+6,500000,249.98564,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,1000000,278.3097,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,1500000,329.7033,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,2000000,403.3863,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,2500000,512.52374,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,3000000,587.4434,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,3500000,648.0945,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,4000000,805.80945,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,4500000,3262.1946,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+6,5000000,4328.4043,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,6
+7,500000,514.6706,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,1000000,3452.0906,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,1500000,4125.206,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,2000000,4469.8545,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,2500000,4464.705,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,3000000,2448.6328,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,3500000,4373.9927,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,4000000,4703.118,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,4500000,4227.6753,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+7,5000000,3178.3088,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,6
+8,500000,2671.8599,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,1000000,3375.5947,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,1500000,4500.4834,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,2000000,3893.206,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,2500000,177.63336,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,3000000,178.0675,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,3500000,131.16832,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,4000000,137.46622,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,4500000,209.5344,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+8,5000000,150.2026,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,6
+9,500000,497.37042,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,1000000,1026.3993,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,1500000,3913.813,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,2000000,1511.0815,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,2500000,3422.3813,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,3000000,5081.4834,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,3500000,1905.8313,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,4000000,2885.3228,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,4500000,2676.2192,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+9,5000000,285.83643,512,False,540763,0.00474209,15765,0.31441719,False,,,,,6
+10,500000,406.2589,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,1000000,773.98553,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,1500000,2075.9956,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,2000000,4920.7046,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,2500000,4691.039,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,3000000,4253.2383,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,3500000,4863.6055,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,4000000,5248.36,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,4500000,5296.2754,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+10,5000000,5171.7617,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,6
+11,500000,2514.711,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,1000000,4744.647,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,1500000,4642.5317,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,2000000,4713.316,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,2500000,4700.3975,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,3000000,3785.1936,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,3500000,4116.8955,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,4000000,4573.9253,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,4500000,4700.8047,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+11,5000000,4610.1914,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,6
+12,500000,495.716,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,1000000,5374.633,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,1500000,6347.1025,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,2000000,5439.801,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,2500000,4920.8843,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,3000000,7058.977,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,3500000,5677.1523,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,4000000,5701.536,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,4500000,6243.064,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+12,5000000,1215.355,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,6
+13,500000,443.2575,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,1000000,279.79764,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,1500000,313.54547,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,2000000,378.6684,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,2500000,516.87,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,3000000,647.7669,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,3500000,1013.7551,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,4000000,1066.5961,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,4500000,1510.6068,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+13,5000000,3191.582,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,6
+14,500000,389.50958,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,1000000,3236.44,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,1500000,5121.086,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,2000000,4499.4688,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,2500000,4731.43,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,3000000,4460.2974,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,3500000,5063.824,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,4000000,3270.728,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,4500000,3369.0837,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
+14,5000000,4459.412,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,6
 15,500000,1439.8184,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
 15,1000000,3193.206,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
 15,1500000,3921.7188,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
@@ -7839,26 +7839,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,3478.1003,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
 15,4500000,2516.943,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
 15,5000000,4709.342,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
-16,500000,257.30435,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,1000000,303.07086,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,1500000,283.97336,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,2000000,480.69778,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,2500000,317.54102,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,3000000,421.5249,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,3500000,293.10156,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,4000000,431.83197,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,4500000,576.1132,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-16,5000000,476.83496,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,6
-17,500000,477.8363,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,1000000,3173.0647,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,1500000,4551.127,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,2000000,4570.9814,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,2500000,3834.4019,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,3000000,3527.2754,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,3500000,5720.413,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,4000000,4910.1704,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,4500000,4791.8716,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
-17,5000000,5416.361,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,6
+16,500000,257.30435,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,1000000,303.07086,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,1500000,283.97336,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,2000000,480.69778,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,2500000,317.54102,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,3000000,421.5249,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,3500000,293.10156,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,4000000,431.83197,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,4500000,576.1132,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+16,5000000,476.83496,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,6
+17,500000,477.8363,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,1000000,3173.0647,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,1500000,4551.127,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,2000000,4570.9814,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,2500000,3834.4019,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,3000000,3527.2754,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,3500000,5720.413,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,4000000,4910.1704,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,4500000,4791.8716,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
+17,5000000,5416.361,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,6
 18,500000,4811.162,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
 18,1000000,453.94446,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
 18,1500000,3903.103,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
@@ -7869,36 +7869,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,73.952896,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
 18,4500000,71.98093,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
 18,5000000,68.773,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
-19,500000,446.28735,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,1000000,1511.268,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,1500000,1832.7129,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,2000000,1654.808,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,2500000,1985.0208,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,3000000,5215.236,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,3500000,1724.847,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,4000000,4521.8267,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,4500000,4109.537,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-19,5000000,483.53662,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,6
-20,500000,192.96094,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,1000000,342.2895,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,1500000,411.67352,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,2000000,455.49,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,2500000,540.5083,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,3000000,521.0581,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,3500000,549.58026,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,4000000,531.2259,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,4500000,534.5724,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-20,5000000,536.516,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,6
-21,500000,388.43652,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,1000000,501.26447,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,1500000,1213.3176,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,2000000,4637.2544,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,2500000,4604.1357,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,3000000,4320.9062,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,3500000,4388.617,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,4000000,4413.007,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,4500000,4350.185,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
-21,5000000,3909.053,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,6
+19,500000,446.28735,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,1000000,1511.268,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,1500000,1832.7129,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,2000000,1654.808,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,2500000,1985.0208,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,3000000,5215.236,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,3500000,1724.847,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,4000000,4521.8267,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,4500000,4109.537,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+19,5000000,483.53662,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,6
+20,500000,192.96094,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,1000000,342.2895,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,1500000,411.67352,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,2000000,455.49,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,2500000,540.5083,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,3000000,521.0581,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,3500000,549.58026,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,4000000,531.2259,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,4500000,534.5724,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+20,5000000,536.516,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,6
+21,500000,388.43652,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,1000000,501.26447,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,1500000,1213.3176,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,2000000,4637.2544,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,2500000,4604.1357,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,3000000,4320.9062,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,3500000,4388.617,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,4000000,4413.007,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,4500000,4350.185,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
+21,5000000,3909.053,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,6
 22,500000,583.41296,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,1000000,4188.9434,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,1500000,3454.9438,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
@@ -7909,66 +7909,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,3807.7917,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,4500000,4757.5977,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,5000000,4574.3643,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
-23,500000,1810.2534,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,1000000,1119.4849,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,1500000,2313.5127,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,2000000,1231.3402,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,2500000,1147.4364,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,3000000,2372.516,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,3500000,918.10046,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,4000000,2875.2534,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,4500000,759.99915,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-23,5000000,834.32153,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,6
-24,500000,484.81006,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,1000000,3512.042,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,1500000,2522.7363,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,2000000,4435.5728,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,2500000,320.60974,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,3000000,1365.1017,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,3500000,6428.1895,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,4000000,590.91205,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,4500000,399.08035,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-24,5000000,7325.5312,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,6
-25,500000,555.8502,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,1000000,4116.03,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,1500000,5742.978,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,2000000,5487.1553,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,2500000,4217.921,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,3000000,2605.8367,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,3500000,949.925,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,4000000,1894.3655,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,4500000,2445.8848,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-25,5000000,6990.817,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,6
-26,500000,616.8457,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,1000000,2178.9312,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,1500000,3216.7085,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,2000000,2342.561,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,2500000,276.56168,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,3000000,752.692,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,3500000,1278.1769,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,4000000,2560.7463,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,4500000,5463.758,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-26,5000000,4637.2285,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,6
-27,500000,209.55331,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,1000000,210.13452,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,1500000,210.16205,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,2000000,209.90552,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,2500000,209.50864,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,3000000,209.85727,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,3500000,209.6048,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,4000000,209.63077,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,4500000,209.23697,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-27,5000000,209.8467,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,6
-28,500000,361.7349,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,1000000,488.7352,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,1500000,370.68246,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,2000000,462.50885,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,2500000,486.87122,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,3000000,584.19385,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,3500000,1502.9661,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,4000000,4912.9175,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,4500000,5063.169,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
-28,5000000,5002.8164,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,6
+23,500000,1810.2534,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,1000000,1119.4849,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,1500000,2313.5127,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,2000000,1231.3402,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,2500000,1147.4364,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,3000000,2372.516,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,3500000,918.10046,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,4000000,2875.2534,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,4500000,759.99915,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+23,5000000,834.32153,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,6
+24,500000,484.81006,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,1000000,3512.042,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,1500000,2522.7363,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,2000000,4435.5728,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,2500000,320.60974,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,3000000,1365.1017,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,3500000,6428.1895,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,4000000,590.91205,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,4500000,399.08035,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+24,5000000,7325.5312,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,6
+25,500000,555.8502,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,1000000,4116.03,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,1500000,5742.978,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,2000000,5487.1553,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,2500000,4217.921,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,3000000,2605.8367,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,3500000,949.925,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,4000000,1894.3655,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,4500000,2445.8848,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+25,5000000,6990.817,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,6
+26,500000,616.8457,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,1000000,2178.9312,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,1500000,3216.7085,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,2000000,2342.561,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,2500000,276.56168,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,3000000,752.692,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,3500000,1278.1769,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,4000000,2560.7463,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,4500000,5463.758,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+26,5000000,4637.2285,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,6
+27,500000,209.55331,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,1000000,210.13452,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,1500000,210.16205,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,2000000,209.90552,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,2500000,209.50864,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,3000000,209.85727,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,3500000,209.6048,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,4000000,209.63077,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,4500000,209.23697,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+27,5000000,209.8467,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,6
+28,500000,361.7349,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,1000000,488.7352,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,1500000,370.68246,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,2000000,462.50885,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,2500000,486.87122,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,3000000,584.19385,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,3500000,1502.9661,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,4000000,4912.9175,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,4500000,5063.169,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
+28,5000000,5002.8164,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,6
 29,500000,94.848335,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
 29,1000000,352.89746,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
 29,1500000,425.32828,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
@@ -7979,16 +7979,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,3805.707,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
 29,4500000,5020.9873,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
 29,5000000,5195.0967,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
-30,500000,815.52734,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,1000000,2082.4387,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,1500000,1935.2559,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,2000000,1234.1628,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,2500000,1394.9426,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,3000000,1482.9631,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,3500000,2038.2509,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,4000000,5256.6953,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,4500000,1389.0182,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
-30,5000000,579.9293,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,6
+30,500000,815.52734,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,1000000,2082.4387,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,1500000,1935.2559,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,2000000,1234.1628,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,2500000,1394.9426,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,3000000,1482.9631,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,3500000,2038.2509,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,4000000,5256.6953,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,4500000,1389.0182,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
+30,5000000,579.9293,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,6
 31,500000,322.17908,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
 31,1000000,317.44223,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
 31,1500000,353.0475,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
@@ -7999,46 +7999,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,374.5704,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
 31,4500000,394.8279,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
 31,5000000,373.53198,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
-32,500000,5167.303,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,1000000,4672.4707,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,1500000,3109.3545,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,2000000,3888.3325,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,2500000,2493.3594,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,3000000,4747.883,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,3500000,1471.2048,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,4000000,3172.4727,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,4500000,527.24677,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-32,5000000,2501.5952,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,6
-33,500000,600.22894,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,1000000,6113.832,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,1500000,498.12292,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,2000000,4384.5654,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,2500000,5357.422,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,3000000,567.5806,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,3500000,6071.829,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,4000000,4937.509,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,4500000,368.39035,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-33,5000000,4777.0938,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,6
-34,500000,212.02101,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,1000000,211.88663,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,1500000,211.98291,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,2000000,211.75168,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,2500000,211.72314,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,3000000,211.89597,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,3500000,211.94159,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,4000000,211.66762,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,4500000,211.7971,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-34,5000000,211.86107,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,6
-35,500000,3164.5212,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,1000000,295.09476,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,1500000,136.63715,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,2000000,71.38777,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,2500000,61.21893,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,3000000,78.21886,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,3500000,67.808174,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,4000000,73.50194,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,4500000,67.32475,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
-35,5000000,70.35135,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,6
+32,500000,5167.303,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,1000000,4672.4707,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,1500000,3109.3545,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,2000000,3888.3325,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,2500000,2493.3594,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,3000000,4747.883,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,3500000,1471.2048,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,4000000,3172.4727,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,4500000,527.24677,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+32,5000000,2501.5952,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,6
+33,500000,600.22894,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,1000000,6113.832,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,1500000,498.12292,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,2000000,4384.5654,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,2500000,5357.422,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,3000000,567.5806,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,3500000,6071.829,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,4000000,4937.509,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,4500000,368.39035,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+33,5000000,4777.0938,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,6
+34,500000,212.02101,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,1000000,211.88663,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,1500000,211.98291,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,2000000,211.75168,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,2500000,211.72314,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,3000000,211.89597,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,3500000,211.94159,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,4000000,211.66762,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,4500000,211.7971,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+34,5000000,211.86107,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,6
+35,500000,3164.5212,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,1000000,295.09476,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,1500000,136.63715,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,2000000,71.38777,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,2500000,61.21893,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,3000000,78.21886,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,3500000,67.808174,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,4000000,73.50194,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,4500000,67.32475,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,5000000,70.35135,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
 36,500000,363.5334,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,1000000,463.01102,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,1500000,453.60596,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
@@ -8049,26 +8049,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,346.5902,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,4500000,499.80664,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,5000000,509.36014,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
-37,500000,216.20734,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,1000000,311.15228,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,1500000,480.83875,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,2000000,301.4669,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,2500000,407.92426,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,3000000,299.01508,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,3500000,371.75427,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,4000000,436.72348,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,4500000,598.67957,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,5000000,515.6396,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-38,500000,211.9746,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,1000000,211.70221,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,1500000,211.60422,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,2000000,211.46158,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,2500000,211.87497,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,3000000,211.50508,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,3500000,212.24445,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,4000000,211.6853,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,4500000,211.60236,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
-38,5000000,211.5612,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,6
+37,500000,216.20734,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,1000000,311.15228,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,1500000,480.83875,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,2000000,301.4669,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,2500000,407.92426,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,3000000,299.01508,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,3500000,371.75427,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,4000000,436.72348,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,4500000,598.67957,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+37,5000000,515.6396,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,6
+38,500000,211.9746,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,1000000,211.70221,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,1500000,211.60422,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,2000000,211.46158,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,2500000,211.87497,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,3000000,211.50508,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,3500000,212.24445,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,4000000,211.6853,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,4500000,211.60236,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,5000000,211.5612,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
 39,500000,351.20398,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,1000000,419.94876,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,1500000,633.2863,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
@@ -8079,16 +8079,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,3799.9678,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,4500000,4013.7544,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,5000000,4130.9443,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
-40,500000,231.4871,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,1000000,345.23117,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,1500000,520.60034,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,2000000,370.7398,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,2500000,484.93542,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,3000000,401.4308,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,3500000,393.22855,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,4000000,401.7119,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,4500000,488.3515,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,5000000,704.94415,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
+40,500000,231.4871,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,1000000,345.23117,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,1500000,520.60034,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,2000000,370.7398,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,2500000,484.93542,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,3000000,401.4308,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,3500000,393.22855,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,4000000,401.7119,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,4500000,488.3515,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,5000000,704.94415,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
 41,500000,210.5942,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,1000000,210.5412,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,1500000,210.4932,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
@@ -8099,36 +8099,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,210.2828,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,4500000,210.58263,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,5000000,210.4436,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
-42,500000,471.96313,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,1000000,412.71808,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,1500000,452.11853,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,2000000,1045.2373,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,2500000,2286.0781,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,3000000,4927.9824,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,3500000,4892.5957,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,4000000,4802.1353,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,4500000,4619.3286,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,5000000,4564.115,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-43,500000,3054.3313,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,1000000,2961.752,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,1500000,5209.4453,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,2000000,3342.914,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,2500000,4513.127,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,3000000,4776.215,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,3500000,3492.892,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,4000000,3750.428,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,4500000,5005.314,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-43,5000000,3954.0283,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
-44,500000,120.74974,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,1000000,113.36362,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,1500000,114.540634,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,2000000,117.7726,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,2500000,118.68259,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,3000000,119.2059,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,3500000,119.48566,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,4000000,120.05888,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,4500000,120.23862,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
-44,5000000,120.91212,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,6
+42,500000,471.96313,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,1000000,412.71808,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,1500000,452.11853,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,2000000,1045.2373,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,2500000,2286.0781,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,3000000,4927.9824,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,3500000,4892.5957,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,4000000,4802.1353,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,4500000,4619.3286,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+42,5000000,4564.115,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,6
+43,500000,3054.3313,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,1000000,2961.752,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,1500000,5209.4453,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,2000000,3342.914,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,2500000,4513.127,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,3000000,4776.215,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,3500000,3492.892,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,4000000,3750.428,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,4500000,5005.314,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+43,5000000,3954.0283,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,6
+44,500000,120.74974,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,1000000,113.36362,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,1500000,114.540634,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,2000000,117.7726,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,2500000,118.68259,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,3000000,119.2059,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,3500000,119.48566,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,4000000,120.05888,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,4500000,120.23862,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,5000000,120.91212,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
 45,500000,400.1853,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,1000000,386.42105,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,1500000,1382.0747,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
@@ -8139,26 +8139,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4481.5176,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,4500000,4241.087,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,5000000,4496.13,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
-46,500000,483.5113,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,1000000,2701.9214,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,1500000,2079.503,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,2000000,1289.883,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,2500000,3545.2004,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,3000000,3534.2876,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,3500000,2568.3955,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,4000000,4749.1064,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,4500000,498.69812,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,5000000,6213.961,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-47,500000,448.32175,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,1000000,1984.2192,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,1500000,4924.706,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,2000000,5073.006,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,2500000,5277.173,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,3000000,2371.4858,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,3500000,5147.3936,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,4000000,4756.9805,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,4500000,5073.5625,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
-47,5000000,5399.84,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,6
+46,500000,483.5113,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,1000000,2701.9214,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,1500000,2079.503,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,2000000,1289.883,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,2500000,3545.2004,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,3000000,3534.2876,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,3500000,2568.3955,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,4000000,4749.1064,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,4500000,498.69812,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+46,5000000,6213.961,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,6
+47,500000,448.32175,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,1000000,1984.2192,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,1500000,4924.706,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,2000000,5073.006,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,2500000,5277.173,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,3000000,2371.4858,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,3500000,5147.3936,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,4000000,4756.9805,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,4500000,5073.5625,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
+47,5000000,5399.84,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
 48,500000,3752.7102,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,6
 48,1000000,4586.3467,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,6
 48,1500000,3099.7336,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,6
@@ -8189,16 +8189,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,4964.0854,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,6
 50,4500000,2027.4558,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,6
 50,5000000,2033.9481,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,6
-51,500000,390.156,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,1000000,4584.9033,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,1500000,6004.0815,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,2000000,6621.47,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,2500000,5612.281,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,3000000,7030.491,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,3500000,6768.83,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,4000000,6844.3193,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,4500000,6350.0273,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
-51,5000000,6731.742,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
+51,500000,390.156,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,1000000,4584.9033,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,1500000,6004.0815,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,2000000,6621.47,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,2500000,5612.281,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,3000000,7030.491,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,3500000,6768.83,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,4000000,6844.3193,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,4500000,6350.0273,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,5000000,6731.742,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
 52,500000,424.1691,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,1000000,531.01685,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,1500000,1110.9877,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
@@ -8209,26 +8209,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,1739.8977,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,4500000,3533.392,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,5000000,3355.6648,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
-53,500000,205.3685,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,1000000,305.5885,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,1500000,375.01956,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,2000000,413.7926,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,2500000,430.76422,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,3000000,467.14886,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,3500000,409.81372,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,4000000,359.9386,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,4500000,438.41858,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,5000000,441.96674,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-54,500000,952.65405,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,1000000,2425.1333,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,1500000,4554.879,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,2000000,3542.9404,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,2500000,4483.9756,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,3000000,4041.508,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,3500000,4460.84,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,4000000,4656.466,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,4500000,4073.4243,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
-54,5000000,4285.23,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,6
+53,500000,205.3685,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,1000000,305.5885,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,1500000,375.01956,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,2000000,413.7926,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,2500000,430.76422,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,3000000,467.14886,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,3500000,409.81372,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,4000000,359.9386,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,4500000,438.41858,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+53,5000000,441.96674,512,False,495568,1.58e-06,982,0.13248206,False,,,,,6
+54,500000,952.65405,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,1000000,2425.1333,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,1500000,4554.879,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,2000000,3542.9404,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,2500000,4483.9756,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,3000000,4041.508,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,3500000,4460.84,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,4000000,4656.466,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,4500000,4073.4243,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,5000000,4285.23,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
 55,500000,359.74115,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,1000000,500.70755,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,1500000,570.8839,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
@@ -8239,36 +8239,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,2861.727,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,4500000,2629.459,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,5000000,3749.2524,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
-56,500000,210.02982,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,1000000,210.06802,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,1500000,210.02129,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,2000000,210.2298,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,2500000,209.76794,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,3000000,210.31407,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,3500000,210.05516,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,4000000,210.03593,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,4500000,210.17584,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-56,5000000,210.16951,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,6
-57,500000,157.40398,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,1000000,237.5463,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,1500000,420.91544,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,2000000,548.3992,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,2500000,438.49988,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,3000000,489.56256,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,3500000,518.4268,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,4000000,1129.2734,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,4500000,2627.4966,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-57,5000000,4362.5156,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,6
-58,500000,211.27231,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,1000000,211.08768,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,1500000,210.91101,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,2000000,210.73514,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,2500000,211.3031,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,3000000,211.01761,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,3500000,211.0029,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,4000000,211.22911,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,4500000,211.03152,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
-58,5000000,211.11647,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,6
+56,500000,210.02982,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,1000000,210.06802,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,1500000,210.02129,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,2000000,210.2298,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,2500000,209.76794,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,3000000,210.31407,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,3500000,210.05516,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,4000000,210.03593,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,4500000,210.17584,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+56,5000000,210.16951,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,6
+57,500000,157.40398,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,1000000,237.5463,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,1500000,420.91544,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,2000000,548.3992,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,2500000,438.49988,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,3000000,489.56256,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,3500000,518.4268,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,4000000,1129.2734,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,4500000,2627.4966,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+57,5000000,4362.5156,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,6
+58,500000,211.27231,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,1000000,211.08768,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,1500000,210.91101,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,2000000,210.73514,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,2500000,211.3031,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,3000000,211.01761,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,3500000,211.0029,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,4000000,211.22911,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,4500000,211.03152,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
+58,5000000,211.11647,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
 59,500000,260.805,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,1000000,442.1116,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,1500000,440.89368,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
@@ -8279,46 +8279,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,4209.222,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,4500000,4537.616,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,5000000,4654.9746,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
-60,500000,390.35187,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,1000000,1472.7144,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,1500000,4406.345,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,2000000,4681.49,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,2500000,4258.241,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,3000000,4717.546,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,3500000,4706.811,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,4000000,4794.6123,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,4500000,4655.675,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-60,5000000,4607.172,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,6
-61,500000,197.03035,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,1000000,517.445,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,1500000,535.9251,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,2000000,490.79974,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,2500000,529.45374,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,3000000,546.78186,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,3500000,484.95905,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,4000000,452.52985,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,4500000,524.459,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-61,5000000,499.85782,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,6
-62,500000,570.7236,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,1000000,2935.9912,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,1500000,3586.1528,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,2000000,5088.066,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,2500000,3953.7659,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,3000000,5800.1826,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,3500000,4270.9346,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,4000000,5097.9375,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,4500000,8240.041,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-62,5000000,8683.515,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,6
-63,500000,338.639,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,1000000,334.92502,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,1500000,682.0477,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,2000000,1060.519,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,2500000,2838.8496,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,3000000,3175.9473,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,3500000,4322.902,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,4000000,4188.8037,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,4500000,4696.048,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
-63,5000000,4576.17,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,6
+60,500000,390.35187,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,1000000,1472.7144,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,1500000,4406.345,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,2000000,4681.49,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,2500000,4258.241,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,3000000,4717.546,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,3500000,4706.811,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,4000000,4794.6123,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,4500000,4655.675,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+60,5000000,4607.172,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,6
+61,500000,197.03035,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,1000000,517.445,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,1500000,535.9251,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,2000000,490.79974,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,2500000,529.45374,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,3000000,546.78186,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,3500000,484.95905,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,4000000,452.52985,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,4500000,524.459,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+61,5000000,499.85782,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,6
+62,500000,570.7236,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,1000000,2935.9912,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,1500000,3586.1528,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,2000000,5088.066,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,2500000,3953.7659,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,3000000,5800.1826,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,3500000,4270.9346,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,4000000,5097.9375,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,4500000,8240.041,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+62,5000000,8683.515,512,False,220480,0.00107533,11522,1.86025571,False,,,,,6
+63,500000,338.639,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,1000000,334.92502,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,1500000,682.0477,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,2000000,1060.519,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,2500000,2838.8496,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,3000000,3175.9473,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,3500000,4322.902,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,4000000,4188.8037,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,4500000,4696.048,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
+63,5000000,4576.17,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,6
 64,500000,89.41967,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,1000000,180.07861,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,1500000,212.05109,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
@@ -8329,26 +8329,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,318.37408,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,4500000,301.0586,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,5000000,391.13593,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
-65,500000,396.31787,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,1000000,527.25366,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,1500000,1374.6073,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,2000000,4809.121,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,2500000,4137.9326,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,3000000,4714.245,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,3500000,5222.2363,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,4000000,5321.1143,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,4500000,6150.5977,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,5000000,5803.0586,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-66,500000,893.33484,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,1000000,3941.4219,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,1500000,4598.8594,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,2000000,4474.327,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,2500000,4513.7705,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,3000000,4085.542,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,3500000,4177.6113,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,4000000,4775.1826,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,4500000,4677.7197,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
-66,5000000,4605.882,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,6
+65,500000,396.31787,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,1000000,527.25366,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,1500000,1374.6073,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,2000000,4809.121,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,2500000,4137.9326,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,3000000,4714.245,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,3500000,5222.2363,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,4000000,5321.1143,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,4500000,6150.5977,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+65,5000000,5803.0586,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,6
+66,500000,893.33484,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,1000000,3941.4219,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,1500000,4598.8594,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,2000000,4474.327,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,2500000,4513.7705,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,3000000,4085.542,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,3500000,4177.6113,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,4000000,4775.1826,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,4500000,4677.7197,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
+66,5000000,4605.882,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
 67,500000,293.38422,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,1000000,376.52933,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,1500000,481.3753,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
@@ -8359,26 +8359,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,445.87976,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,4500000,462.63675,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,5000000,502.16046,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
-68,500000,2198.0479,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,1000000,3458.0283,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,1500000,4817.966,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,2000000,1536.5076,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,2500000,3353.383,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,3000000,5150.4976,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,3500000,2160.5264,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,4000000,754.2092,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,4500000,5307.203,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-68,5000000,4253.5693,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
-69,500000,410.00122,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,1000000,1980.3171,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,1500000,5037.618,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,2000000,4860.1904,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,2500000,2920.995,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,3000000,5229.43,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,3500000,6012.0938,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,4000000,4442.493,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,4500000,7074.3423,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
-69,5000000,6913.909,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,6
+68,500000,2198.0479,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,1000000,3458.0283,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,1500000,4817.966,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,2000000,1536.5076,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,2500000,3353.383,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,3000000,5150.4976,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,3500000,2160.5264,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,4000000,754.2092,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,4500000,5307.203,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+68,5000000,4253.5693,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,6
+69,500000,410.00122,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,1000000,1980.3171,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,1500000,5037.618,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,2000000,4860.1904,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,2500000,2920.995,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,3000000,5229.43,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,3500000,6012.0938,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,4000000,4442.493,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,4500000,7074.3423,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
+69,5000000,6913.909,512,False,917561,0.00016708,5507,5.77239771,False,,,,,6
 70,500000,415.8764,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,1000000,523.74304,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,1500000,690.2398,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
@@ -8389,16 +8389,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4849.356,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,4500000,4772.7305,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,5000000,3751.5093,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
-71,500000,279.66315,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,1000000,376.95892,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,1500000,300.6917,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,2000000,458.4043,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,2500000,401.99084,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,3000000,478.6788,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,3500000,651.66174,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,4000000,1077.628,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,4500000,2613.49,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
-71,5000000,4528.364,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,6
+71,500000,279.66315,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,1000000,376.95892,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,1500000,300.6917,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,2000000,458.4043,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,2500000,401.99084,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,3000000,478.6788,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,3500000,651.66174,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,4000000,1077.628,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,4500000,2613.49,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
+71,5000000,4528.364,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
 72,500000,213.41876,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,1000000,213.17001,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,1500000,213.12973,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
@@ -8409,16 +8409,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,213.50174,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,4500000,212.70935,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,5000000,212.8266,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
-73,500000,210.86862,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,1000000,210.95352,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,1500000,211.03833,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,2000000,210.92569,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,2500000,210.65819,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,3000000,210.91397,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,3500000,210.73842,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,4000000,210.76065,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,4500000,210.56247,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
-73,5000000,210.81169,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,6
+73,500000,210.86862,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,1000000,210.95352,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,1500000,211.03833,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,2000000,210.92569,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,2500000,210.65819,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,3000000,210.91397,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,3500000,210.73842,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,4000000,210.76065,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,4500000,210.56247,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
+73,5000000,210.81169,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,6
 74,500000,1323.3665,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,6
 74,1000000,4544.928,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,6
 74,1500000,4602.355,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,6
@@ -8449,56 +8449,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,3405.2888,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,6
 76,4500000,903.225,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,6
 76,5000000,4058.526,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,6
-77,500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,1000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,1500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,2000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,2500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,3000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,3500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,4000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,4500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-77,5000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,6
-78,500000,213.31876,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,1000000,213.44939,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,1500000,212.88263,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,2000000,213.0982,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,2500000,213.26672,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,3000000,212.95726,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,3500000,213.26816,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,4000000,280.44684,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,4500000,280.68384,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-78,5000000,282.67007,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,6
-79,500000,3125.7397,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,1000000,2363.1506,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,1500000,1212.6873,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,2000000,4729.0283,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,2500000,4639.3975,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,3000000,1053.4427,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,3500000,4755.219,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,4000000,4740.8115,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,4500000,4697.748,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-79,5000000,4385.3315,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,6
-80,500000,321.53455,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,1000000,724.67615,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,1500000,2589.5894,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,2000000,1671.767,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,2500000,2815.3184,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,3000000,2169.8428,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,3500000,3471.3254,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,4000000,3724.3306,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,4500000,3168.83,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-80,5000000,3420.0923,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,6
-81,500000,504.8189,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,1000000,4029.2183,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,1500000,6657.7803,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,2000000,2757.112,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,2500000,1982.9702,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,3000000,2001.1028,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,3500000,4445.9937,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,4000000,5506.2305,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,4500000,3414.421,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
-81,5000000,472.69928,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,6
+77,500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,1000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,1500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,2000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,2500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,3000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,3500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,4000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,4500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+77,5000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,6
+78,500000,213.31876,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,1000000,213.44939,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,1500000,212.88263,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,2000000,213.0982,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,2500000,213.26672,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,3000000,212.95726,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,3500000,213.26816,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,4000000,280.44684,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,4500000,280.68384,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+78,5000000,282.67007,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,6
+79,500000,3125.7397,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,1000000,2363.1506,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,1500000,1212.6873,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,2000000,4729.0283,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,2500000,4639.3975,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,3000000,1053.4427,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,3500000,4755.219,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,4000000,4740.8115,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,4500000,4697.748,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+79,5000000,4385.3315,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,6
+80,500000,321.53455,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,1000000,724.67615,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,1500000,2589.5894,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,2000000,1671.767,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,2500000,2815.3184,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,3000000,2169.8428,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,3500000,3471.3254,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,4000000,3724.3306,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,4500000,3168.83,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+80,5000000,3420.0923,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,6
+81,500000,504.8189,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,1000000,4029.2183,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,1500000,6657.7803,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,2000000,2757.112,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,2500000,1982.9702,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,3000000,2001.1028,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,3500000,4445.9937,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,4000000,5506.2305,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,4500000,3414.421,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
+81,5000000,472.69928,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,6
 82,500000,212.85077,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,1000000,211.99126,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,1500000,212.49898,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
@@ -8509,26 +8509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,211.49532,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,4500000,212.1926,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,5000000,212.21631,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
-83,500000,400.6899,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,1000000,1798.5908,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,1500000,3975.6255,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,2000000,4475.6826,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,2500000,3574.1802,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,3000000,4276.3164,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,3500000,4535.383,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,4000000,4517.1553,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,4500000,4447.948,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,5000000,4484.0005,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-84,500000,256.37396,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,1000000,317.013,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,1500000,379.86188,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,2000000,402.1206,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,2500000,485.98743,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,3000000,453.92776,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,3500000,363.1919,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,4000000,388.0229,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,4500000,437.72214,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
-84,5000000,422.40186,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,6
+83,500000,400.6899,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,1000000,1798.5908,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,1500000,3975.6255,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,2000000,4475.6826,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,2500000,3574.1802,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,3000000,4276.3164,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,3500000,4535.383,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,4000000,4517.1553,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,4500000,4447.948,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+83,5000000,4484.0005,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,6
+84,500000,256.37396,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,1000000,317.013,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,1500000,379.86188,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,2000000,402.1206,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,2500000,485.98743,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,3000000,453.92776,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,3500000,363.1919,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,4000000,388.0229,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,4500000,437.72214,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
+84,5000000,422.40186,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
 85,500000,612.68506,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,6
 85,1000000,4596.6836,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,6
 85,1500000,4201.367,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,6
@@ -8549,46 +8549,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,448.08536,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,6
 86,4500000,423.0575,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,6
 86,5000000,432.92737,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,6
-87,500000,510.66022,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,1000000,497.19788,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,1500000,4908.616,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,2000000,4714.4775,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,2500000,4673.8535,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,3000000,4695.9937,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,3500000,4617.8037,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,4000000,4057.183,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,4500000,4556.957,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-87,5000000,4606.034,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,6
-88,500000,408.25598,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,1000000,292.42697,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,1500000,438.274,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,2000000,455.09378,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,2500000,466.4898,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,3000000,693.74554,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,3500000,971.8484,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,4000000,1624.3779,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,4500000,2053.1372,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-88,5000000,3481.1016,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,6
-89,500000,4659.6,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,1000000,4963.2773,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,1500000,3533.5522,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,2000000,1210.6986,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,2500000,4866.4854,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,3000000,1849.1876,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,3500000,4710.542,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,4000000,1818.1475,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,4500000,301.66302,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-89,5000000,293.8998,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,6
-90,500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,1000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,1500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,2000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,2500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,3000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,3500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,4000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,4500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
-90,5000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,6
+87,500000,510.66022,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,1000000,497.19788,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,1500000,4908.616,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,2000000,4714.4775,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,2500000,4673.8535,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,3000000,4695.9937,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,3500000,4617.8037,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,4000000,4057.183,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,4500000,4556.957,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+87,5000000,4606.034,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,6
+88,500000,408.25598,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,1000000,292.42697,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,1500000,438.274,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,2000000,455.09378,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,2500000,466.4898,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,3000000,693.74554,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,3500000,971.8484,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,4000000,1624.3779,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,4500000,2053.1372,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+88,5000000,3481.1016,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,6
+89,500000,4659.6,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,1000000,4963.2773,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,1500000,3533.5522,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,2000000,1210.6986,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,2500000,4866.4854,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,3000000,1849.1876,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,3500000,4710.542,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,4000000,1818.1475,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,4500000,301.66302,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+89,5000000,293.8998,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,6
+90,500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,1000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,1500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,2000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,2500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,3000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,3500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,4000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,4500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
+90,5000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,6
 91,500000,172.86838,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,1000000,72.27625,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,1500000,246.94888,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
@@ -8599,26 +8599,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,492.669,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,4500000,585.81537,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,5000000,561.62866,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
-92,500000,489.6577,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,1000000,952.26196,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,1500000,4037.7031,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,2000000,2982.6582,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,2500000,2774.9746,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,3000000,3994.315,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,3500000,4596.4062,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,4000000,3885.9026,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,4500000,3475.3276,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-92,5000000,4363.986,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
-93,500000,537.3289,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,1000000,1171.8358,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,1500000,4413.0205,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,2000000,4500.1714,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,2500000,4689.532,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,3000000,4601.41,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,3500000,4688.086,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,4000000,4707.093,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,4500000,4424.274,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
-93,5000000,4647.3574,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,6
+92,500000,489.6577,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,1000000,952.26196,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,1500000,4037.7031,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,2000000,2982.6582,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,2500000,2774.9746,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,3000000,3994.315,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,3500000,4596.4062,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,4000000,3885.9026,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,4500000,3475.3276,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+92,5000000,4363.986,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,6
+93,500000,537.3289,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,1000000,1171.8358,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,1500000,4413.0205,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,2000000,4500.1714,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,2500000,4689.532,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,3000000,4601.41,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,3500000,4688.086,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,4000000,4707.093,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,4500000,4424.274,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
+93,5000000,4647.3574,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,6
 94,500000,372.8057,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,1000000,2539.8938,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,1500000,4498.6216,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
@@ -8629,66 +8629,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4610.4907,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,4500000,4639.212,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,5000000,4514.332,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
-95,500000,3244.4175,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,1000000,4225.1733,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,1500000,4588.8306,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,2000000,4709.457,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,2500000,4632.6016,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,3000000,4565.638,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,3500000,4451.3667,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,4000000,4540.8857,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,4500000,4597.5225,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-95,5000000,4654.8843,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,6
-96,500000,2291.7173,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,1000000,5193.692,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,1500000,2384.9058,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,2000000,5212.7373,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,2500000,5319.895,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,3000000,5307.97,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,3500000,5165.509,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,4000000,5199.744,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,4500000,4939.427,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-96,5000000,5640.9785,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,6
-97,500000,210.97069,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,1000000,277.48807,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,1500000,329.11252,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,2000000,427.85352,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,2500000,373.79407,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,3000000,577.1477,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,3500000,512.3774,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,4000000,445.20773,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,4500000,400.6942,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-97,5000000,522.4771,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,6
-98,500000,469.0703,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,1000000,4370.5557,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,1500000,1705.3737,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,2000000,3188.6726,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,2500000,4456.247,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,3000000,2669.8506,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,3500000,4840.4297,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,4000000,4325.1963,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,4500000,3593.3535,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-98,5000000,1600.1842,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,6
-99,500000,641.60205,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,1000000,1385.3274,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,1500000,2000.5618,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,2000000,1801.5846,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,2500000,2091.371,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,3000000,979.15674,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,3500000,3489.024,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,4000000,1066.7134,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,4500000,2933.2158,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-99,5000000,2816.4624,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,6
-100,500000,158.31464,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,1000000,262.06967,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,1500000,304.3819,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,2000000,370.8197,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,2500000,408.2214,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,3000000,486.5532,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,3500000,479.4522,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,4000000,445.10352,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,4500000,286.82602,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
-100,5000000,349.28107,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,6
+95,500000,3244.4175,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,1000000,4225.1733,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,1500000,4588.8306,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,2000000,4709.457,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,2500000,4632.6016,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,3000000,4565.638,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,3500000,4451.3667,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,4000000,4540.8857,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,4500000,4597.5225,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+95,5000000,4654.8843,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,6
+96,500000,2291.7173,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,1000000,5193.692,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,1500000,2384.9058,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,2000000,5212.7373,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,2500000,5319.895,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,3000000,5307.97,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,3500000,5165.509,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,4000000,5199.744,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,4500000,4939.427,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+96,5000000,5640.9785,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,6
+97,500000,210.97069,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,1000000,277.48807,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,1500000,329.11252,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,2000000,427.85352,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,2500000,373.79407,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,3000000,577.1477,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,3500000,512.3774,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,4000000,445.20773,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,4500000,400.6942,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+97,5000000,522.4771,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,6
+98,500000,469.0703,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,1000000,4370.5557,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,1500000,1705.3737,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,2000000,3188.6726,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,2500000,4456.247,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,3000000,2669.8506,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,3500000,4840.4297,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,4000000,4325.1963,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,4500000,3593.3535,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+98,5000000,1600.1842,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,6
+99,500000,641.60205,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,1000000,1385.3274,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,1500000,2000.5618,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,2000000,1801.5846,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,2500000,2091.371,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,3000000,979.15674,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,3500000,3489.024,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,4000000,1066.7134,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,4500000,2933.2158,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+99,5000000,2816.4624,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,6
+100,500000,158.31464,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,1000000,262.06967,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,1500000,304.3819,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,2000000,370.8197,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,2500000,408.2214,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,3000000,486.5532,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,3500000,479.4522,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,4000000,445.10352,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,4500000,286.82602,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
+100,5000000,349.28107,512,False,532563,0.01382716,16141,3.6880202,False,,,,,6
 101,500000,700.27844,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,6
 101,1000000,4148.199,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,6
 101,1500000,1924.9138,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,6
@@ -8709,16 +8709,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,212.12512,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,6
 102,4500000,212.23117,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,6
 102,5000000,211.91501,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,6
-103,500000,212.98071,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,1000000,212.55698,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,1500000,212.41751,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,2000000,212.43956,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,2500000,212.22371,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,3000000,212.55786,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,3500000,212.45227,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,4000000,212.44324,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,4500000,212.60016,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
-103,5000000,212.49379,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,6
+103,500000,212.98071,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,1000000,212.55698,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,1500000,212.41751,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,2000000,212.43956,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,2500000,212.22371,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,3000000,212.55786,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,3500000,212.45227,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,4000000,212.44324,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,4500000,212.60016,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
+103,5000000,212.49379,512,False,562455,0.05484151,11937,0.45635448,False,,,,,6
 104,500000,1131.546,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,6
 104,1000000,3485.6108,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,6
 104,1500000,1953.4242,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,6
@@ -8749,26 +8749,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,211.88449,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,6
 106,4500000,211.34541,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,6
 106,5000000,212.54282,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,6
-107,500000,1741.3438,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,1000000,1661.5442,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,1500000,1641.7936,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,2000000,4801.693,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,2500000,603.49115,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,3000000,407.6967,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,3500000,58.115974,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,4000000,138.26187,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,4500000,111.62086,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-107,5000000,142.63786,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,6
-108,500000,210.35,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,1000000,210.2064,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,1500000,210.45831,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,2000000,210.17026,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,2500000,210.19699,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,3000000,210.29706,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,3500000,210.3382,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,4000000,210.34233,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,4500000,210.28246,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
-108,5000000,210.61993,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,6
+107,500000,1741.3438,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,1000000,1661.5442,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,1500000,1641.7936,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,2000000,4801.693,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,2500000,603.49115,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,3000000,407.6967,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,3500000,58.115974,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,4000000,138.26187,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,4500000,111.62086,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+107,5000000,142.63786,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,6
+108,500000,210.35,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,1000000,210.2064,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,1500000,210.45831,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,2000000,210.17026,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,2500000,210.19699,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,3000000,210.29706,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,3500000,210.3382,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,4000000,210.34233,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,4500000,210.28246,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
+108,5000000,210.61993,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,6
 109,500000,211.318,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,1000000,93.933716,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,1500000,95.04053,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
@@ -8779,26 +8779,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,96.665436,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,4500000,87.653564,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,5000000,81.765076,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
-110,500000,246.1496,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,1000000,198.53874,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,1500000,275.61328,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,2000000,300.10855,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,2500000,273.4112,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,3000000,382.13943,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,3500000,471.3297,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,4000000,489.93176,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,4500000,443.5562,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-110,5000000,470.55066,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
-111,500000,210.60713,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,1000000,210.95639,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,1500000,210.78766,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,2000000,210.80042,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,2500000,210.60283,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,3000000,210.7983,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,3500000,210.9942,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,4000000,210.83981,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,4500000,210.6273,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
-111,5000000,210.76108,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,6
+110,500000,246.1496,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,1000000,198.53874,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,1500000,275.61328,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,2000000,300.10855,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,2500000,273.4112,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,3000000,382.13943,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,3500000,471.3297,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,4000000,489.93176,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,4500000,443.5562,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+110,5000000,470.55066,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,6
+111,500000,210.60713,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,1000000,210.95639,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,1500000,210.78766,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,2000000,210.80042,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,2500000,210.60283,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,3000000,210.7983,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,3500000,210.9942,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,4000000,210.83981,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,4500000,210.6273,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
+111,5000000,210.76108,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
 112,500000,685.0667,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,1000000,3557.8677,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,1500000,233.01689,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
@@ -8809,16 +8809,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,367.5229,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,4500000,328.11603,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,5000000,595.48975,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
-113,500000,596.1058,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,1000000,4365.65,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,1500000,4515.3027,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,2000000,3312.3035,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,2500000,2447.6816,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,3000000,3085.3948,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,3500000,5024.376,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,4000000,5138.458,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,4500000,5172.4307,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,5000000,4880.466,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
+113,500000,596.1058,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,1000000,4365.65,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,1500000,4515.3027,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,2000000,3312.3035,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,2500000,2447.6816,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,3000000,3085.3948,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,3500000,5024.376,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,4000000,5138.458,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,4500000,5172.4307,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
+113,5000000,4880.466,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
 114,500000,3012.73,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,1000000,2901.859,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,1500000,733.8446,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
@@ -8829,16 +8829,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,112.529236,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,4500000,164.70906,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,5000000,159.7296,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
-115,500000,233.10773,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,1000000,160.82999,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,1500000,183.9437,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,2000000,180.73418,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,2500000,200.57756,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,3000000,192.36334,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,3500000,237.7344,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,4000000,271.13312,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,4500000,224.59833,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
-115,5000000,224.75993,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,6
+115,500000,233.10773,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,1000000,160.82999,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,1500000,183.9437,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,2000000,180.73418,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,2500000,200.57756,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,3000000,192.36334,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,3500000,237.7344,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,4000000,271.13312,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,4500000,224.59833,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
+115,5000000,224.75993,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
 116,500000,1271.572,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,6
 116,1000000,3127.063,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,6
 116,1500000,4725.549,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,6
@@ -8859,76 +8859,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4468.4727,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,6
 117,4500000,4491.9346,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,6
 117,5000000,4500.4453,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,6
-118,500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,1000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,1500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,2000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,2500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,3000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,3500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,4000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,4500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-118,5000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,6
-119,500000,453.34796,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,1000000,4781.415,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,1500000,3447.3115,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,2000000,3045.031,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,2500000,3418.2644,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,3000000,5291.4775,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,3500000,5413.2324,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,4000000,7149.711,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,4500000,7864.883,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-119,5000000,6639.666,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,6
-120,500000,423.44952,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,1000000,774.7158,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,1500000,2006.5889,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,2000000,3166.0002,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,2500000,3710.3765,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,3000000,3050.3018,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,3500000,5070.245,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,4000000,6173.8594,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,4500000,6534.1963,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-120,5000000,5111.1523,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,6
-121,500000,617.86676,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,1000000,5139.414,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,1500000,3481.6812,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,2000000,4222.944,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,2500000,1938.4143,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,3000000,7089.4033,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,3500000,5015.552,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,4000000,7489.8477,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,4500000,4739.502,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-121,5000000,7304.5576,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,6
-122,500000,335.52774,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,1000000,376.488,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,1500000,526.34125,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,2000000,512.6184,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,2500000,455.69235,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,3000000,508.35013,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,3500000,554.0295,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,4000000,552.19226,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,4500000,570.00323,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-122,5000000,570.88354,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,6
-123,500000,217.69922,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,1000000,464.25763,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,1500000,390.87482,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,2000000,400.44604,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,2500000,583.3415,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,3000000,507.75415,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,3500000,813.8982,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,4000000,1469.5679,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,4500000,3023.976,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-123,5000000,3205.4233,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,6
-124,500000,336.9223,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,1000000,457.0398,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,1500000,1057.7349,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,2000000,2914.155,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,2500000,4470.1504,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,3000000,4228.0337,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,3500000,4834.821,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,4000000,5003.7393,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,4500000,4989.0664,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
-124,5000000,5249.254,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,6
+118,500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,1000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,1500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,2000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,2500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,3000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,3500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,4000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,4500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+118,5000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,6
+119,500000,453.34796,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,1000000,4781.415,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,1500000,3447.3115,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,2000000,3045.031,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,2500000,3418.2644,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,3000000,5291.4775,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,3500000,5413.2324,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,4000000,7149.711,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,4500000,7864.883,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+119,5000000,6639.666,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,6
+120,500000,423.44952,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,1000000,774.7158,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,1500000,2006.5889,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,2000000,3166.0002,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,2500000,3710.3765,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,3000000,3050.3018,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,3500000,5070.245,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,4000000,6173.8594,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,4500000,6534.1963,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+120,5000000,5111.1523,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,6
+121,500000,617.86676,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,1000000,5139.414,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,1500000,3481.6812,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,2000000,4222.944,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,2500000,1938.4143,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,3000000,7089.4033,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,3500000,5015.552,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,4000000,7489.8477,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,4500000,4739.502,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+121,5000000,7304.5576,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,6
+122,500000,335.52774,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,1000000,376.488,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,1500000,526.34125,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,2000000,512.6184,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,2500000,455.69235,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,3000000,508.35013,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,3500000,554.0295,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,4000000,552.19226,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,4500000,570.00323,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+122,5000000,570.88354,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,6
+123,500000,217.69922,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,1000000,464.25763,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,1500000,390.87482,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,2000000,400.44604,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,2500000,583.3415,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,3000000,507.75415,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,3500000,813.8982,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,4000000,1469.5679,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,4500000,3023.976,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+123,5000000,3205.4233,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,6
+124,500000,336.9223,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,1000000,457.0398,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,1500000,1057.7349,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,2000000,2914.155,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,2500000,4470.1504,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,3000000,4228.0337,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,3500000,4834.821,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,4000000,5003.7393,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,4500000,4989.0664,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
+124,5000000,5249.254,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,6
 125,500000,320.76038,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,6
 125,1000000,488.16656,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,6
 125,1500000,589.49194,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,6
@@ -8949,26 +8949,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,799.4319,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,6
 126,4500000,664.1925,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,6
 126,5000000,529.0688,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,6
-127,500000,673.31177,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,1000000,4446.2334,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,1500000,4416.844,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,2000000,4804.241,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,2500000,4332.2197,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,3000000,4868.4824,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,3500000,4737.0684,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,4000000,4665.1284,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,4500000,3297.1562,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-127,5000000,5030.9014,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,6
-128,500000,847.55676,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,1000000,4164.884,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,1500000,2806.176,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,2000000,4095.2896,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,2500000,4393.6455,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,3000000,1606.1079,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,3500000,4507.499,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,4000000,494.09418,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,4500000,3124.7004,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
-128,5000000,5077.6094,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,6
+127,500000,673.31177,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,1000000,4446.2334,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,1500000,4416.844,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,2000000,4804.241,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,2500000,4332.2197,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,3000000,4868.4824,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,3500000,4737.0684,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,4000000,4665.1284,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,4500000,3297.1562,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+127,5000000,5030.9014,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,6
+128,500000,847.55676,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,1000000,4164.884,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,1500000,2806.176,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,2000000,4095.2896,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,2500000,4393.6455,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,3000000,1606.1079,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,3500000,4507.499,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,4000000,494.09418,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,4500000,3124.7004,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
+128,5000000,5077.6094,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,6
 129,500000,392.91016,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,6
 129,1000000,478.18304,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,6
 129,1500000,539.33246,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,6
@@ -8989,36 +8989,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,4429.522,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,6
 130,4500000,4123.5825,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,6
 130,5000000,4588.49,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,6
-131,500000,322.15512,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,1000000,362.43713,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,1500000,500.98834,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,2000000,644.2526,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,2500000,1095.6843,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,3000000,3245.0994,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,3500000,4567.842,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,4000000,4631.0674,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,4500000,3128.3965,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-131,5000000,4568.127,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,6
-132,500000,448.2056,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,1000000,3137.9377,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,1500000,2966.3083,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,2000000,3254.6687,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,2500000,3120.1667,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,3000000,291.52698,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,3500000,1236.197,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,4000000,1887.3086,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,4500000,3875.5945,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-132,5000000,967.19226,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,6
-133,500000,449.8825,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,1000000,1135.9303,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,1500000,3653.8848,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,2000000,5304.588,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,2500000,5053.8955,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,3000000,5608.6646,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,3500000,5974.046,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,4000000,6069.8086,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,4500000,4351.6865,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
-133,5000000,5954.8,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,6
+131,500000,322.15512,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,1000000,362.43713,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,1500000,500.98834,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,2000000,644.2526,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,2500000,1095.6843,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,3000000,3245.0994,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,3500000,4567.842,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,4000000,4631.0674,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,4500000,3128.3965,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+131,5000000,4568.127,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,6
+132,500000,448.2056,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,1000000,3137.9377,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,1500000,2966.3083,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,2000000,3254.6687,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,2500000,3120.1667,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,3000000,291.52698,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,3500000,1236.197,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,4000000,1887.3086,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,4500000,3875.5945,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+132,5000000,967.19226,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,6
+133,500000,449.8825,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,1000000,1135.9303,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,1500000,3653.8848,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,2000000,5304.588,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,2500000,5053.8955,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,3000000,5608.6646,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,3500000,5974.046,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,4000000,6069.8086,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,4500000,4351.6865,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
+133,5000000,5954.8,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,6
 134,500000,208.2713,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,1000000,337.4728,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,1500000,454.74136,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
@@ -9029,16 +9029,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,1106.688,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,4500000,2329.1812,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,5000000,3015.7217,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
-135,500000,407.70178,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,1000000,4705.347,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,1500000,5861.061,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,2000000,5309.4185,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,2500000,5543.5396,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,3000000,5410.46,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,3500000,5231.0127,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,4000000,4105.461,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,4500000,5963.3955,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
-135,5000000,5583.4844,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,6
+135,500000,407.70178,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,1000000,4705.347,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,1500000,5861.061,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,2000000,5309.4185,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,2500000,5543.5396,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,3000000,5410.46,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,3500000,5231.0127,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,4000000,4105.461,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,4500000,5963.3955,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
+135,5000000,5583.4844,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,6
 136,500000,436.29956,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,1000000,614.6727,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,1500000,663.12616,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
@@ -9049,86 +9049,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,4531.4404,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,4500000,4351.525,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,5000000,4364.5054,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
-137,500000,210.05046,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,1000000,349.33716,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,1500000,268.0498,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,2000000,255.24713,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,2500000,454.4192,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,3000000,354.51752,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,3500000,531.3493,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,4000000,531.73267,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,4500000,884.5287,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-137,5000000,887.84595,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,6
-138,500000,148.18137,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,1000000,91.67138,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,1500000,202.36227,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,2000000,200.16757,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,2500000,247.48637,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,3000000,68.32932,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,3500000,164.40659,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,4000000,224.33862,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,4500000,253.18335,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-138,5000000,223.1185,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,6
-139,500000,219.55519,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,1000000,213.72046,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,1500000,191.23383,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,2000000,191.03043,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,2500000,191.543,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,3000000,191.77597,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,3500000,192.64539,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,4000000,192.27623,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,4500000,192.4115,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-139,5000000,192.8764,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,6
-140,500000,350.1075,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,1000000,584.37744,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,1500000,1446.8232,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,2000000,4902.37,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,2500000,4888.792,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,3000000,4891.088,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,3500000,4618.614,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,4000000,4588.615,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,4500000,4435.472,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-140,5000000,4617.262,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,6
-141,500000,309.7065,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,1000000,439.05276,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,1500000,471.62338,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,2000000,874.5912,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,2500000,2580.3242,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,3000000,5265.458,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,3500000,5264.6787,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,4000000,5257.501,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,4500000,5242.5786,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-141,5000000,5242.018,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,6
-142,500000,851.8928,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,1000000,2800.227,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,1500000,4614.246,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,2000000,4429.0713,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,2500000,4533.895,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,3000000,4592.16,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,3500000,4623.997,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,4000000,4504.6426,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,4500000,4657.745,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-142,5000000,4605.4814,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,6
-143,500000,382.90857,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,1000000,797.28723,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,1500000,3581.6882,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,2000000,4805.734,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,2500000,4467.5234,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,3000000,3393.105,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,3500000,4846.1553,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,4000000,4734.0884,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,4500000,4808.995,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-143,5000000,5014.047,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,6
-144,500000,254.94348,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,1000000,384.1993,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,1500000,325.0739,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,2000000,304.28192,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,2500000,425.52014,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,3000000,574.2959,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,3500000,622.48083,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,4000000,922.81604,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,4500000,1213.5336,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
-144,5000000,1475.0198,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,6
+137,500000,210.05046,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,1000000,349.33716,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,1500000,268.0498,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,2000000,255.24713,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,2500000,454.4192,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,3000000,354.51752,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,3500000,531.3493,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,4000000,531.73267,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,4500000,884.5287,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+137,5000000,887.84595,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,6
+138,500000,148.18137,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,1000000,91.67138,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,1500000,202.36227,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,2000000,200.16757,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,2500000,247.48637,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,3000000,68.32932,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,3500000,164.40659,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,4000000,224.33862,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,4500000,253.18335,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+138,5000000,223.1185,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,6
+139,500000,219.55519,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,1000000,213.72046,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,1500000,191.23383,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,2000000,191.03043,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,2500000,191.543,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,3000000,191.77597,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,3500000,192.64539,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,4000000,192.27623,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,4500000,192.4115,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+139,5000000,192.8764,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,6
+140,500000,350.1075,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,1000000,584.37744,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,1500000,1446.8232,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,2000000,4902.37,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,2500000,4888.792,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,3000000,4891.088,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,3500000,4618.614,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,4000000,4588.615,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,4500000,4435.472,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+140,5000000,4617.262,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,6
+141,500000,309.7065,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,1000000,439.05276,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,1500000,471.62338,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,2000000,874.5912,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,2500000,2580.3242,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,3000000,5265.458,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,3500000,5264.6787,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,4000000,5257.501,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,4500000,5242.5786,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+141,5000000,5242.018,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,6
+142,500000,851.8928,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,1000000,2800.227,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,1500000,4614.246,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,2000000,4429.0713,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,2500000,4533.895,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,3000000,4592.16,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,3500000,4623.997,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,4000000,4504.6426,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,4500000,4657.745,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+142,5000000,4605.4814,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,6
+143,500000,382.90857,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,1000000,797.28723,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,1500000,3581.6882,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,2000000,4805.734,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,2500000,4467.5234,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,3000000,3393.105,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,3500000,4846.1553,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,4000000,4734.0884,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,4500000,4808.995,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+143,5000000,5014.047,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,6
+144,500000,254.94348,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,1000000,384.1993,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,1500000,325.0739,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,2000000,304.28192,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,2500000,425.52014,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,3000000,574.2959,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,3500000,622.48083,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,4000000,922.81604,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,4500000,1213.5336,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
+144,5000000,1475.0198,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,6
 145,500000,211.16248,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,6
 145,1000000,211.14787,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,6
 145,1500000,211.27643,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,6
@@ -9149,56 +9149,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,434.1109,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,6
 146,4500000,426.37616,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,6
 146,5000000,55.668278,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,6
-147,500000,377.59308,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,1000000,492.7566,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,1500000,774.32336,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,2000000,4036.6597,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,2500000,4680.608,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,3000000,4517.1055,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,3500000,4425.3857,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,4000000,4507.0557,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,4500000,4413.7314,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-147,5000000,4424.061,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,6
-148,500000,72.358955,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,1000000,66.61189,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,1500000,67.43668,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,2000000,68.14085,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,2500000,68.0788,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,3000000,68.20158,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,3500000,68.87686,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,4000000,57.595215,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,4500000,57.75365,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-148,5000000,57.82038,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,6
-149,500000,357.65222,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,1000000,588.64996,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,1500000,2043.8533,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,2000000,2518.1125,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,2500000,1548.0557,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,3000000,2647.085,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,3500000,3589.485,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,4000000,2604.4795,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,4500000,3871.4067,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-149,5000000,1670.2045,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,6
-150,500000,420.86566,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,1000000,4061.0593,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,1500000,3343.2183,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,2000000,3655.2603,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,2500000,2394.4624,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,3000000,1166.6729,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,3500000,4672.0547,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,4000000,5582.917,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,4500000,3735.8252,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-150,5000000,6606.922,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,6
-151,500000,559.2892,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,1000000,5120.958,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,1500000,5317.7837,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,2000000,3581.634,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,2500000,4060.7446,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,3000000,3241.524,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,3500000,4634.54,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,4000000,6414.5273,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,4500000,4542.7485,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
-151,5000000,509.3772,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,6
+147,500000,377.59308,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,1000000,492.7566,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,1500000,774.32336,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,2000000,4036.6597,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,2500000,4680.608,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,3000000,4517.1055,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,3500000,4425.3857,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,4000000,4507.0557,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,4500000,4413.7314,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+147,5000000,4424.061,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,6
+148,500000,72.358955,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,1000000,66.61189,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,1500000,67.43668,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,2000000,68.14085,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,2500000,68.0788,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,3000000,68.20158,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,3500000,68.87686,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,4000000,57.595215,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,4500000,57.75365,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+148,5000000,57.82038,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,6
+149,500000,357.65222,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,1000000,588.64996,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,1500000,2043.8533,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,2000000,2518.1125,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,2500000,1548.0557,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,3000000,2647.085,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,3500000,3589.485,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,4000000,2604.4795,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,4500000,3871.4067,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+149,5000000,1670.2045,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,6
+150,500000,420.86566,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,1000000,4061.0593,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,1500000,3343.2183,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,2000000,3655.2603,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,2500000,2394.4624,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,3000000,1166.6729,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,3500000,4672.0547,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,4000000,5582.917,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,4500000,3735.8252,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+150,5000000,6606.922,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,6
+151,500000,559.2892,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,1000000,5120.958,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,1500000,5317.7837,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,2000000,3581.634,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,2500000,4060.7446,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,3000000,3241.524,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,3500000,4634.54,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,4000000,6414.5273,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,4500000,4542.7485,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
+151,5000000,509.3772,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,6
 152,500000,363.81342,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,1000000,199.83408,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,1500000,285.72354,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
@@ -9209,26 +9209,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,99.53732,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,4500000,102.31143,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,5000000,103.026405,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
-153,500000,350.67844,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,1000000,342.9874,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,1500000,456.0412,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,2000000,508.12698,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,2500000,639.79565,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,3000000,712.55347,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,3500000,608.59766,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,4000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,4500000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-153,5000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,6
-154,500000,456.2898,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,1000000,1820.8213,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,1500000,3410.7002,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,2000000,3319.6733,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,2500000,3487.6143,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,3000000,3287.9116,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,3500000,6244.56,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,4000000,3498.5122,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,4500000,3348.8638,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
-154,5000000,5474.3936,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,6
+153,500000,350.67844,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,1000000,342.9874,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,1500000,456.0412,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,2000000,508.12698,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,2500000,639.79565,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,3000000,712.55347,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,3500000,608.59766,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,4000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,4500000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+153,5000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,6
+154,500000,456.2898,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,1000000,1820.8213,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,1500000,3410.7002,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,2000000,3319.6733,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,2500000,3487.6143,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,3000000,3287.9116,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,3500000,6244.56,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,4000000,3498.5122,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,4500000,3348.8638,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
+154,5000000,5474.3936,512,False,220051,0.00067488,6885,2.8638346,False,,,,,6
 155,500000,384.29034,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,1000000,4457.617,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,1500000,4299.4795,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
@@ -9239,16 +9239,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4474.3984,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,4500000,4473.367,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,5000000,4454.6416,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
-156,500000,380.75623,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,1000000,431.45377,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,1500000,454.64197,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,2000000,456.22583,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,2500000,454.0946,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,3000000,450.72617,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,3500000,452.281,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,4000000,440.89532,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,4500000,435.57764,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
-156,5000000,454.65427,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,6
+156,500000,380.75623,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,1000000,431.45377,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,1500000,454.64197,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,2000000,456.22583,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,2500000,454.0946,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,3000000,450.72617,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,3500000,452.281,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,4000000,440.89532,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,4500000,435.57764,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
+156,5000000,454.65427,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,6
 157,500000,249.02502,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
 157,1000000,329.247,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
 157,1500000,501.48755,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
@@ -9259,36 +9259,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,1138.0201,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
 157,4500000,4120.3916,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
 157,5000000,4410.241,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
-158,500000,262.88318,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,1000000,285.49222,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,1500000,307.81714,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,2000000,305.30426,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,2500000,331.839,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,3000000,346.4374,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,3500000,405.78763,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,4000000,384.05078,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,4500000,379.72836,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-158,5000000,429.0103,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,6
-159,500000,4441.2075,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,1000000,807.4657,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,1500000,4573.631,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,2000000,273.43365,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,2500000,422.56863,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,3000000,103.18214,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,3500000,195.3895,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,4000000,67.70403,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,4500000,186.55188,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-159,5000000,68.49867,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,6
-160,500000,496.33762,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,1000000,755.9705,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,1500000,3027.8838,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,2000000,1705.6421,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,2500000,5001.1504,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,3000000,7705.5713,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,3500000,5642.441,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,4000000,5697.56,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,4500000,6152.0464,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
-160,5000000,5330.6406,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,6
+158,500000,262.88318,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,1000000,285.49222,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,1500000,307.81714,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,2000000,305.30426,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,2500000,331.839,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,3000000,346.4374,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,3500000,405.78763,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,4000000,384.05078,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,4500000,379.72836,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+158,5000000,429.0103,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,6
+159,500000,4441.2075,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,1000000,807.4657,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,1500000,4573.631,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,2000000,273.43365,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,2500000,422.56863,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,3000000,103.18214,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,3500000,195.3895,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,4000000,67.70403,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,4500000,186.55188,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+159,5000000,68.49867,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,6
+160,500000,496.33762,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,1000000,755.9705,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,1500000,3027.8838,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,2000000,1705.6421,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,2500000,5001.1504,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,3000000,7705.5713,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,3500000,5642.441,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,4000000,5697.56,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,4500000,6152.0464,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
+160,5000000,5330.6406,512,False,331945,0.00213698,1379,8.86720294,False,,,,,6
 161,500000,396.84845,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,1000000,374.35034,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,1500000,449.7108,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
@@ -9299,36 +9299,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4290.6416,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,4500000,3747.023,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,5000000,4453.1973,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
-162,500000,405.94925,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,1000000,577.97107,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,1500000,1259.5752,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,2000000,3618.4067,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,2500000,4387.924,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,3000000,4162.6904,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,3500000,4434.6016,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,4000000,4468.8423,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,4500000,4278.871,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-162,5000000,4722.784,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,6
-163,500000,1646.3035,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,1000000,4536.077,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,1500000,3345.8232,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,2000000,3744.3994,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,2500000,1360.1292,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,3000000,2884.0078,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,3500000,1004.50183,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,4000000,3996.1401,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,4500000,4425.73,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-163,5000000,4094.9204,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,6
-164,500000,62.987698,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,1000000,203.45337,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,1500000,232.58125,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,2000000,168.07254,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,2500000,262.29852,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,3000000,221.7956,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,3500000,295.20523,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,4000000,386.7934,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,4500000,382.78885,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
-164,5000000,317.33954,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,6
+162,500000,405.94925,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,1000000,577.97107,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,1500000,1259.5752,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,2000000,3618.4067,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,2500000,4387.924,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,3000000,4162.6904,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,3500000,4434.6016,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,4000000,4468.8423,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,4500000,4278.871,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+162,5000000,4722.784,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,6
+163,500000,1646.3035,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,1000000,4536.077,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,1500000,3345.8232,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,2000000,3744.3994,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,2500000,1360.1292,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,3000000,2884.0078,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,3500000,1004.50183,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,4000000,3996.1401,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,4500000,4425.73,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+163,5000000,4094.9204,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,6
+164,500000,62.987698,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,1000000,203.45337,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,1500000,232.58125,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,2000000,168.07254,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,2500000,262.29852,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,3000000,221.7956,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,3500000,295.20523,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,4000000,386.7934,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,4500000,382.78885,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
+164,5000000,317.33954,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,6
 165,500000,635.16833,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,1000000,281.3412,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,1500000,361.10867,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
@@ -9339,86 +9339,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,385.02734,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,4500000,376.2866,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,5000000,379.99677,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
-166,500000,1546.4238,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,1000000,4009.2954,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,1500000,4880.3384,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,2000000,687.05493,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,2500000,4686.3955,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,3000000,3300.793,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,3500000,2310.7627,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,4000000,1218.0212,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,4500000,446.28177,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-166,5000000,4715.95,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,6
-167,500000,2945.2158,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,1000000,3085.7285,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,1500000,3611.2847,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,2000000,2188.1274,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,2500000,3304.5212,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,3000000,3872.693,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,3500000,492.22284,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,4000000,5623.9985,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,4500000,4063.7563,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-167,5000000,4800.8525,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,6
-168,500000,404.7417,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,1000000,1525.3518,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,1500000,4243.4976,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,2000000,4563.574,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,2500000,4794.6426,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,3000000,4758.0215,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,3500000,5077.308,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,4000000,4997.0596,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,4500000,5150.9126,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-168,5000000,4510.6826,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,6
-169,500000,4142.075,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,1000000,4143.59,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,1500000,1650.156,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,2000000,4682.4536,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,2500000,4224.73,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,3000000,4628.366,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,3500000,4275.6685,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,4000000,180.11417,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,4500000,161.78442,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-169,5000000,149.70718,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,6
-170,500000,495.98395,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,1000000,657.45435,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,1500000,2919.3022,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,2000000,4338.935,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,2500000,4595.928,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,3000000,4635.3774,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,3500000,4406.671,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,4000000,4408.641,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,4500000,4456.774,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-170,5000000,4430.37,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,6
-171,500000,213.2085,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,1000000,212.39404,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,1500000,213.03146,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,2000000,212.46274,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,2500000,212.7963,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,3000000,212.50006,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,3500000,212.27638,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,4000000,212.15063,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,4500000,212.58977,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-171,5000000,212.70284,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,6
-172,500000,1505.4126,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,1000000,1159.7924,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,1500000,998.3159,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,2000000,5036.3433,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,2500000,3632.1406,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,3000000,2050.9067,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,3500000,1143.0771,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,4000000,4919.075,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,4500000,1271.476,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-172,5000000,849.2656,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,6
-173,500000,211.68948,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,1000000,211.33018,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,1500000,210.99785,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,2000000,211.26578,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,2500000,211.01025,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,3000000,211.1391,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,3500000,211.03183,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,4000000,211.5261,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,4500000,211.0723,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
-173,5000000,211.0788,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,6
+166,500000,1546.4238,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,1000000,4009.2954,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,1500000,4880.3384,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,2000000,687.05493,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,2500000,4686.3955,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,3000000,3300.793,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,3500000,2310.7627,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,4000000,1218.0212,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,4500000,446.28177,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+166,5000000,4715.95,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,6
+167,500000,2945.2158,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,1000000,3085.7285,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,1500000,3611.2847,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,2000000,2188.1274,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,2500000,3304.5212,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,3000000,3872.693,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,3500000,492.22284,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,4000000,5623.9985,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,4500000,4063.7563,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+167,5000000,4800.8525,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,6
+168,500000,404.7417,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,1000000,1525.3518,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,1500000,4243.4976,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,2000000,4563.574,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,2500000,4794.6426,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,3000000,4758.0215,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,3500000,5077.308,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,4000000,4997.0596,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,4500000,5150.9126,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+168,5000000,4510.6826,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,6
+169,500000,4142.075,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,1000000,4143.59,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,1500000,1650.156,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,2000000,4682.4536,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,2500000,4224.73,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,3000000,4628.366,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,3500000,4275.6685,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,4000000,180.11417,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,4500000,161.78442,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+169,5000000,149.70718,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,6
+170,500000,495.98395,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,1000000,657.45435,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,1500000,2919.3022,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,2000000,4338.935,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,2500000,4595.928,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,3000000,4635.3774,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,3500000,4406.671,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,4000000,4408.641,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,4500000,4456.774,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+170,5000000,4430.37,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,6
+171,500000,213.2085,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,1000000,212.39404,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,1500000,213.03146,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,2000000,212.46274,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,2500000,212.7963,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,3000000,212.50006,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,3500000,212.27638,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,4000000,212.15063,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,4500000,212.58977,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+171,5000000,212.70284,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,6
+172,500000,1505.4126,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,1000000,1159.7924,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,1500000,998.3159,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,2000000,5036.3433,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,2500000,3632.1406,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,3000000,2050.9067,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,3500000,1143.0771,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,4000000,4919.075,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,4500000,1271.476,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+172,5000000,849.2656,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,6
+173,500000,211.68948,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,1000000,211.33018,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,1500000,210.99785,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,2000000,211.26578,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,2500000,211.01025,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,3000000,211.1391,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,3500000,211.03183,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,4000000,211.5261,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,4500000,211.0723,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
+173,5000000,211.0788,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,6
 174,500000,723.0065,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,6
 174,1000000,3382.6287,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,6
 174,1500000,159.54187,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,6
@@ -9449,46 +9449,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,444.1598,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,6
 176,4500000,380.69672,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,6
 176,5000000,387.95416,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,6
-177,500000,589.5857,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,1000000,4317.992,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,1500000,6463.5425,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,2000000,5172.533,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,2500000,6330.203,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,3000000,6020.216,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,3500000,7026.0713,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,4000000,4822.7163,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,4500000,7069.867,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-177,5000000,5765.3223,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,6
-178,500000,213.22536,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,1000000,212.81125,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,1500000,212.41171,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,2000000,212.29245,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,2500000,212.44173,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,3000000,212.15305,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,3500000,212.61551,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,4000000,212.59528,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,4500000,212.12193,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-178,5000000,211.72128,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,6
-179,500000,679.68884,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,1000000,2566.3206,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,1500000,1978.2374,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,2000000,1857.3013,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,2500000,3426.1853,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,3000000,5320.8633,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,3500000,5924.997,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,4000000,6937.536,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,4500000,1007.9441,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-179,5000000,4607.246,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,6
-180,500000,857.6305,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,1000000,4733.1914,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,1500000,4399.8257,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,2000000,4105.858,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,2500000,4738.622,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,3000000,1324.9304,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,3500000,2768.0068,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,4000000,4634.922,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,4500000,4364.7017,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
-180,5000000,839.3225,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,6
+177,500000,589.5857,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,1000000,4317.992,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,1500000,6463.5425,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,2000000,5172.533,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,2500000,6330.203,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,3000000,6020.216,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,3500000,7026.0713,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,4000000,4822.7163,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,4500000,7069.867,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+177,5000000,5765.3223,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,6
+178,500000,213.22536,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,1000000,212.81125,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,1500000,212.41171,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,2000000,212.29245,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,2500000,212.44173,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,3000000,212.15305,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,3500000,212.61551,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,4000000,212.59528,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,4500000,212.12193,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+178,5000000,211.72128,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,6
+179,500000,679.68884,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,1000000,2566.3206,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,1500000,1978.2374,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,2000000,1857.3013,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,2500000,3426.1853,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,3000000,5320.8633,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,3500000,5924.997,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,4000000,6937.536,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,4500000,1007.9441,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+179,5000000,4607.246,512,False,152167,0.00020138,2123,0.10222915,False,,,,,6
+180,500000,857.6305,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,1000000,4733.1914,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,1500000,4399.8257,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,2000000,4105.858,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,2500000,4738.622,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,3000000,1324.9304,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,3500000,2768.0068,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,4000000,4634.922,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,4500000,4364.7017,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
+180,5000000,839.3225,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,6
 181,500000,968.12244,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,6
 181,1000000,3832.9758,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,6
 181,1500000,3736.8154,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,6
@@ -9509,96 +9509,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4573.905,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,6
 182,4500000,4377.16,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,6
 182,5000000,4255.6133,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,6
-183,500000,470.5595,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,1000000,5068.161,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,1500000,3996.373,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,2000000,5848.087,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,2500000,6138.289,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,3000000,6296.118,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,3500000,5667.118,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,4000000,6920.916,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,4500000,5891.5396,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-183,5000000,5849.865,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,6
-184,500000,264.42157,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,1000000,290.51288,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,1500000,386.92502,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,2000000,370.5838,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,2500000,351.7282,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,3000000,303.4995,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,3500000,479.327,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,4000000,398.73938,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,4500000,424.51825,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-184,5000000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,6
-185,500000,210.7673,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,1000000,210.6678,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,1500000,210.54466,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,2000000,210.46564,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,2500000,210.89195,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,3000000,210.63708,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,3500000,210.57954,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,4000000,210.74313,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,4500000,210.64307,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-185,5000000,210.51884,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,6
-186,500000,270.37323,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,1000000,356.19818,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,1500000,380.1699,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,2000000,351.17468,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,2500000,428.98734,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,3000000,424.81,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,3500000,747.19446,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,4000000,1062.747,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,4500000,1330.8477,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-186,5000000,1992.6503,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,6
-187,500000,513.66895,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,1000000,6012.407,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,1500000,5668.9575,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,2000000,5421.4463,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,2500000,5656.3296,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,3000000,5019.1274,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,3500000,7324.7925,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,4000000,6651.587,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,4500000,7262.024,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-187,5000000,7689.3457,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,6
-188,500000,4693.7725,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,1000000,4561.7856,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,1500000,4291.887,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,2000000,4138.294,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,2500000,1445.9836,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,3000000,555.8524,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,3500000,820.15063,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,4000000,542.3004,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,4500000,4840.4814,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-188,5000000,3875.803,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,6
-189,500000,98.957016,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,1000000,244.33194,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,1500000,274.0387,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,2000000,272.75153,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,2500000,303.91254,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,3000000,324.3612,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,3500000,346.75433,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,4000000,335.96564,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,4500000,391.29602,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-189,5000000,404.28345,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,6
-190,500000,211.28662,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,1000000,210.6589,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,1500000,211.05034,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,2000000,211.47412,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,2500000,211.20758,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,3000000,210.77554,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,3500000,211.03044,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,4000000,211.25166,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,4500000,211.17715,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-190,5000000,211.19229,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,6
-191,500000,210.97961,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,1000000,210.70488,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,1500000,210.84229,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,2000000,210.89359,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,2500000,210.93427,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,3000000,211.2464,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,3500000,210.67102,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,4000000,210.77675,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,4500000,210.9134,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
-191,5000000,210.95425,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,6
+183,500000,470.5595,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,1000000,5068.161,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,1500000,3996.373,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,2000000,5848.087,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,2500000,6138.289,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,3000000,6296.118,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,3500000,5667.118,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,4000000,6920.916,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,4500000,5891.5396,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+183,5000000,5849.865,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,6
+184,500000,264.42157,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,1000000,290.51288,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,1500000,386.92502,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,2000000,370.5838,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,2500000,351.7282,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,3000000,303.4995,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,3500000,479.327,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,4000000,398.73938,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,4500000,424.51825,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+184,5000000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,6
+185,500000,210.7673,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,1000000,210.6678,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,1500000,210.54466,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,2000000,210.46564,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,2500000,210.89195,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,3000000,210.63708,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,3500000,210.57954,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,4000000,210.74313,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,4500000,210.64307,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+185,5000000,210.51884,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,6
+186,500000,270.37323,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,1000000,356.19818,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,1500000,380.1699,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,2000000,351.17468,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,2500000,428.98734,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,3000000,424.81,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,3500000,747.19446,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,4000000,1062.747,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,4500000,1330.8477,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+186,5000000,1992.6503,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,6
+187,500000,513.66895,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,1000000,6012.407,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,1500000,5668.9575,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,2000000,5421.4463,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,2500000,5656.3296,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,3000000,5019.1274,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,3500000,7324.7925,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,4000000,6651.587,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,4500000,7262.024,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+187,5000000,7689.3457,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,6
+188,500000,4693.7725,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,1000000,4561.7856,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,1500000,4291.887,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,2000000,4138.294,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,2500000,1445.9836,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,3000000,555.8524,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,3500000,820.15063,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,4000000,542.3004,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,4500000,4840.4814,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+188,5000000,3875.803,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,6
+189,500000,98.957016,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,1000000,244.33194,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,1500000,274.0387,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,2000000,272.75153,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,2500000,303.91254,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,3000000,324.3612,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,3500000,346.75433,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,4000000,335.96564,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,4500000,391.29602,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+189,5000000,404.28345,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,6
+190,500000,211.28662,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,1000000,210.6589,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,1500000,211.05034,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,2000000,211.47412,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,2500000,211.20758,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,3000000,210.77554,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,3500000,211.03044,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,4000000,211.25166,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,4500000,211.17715,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+190,5000000,211.19229,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,6
+191,500000,210.97961,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,1000000,210.70488,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,1500000,210.84229,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,2000000,210.89359,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,2500000,210.93427,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,3000000,211.2464,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,3500000,210.67102,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,4000000,210.77675,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,4500000,210.9134,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
+191,5000000,210.95425,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,6
 192,500000,1121.5823,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
 192,1000000,3920.6333,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
 192,1500000,4722.0103,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
@@ -9609,106 +9609,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,4744.544,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
 192,4500000,3326.42,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
 192,5000000,4358.3604,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
-193,500000,418.8153,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,1000000,544.5275,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,1500000,870.56726,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,2000000,3886.084,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,2500000,4107.165,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,3000000,4453.1035,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,3500000,128.46283,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,4000000,190.75595,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,4500000,209.7565,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-193,5000000,82.621185,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,6
-194,500000,457.2899,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,1000000,435.32388,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,1500000,455.36533,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,2000000,666.5789,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,2500000,1439.4641,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,3000000,2071.063,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,3500000,3839.0566,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,4000000,4140.8687,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,4500000,3689.2134,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-194,5000000,4505.0024,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,6
-195,500000,334.8194,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,1000000,205.62082,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,1500000,303.1739,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,2000000,289.2397,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,2500000,328.3544,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,3000000,324.7384,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,3500000,346.14532,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,4000000,350.60034,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,4500000,355.51892,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-195,5000000,319.26334,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,6
-196,500000,404.15155,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,1000000,486.7519,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,1500000,1154.6495,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,2000000,3936.481,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,2500000,4464.0264,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,3000000,4123.059,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,3500000,4683.092,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,4000000,4896.6514,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,4500000,4753.754,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-196,5000000,4934.4404,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,6
-197,500000,300.78015,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,1000000,417.06772,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,1500000,386.61185,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,2000000,413.2281,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,2500000,518.72626,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,3000000,381.48047,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,3500000,835.6059,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,4000000,944.9364,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,4500000,1135.2073,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-197,5000000,2906.3286,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,6
-198,500000,214.76917,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,1000000,320.3822,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,1500000,418.37958,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,2000000,406.1772,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,2500000,431.54114,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,3000000,406.4509,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,3500000,374.07275,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,4000000,388.89474,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,4500000,535.11896,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-198,5000000,742.5541,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,6
-199,500000,211.1603,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,1000000,211.40369,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,1500000,210.94539,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,2000000,211.27185,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,2500000,211.40143,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,3000000,211.07538,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,3500000,210.94104,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,4000000,211.012,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,4500000,211.03375,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-199,5000000,210.79323,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,6
-200,500000,477.4977,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,1000000,1773.555,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,1500000,3839.7874,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,2000000,3034.414,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,2500000,6237.38,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,3000000,6815.4067,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,3500000,5912.631,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,4000000,4749.2607,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,4500000,3487.944,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-200,5000000,6730.1597,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,6
-201,500000,333.36218,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,1000000,393.26254,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,1500000,386.5669,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,2000000,412.00153,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,2500000,405.7713,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,3000000,457.44757,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,3500000,423.5418,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,4000000,445.32153,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,4500000,442.9013,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-201,5000000,442.8153,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,6
-202,500000,383.70236,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,1000000,401.63403,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,1500000,454.18652,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,2000000,642.60095,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,2500000,683.1115,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,3000000,967.9614,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,3500000,2113.7725,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,4000000,3122.9258,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,4500000,4075.026,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
-202,5000000,4216.75,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,6
+193,500000,418.8153,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,1000000,544.5275,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,1500000,870.56726,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,2000000,3886.084,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,2500000,4107.165,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,3000000,4453.1035,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,3500000,128.46283,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,4000000,190.75595,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,4500000,209.7565,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+193,5000000,82.621185,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,6
+194,500000,457.2899,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,1000000,435.32388,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,1500000,455.36533,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,2000000,666.5789,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,2500000,1439.4641,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,3000000,2071.063,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,3500000,3839.0566,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,4000000,4140.8687,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,4500000,3689.2134,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+194,5000000,4505.0024,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,6
+195,500000,334.8194,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,1000000,205.62082,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,1500000,303.1739,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,2000000,289.2397,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,2500000,328.3544,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,3000000,324.7384,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,3500000,346.14532,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,4000000,350.60034,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,4500000,355.51892,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+195,5000000,319.26334,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,6
+196,500000,404.15155,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,1000000,486.7519,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,1500000,1154.6495,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,2000000,3936.481,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,2500000,4464.0264,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,3000000,4123.059,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,3500000,4683.092,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,4000000,4896.6514,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,4500000,4753.754,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+196,5000000,4934.4404,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,6
+197,500000,300.78015,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,1000000,417.06772,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,1500000,386.61185,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,2000000,413.2281,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,2500000,518.72626,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,3000000,381.48047,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,3500000,835.6059,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,4000000,944.9364,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,4500000,1135.2073,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+197,5000000,2906.3286,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,6
+198,500000,214.76917,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,1000000,320.3822,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,1500000,418.37958,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,2000000,406.1772,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,2500000,431.54114,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,3000000,406.4509,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,3500000,374.07275,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,4000000,388.89474,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,4500000,535.11896,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+198,5000000,742.5541,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,6
+199,500000,211.1603,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,1000000,211.40369,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,1500000,210.94539,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,2000000,211.27185,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,2500000,211.40143,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,3000000,211.07538,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,3500000,210.94104,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,4000000,211.012,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,4500000,211.03375,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+199,5000000,210.79323,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,6
+200,500000,477.4977,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,1000000,1773.555,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,1500000,3839.7874,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,2000000,3034.414,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,2500000,6237.38,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,3000000,6815.4067,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,3500000,5912.631,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,4000000,4749.2607,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,4500000,3487.944,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+200,5000000,6730.1597,512,False,679978,0.00154826,9892,0.59109317,False,,,,,6
+201,500000,333.36218,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,1000000,393.26254,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,1500000,386.5669,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,2000000,412.00153,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,2500000,405.7713,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,3000000,457.44757,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,3500000,423.5418,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,4000000,445.32153,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,4500000,442.9013,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+201,5000000,442.8153,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,6
+202,500000,383.70236,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,1000000,401.63403,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,1500000,454.18652,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,2000000,642.60095,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,2500000,683.1115,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,3000000,967.9614,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,3500000,2113.7725,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,4000000,3122.9258,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,4500000,4075.026,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
+202,5000000,4216.75,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,6
 203,500000,324.6922,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,6
 203,1000000,482.44153,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,6
 203,1500000,1557.5771,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,6
@@ -9719,106 +9719,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,1470.3823,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,6
 203,4500000,1834.762,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,6
 203,5000000,1727.0308,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,6
-204,500000,213.98012,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,1000000,214.82782,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,1500000,214.18918,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,2000000,214.34302,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,2500000,213.96422,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,3000000,213.85573,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,3500000,214.43202,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,4000000,214.18991,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,4500000,214.21573,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-204,5000000,213.85104,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,6
-205,500000,208.69339,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,1000000,485.10077,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,1500000,154.5372,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,2000000,565.3076,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,2500000,3970.0798,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,3000000,4008.1785,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,3500000,3712.3596,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,4000000,4197.699,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,4500000,3547.252,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-205,5000000,4877.2314,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,6
-206,500000,315.16638,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,1000000,576.6411,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,1500000,1394.8518,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,2000000,4655.583,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,2500000,4443.965,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,3000000,4963.6973,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,3500000,4895.7974,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,4000000,5054.888,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,4500000,5172.8193,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-206,5000000,5323.2686,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,6
-207,500000,412.62424,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,1000000,5200.982,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,1500000,6678.455,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,2000000,6616.055,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,2500000,6754.42,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,3000000,6446.259,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,3500000,6484.451,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,4000000,6496.632,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,4500000,6859.2925,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-207,5000000,6401.4062,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,6
-208,500000,281.1436,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,1000000,338.99878,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,1500000,409.85052,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,2000000,334.26636,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,2500000,323.01462,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,3000000,325.5061,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,3500000,440.01178,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,4000000,461.77246,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,4500000,307.95386,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-208,5000000,353.0787,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,6
-209,500000,482.91803,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,1000000,2544.355,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,1500000,5655.3066,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,2000000,3142.2834,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,2500000,6459.578,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,3000000,2890.4082,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,3500000,846.96454,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,4000000,4315.0005,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,4500000,1355.7021,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-209,5000000,4025.3364,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,6
-210,500000,356.97125,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,1000000,421.7161,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,1500000,413.44495,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,2000000,391.2663,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,2500000,607.6169,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,3000000,667.08704,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,3500000,909.87,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,4000000,1117.9565,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,4500000,1422.3645,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-210,5000000,3775.793,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,6
-211,500000,477.3554,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,1000000,3813.9077,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,1500000,4708.507,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,2000000,6257.716,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,2500000,4030.5781,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,3000000,5215.173,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,3500000,6119.9966,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,4000000,6235.434,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,4500000,4726.6455,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
-211,5000000,6733.5576,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,6
+204,500000,213.98012,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,1000000,214.82782,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,1500000,214.18918,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,2000000,214.34302,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,2500000,213.96422,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,3000000,213.85573,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,3500000,214.43202,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,4000000,214.18991,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,4500000,214.21573,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+204,5000000,213.85104,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,6
+205,500000,208.69339,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,1000000,485.10077,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,1500000,154.5372,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,2000000,565.3076,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,2500000,3970.0798,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,3000000,4008.1785,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,3500000,3712.3596,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,4000000,4197.699,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,4500000,3547.252,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+205,5000000,4877.2314,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,6
+206,500000,315.16638,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,1000000,576.6411,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,1500000,1394.8518,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,2000000,4655.583,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,2500000,4443.965,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,3000000,4963.6973,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,3500000,4895.7974,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,4000000,5054.888,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,4500000,5172.8193,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+206,5000000,5323.2686,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,6
+207,500000,412.62424,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,1000000,5200.982,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,1500000,6678.455,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,2000000,6616.055,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,2500000,6754.42,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,3000000,6446.259,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,3500000,6484.451,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,4000000,6496.632,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,4500000,6859.2925,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+207,5000000,6401.4062,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,6
+208,500000,281.1436,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,1000000,338.99878,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,1500000,409.85052,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,2000000,334.26636,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,2500000,323.01462,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,3000000,325.5061,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,3500000,440.01178,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,4000000,461.77246,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,4500000,307.95386,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+208,5000000,353.0787,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,6
+209,500000,482.91803,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,1000000,2544.355,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,1500000,5655.3066,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,2000000,3142.2834,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,2500000,6459.578,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,3000000,2890.4082,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,3500000,846.96454,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,4000000,4315.0005,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,4500000,1355.7021,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+209,5000000,4025.3364,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,6
+210,500000,356.97125,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,1000000,421.7161,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,1500000,413.44495,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,2000000,391.2663,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,2500000,607.6169,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,3000000,667.08704,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,3500000,909.87,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,4000000,1117.9565,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,4500000,1422.3645,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+210,5000000,3775.793,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,6
+211,500000,477.3554,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,1000000,3813.9077,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,1500000,4708.507,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,2000000,6257.716,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,2500000,4030.5781,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,3000000,5215.173,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,3500000,6119.9966,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,4000000,6235.434,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,4500000,4726.6455,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
+211,5000000,6733.5576,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,6
 212,500000,142.9722,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,1000000,379.8199,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,1500000,187.23128,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,2000000,310.46024,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-212,2500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-212,3000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-212,3500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-212,4000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-212,4500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-212,5000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
-213,500000,275.18115,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,1000000,405.43726,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,1500000,456.60474,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,2000000,425.14447,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,2500000,662.8511,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,3000000,1417.4371,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,3500000,3194.0557,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,4000000,3889.2612,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,4500000,4297.507,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
-213,5000000,4395.5854,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,6
+212,2500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
+212,3000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
+212,3500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
+212,4000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
+212,4500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
+212,5000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
+213,500000,275.18115,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,1000000,405.43726,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,1500000,456.60474,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,2000000,425.14447,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,2500000,662.8511,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,3000000,1417.4371,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,3500000,3194.0557,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,4000000,3889.2612,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,4500000,4297.507,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
+213,5000000,4395.5854,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,6
 214,500000,209.89078,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,1000000,209.9868,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,1500000,210.05936,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
@@ -9829,26 +9829,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,210.12872,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,4500000,210.407,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,5000000,210.25612,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
-215,500000,846.1018,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,1000000,4491.8154,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,1500000,4245.1904,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,2000000,4390.0474,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,2500000,4644.6865,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,3000000,4459.631,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,3500000,4611.907,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,4000000,4578.132,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,4500000,4343.3125,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-215,5000000,4459.748,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,6
-216,500000,417.41324,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,1000000,456.91748,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,1500000,226.83292,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,2000000,478.80908,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,2500000,485.64252,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,3000000,473.54797,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,3500000,482.68658,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,4000000,491.65253,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,4500000,498.0785,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
-216,5000000,530.06964,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,6
+215,500000,846.1018,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,1000000,4491.8154,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,1500000,4245.1904,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,2000000,4390.0474,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,2500000,4644.6865,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,3000000,4459.631,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,3500000,4611.907,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,4000000,4578.132,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,4500000,4343.3125,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+215,5000000,4459.748,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,6
+216,500000,417.41324,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,1000000,456.91748,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,1500000,226.83292,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,2000000,478.80908,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,2500000,485.64252,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,3000000,473.54797,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,3500000,482.68658,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,4000000,491.65253,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,4500000,498.0785,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
+216,5000000,530.06964,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,6
 217,500000,357.1374,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,6
 217,1000000,414.3407,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,6
 217,1500000,468.86346,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,6
@@ -9859,116 +9859,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,481.59656,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,6
 217,4500000,484.6076,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,6
 217,5000000,470.36426,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,6
-218,500000,246.59167,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,1000000,287.95407,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,1500000,350.57385,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,2000000,369.6249,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,2500000,383.2602,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,3000000,487.15286,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,3500000,422.34335,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,4000000,509.45795,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,4500000,470.40137,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-218,5000000,483.57098,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,6
-219,500000,4319.7783,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,1000000,3165.5596,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,1500000,3762.4993,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,2000000,4176.324,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,2500000,4592.8003,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,3000000,4053.1538,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,3500000,3854.3567,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,4000000,4491.9683,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,4500000,4112.5244,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-219,5000000,2425.6401,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,6
-220,500000,141.1386,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,1000000,142.87384,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,1500000,139.1984,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,2000000,117.294014,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,2500000,125.69282,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,3000000,125.87721,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,3500000,125.71652,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,4000000,126.29988,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,4500000,126.412094,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-220,5000000,126.49773,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,6
-221,500000,435.329,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,1000000,1071.6156,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,1500000,4021.5303,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,2000000,4433.291,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,2500000,2879.0273,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,3000000,4670.0527,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,3500000,4338.615,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,4000000,4393.628,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,4500000,4589.984,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-221,5000000,4372.1714,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,6
-222,500000,605.98627,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,1000000,1773.1285,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,1500000,1529.425,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,2000000,4219.7725,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,2500000,661.60156,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,3000000,2387.0386,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,3500000,2070.455,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,4000000,1320.3784,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,4500000,4188.574,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-222,5000000,3404.4395,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,6
-223,500000,231.25575,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,1000000,71.33933,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,1500000,216.1461,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,2000000,307.98236,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,2500000,321.39026,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,3000000,316.99432,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,3500000,323.19147,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,4000000,441.39252,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,4500000,345.45154,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-223,5000000,281.82715,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,6
-224,500000,2494.8306,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,1000000,4833.625,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,1500000,5114.911,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,2000000,3286.437,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,2500000,3784.9595,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,3000000,3318.9688,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,3500000,6589.9106,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,4000000,2777.5955,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,4500000,5833.9287,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-224,5000000,4774.7573,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,6
-225,500000,631.65845,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,1000000,3902.8726,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,1500000,2464.252,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,2000000,2953.5044,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,2500000,3245.2139,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,3000000,2768.2427,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,3500000,4106.9277,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,4000000,2012.0514,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,4500000,4072.841,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-225,5000000,2992.2925,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,6
-226,500000,585.79974,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,1000000,2692.2415,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,1500000,3581.5073,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,2000000,3618.3628,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,2500000,596.13336,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,3000000,4914.956,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,3500000,703.8845,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,4000000,4818.371,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,4500000,1051.3138,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-226,5000000,3619.7437,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,6
-227,500000,186.17453,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,1000000,244.42148,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,1500000,141.34274,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,2000000,48.215874,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,2500000,52.708885,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,3000000,53.367645,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,3500000,49.14283,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,4000000,49.63984,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,4500000,49.6783,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-227,5000000,50.0979,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,6
-228,500000,434.141,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,1000000,2735.7522,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,1500000,5817.487,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,2000000,5885.911,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,2500000,2786.041,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,3000000,5736.992,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,3500000,7043.4424,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,4000000,6207.037,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,4500000,6198.0093,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
-228,5000000,1081.7313,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,6
+218,500000,246.59167,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,1000000,287.95407,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,1500000,350.57385,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,2000000,369.6249,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,2500000,383.2602,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,3000000,487.15286,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,3500000,422.34335,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,4000000,509.45795,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,4500000,470.40137,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+218,5000000,483.57098,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,6
+219,500000,4319.7783,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,1000000,3165.5596,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,1500000,3762.4993,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,2000000,4176.324,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,2500000,4592.8003,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,3000000,4053.1538,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,3500000,3854.3567,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,4000000,4491.9683,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,4500000,4112.5244,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+219,5000000,2425.6401,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,6
+220,500000,141.1386,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,1000000,142.87384,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,1500000,139.1984,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,2000000,117.294014,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,2500000,125.69282,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,3000000,125.87721,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,3500000,125.71652,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,4000000,126.29988,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,4500000,126.412094,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+220,5000000,126.49773,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,6
+221,500000,435.329,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,1000000,1071.6156,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,1500000,4021.5303,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,2000000,4433.291,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,2500000,2879.0273,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,3000000,4670.0527,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,3500000,4338.615,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,4000000,4393.628,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,4500000,4589.984,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+221,5000000,4372.1714,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,6
+222,500000,605.98627,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,1000000,1773.1285,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,1500000,1529.425,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,2000000,4219.7725,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,2500000,661.60156,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,3000000,2387.0386,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,3500000,2070.455,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,4000000,1320.3784,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,4500000,4188.574,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+222,5000000,3404.4395,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,6
+223,500000,231.25575,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,1000000,71.33933,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,1500000,216.1461,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,2000000,307.98236,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,2500000,321.39026,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,3000000,316.99432,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,3500000,323.19147,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,4000000,441.39252,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,4500000,345.45154,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+223,5000000,281.82715,512,False,853730,0.02406078,4160,0.14374896,False,,,,,6
+224,500000,2494.8306,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,1000000,4833.625,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,1500000,5114.911,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,2000000,3286.437,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,2500000,3784.9595,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,3000000,3318.9688,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,3500000,6589.9106,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,4000000,2777.5955,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,4500000,5833.9287,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+224,5000000,4774.7573,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,6
+225,500000,631.65845,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,1000000,3902.8726,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,1500000,2464.252,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,2000000,2953.5044,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,2500000,3245.2139,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,3000000,2768.2427,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,3500000,4106.9277,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,4000000,2012.0514,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,4500000,4072.841,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+225,5000000,2992.2925,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,6
+226,500000,585.79974,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,1000000,2692.2415,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,1500000,3581.5073,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,2000000,3618.3628,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,2500000,596.13336,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,3000000,4914.956,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,3500000,703.8845,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,4000000,4818.371,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,4500000,1051.3138,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+226,5000000,3619.7437,2048,False,760704,0.00101898,11381,0.122051,False,,,,,6
+227,500000,186.17453,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,1000000,244.42148,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,1500000,141.34274,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,2000000,48.215874,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,2500000,52.708885,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,3000000,53.367645,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,3500000,49.14283,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,4000000,49.63984,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,4500000,49.6783,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+227,5000000,50.0979,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,6
+228,500000,434.141,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,1000000,2735.7522,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,1500000,5817.487,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,2000000,5885.911,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,2500000,2786.041,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,3000000,5736.992,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,3500000,7043.4424,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,4000000,6207.037,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,4500000,6198.0093,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
+228,5000000,1081.7313,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,6
 229,500000,211.68776,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
 229,1000000,211.44916,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
 229,1500000,211.49014,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
@@ -9979,46 +9979,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,211.12276,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
 229,4500000,211.57436,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
 229,5000000,211.3009,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
-230,500000,480.7692,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,1000000,4624.288,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,1500000,6264.327,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,2000000,5433.0854,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,2500000,5106.2476,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,3000000,6470.663,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,3500000,6281.332,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,4000000,5424.247,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,4500000,7154.786,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-230,5000000,5990.5977,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,6
-231,500000,338.38586,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,1000000,428.8966,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,1500000,839.5731,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,2000000,1840.3553,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,2500000,3708.2666,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,3000000,4715.017,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,3500000,4650.059,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,4000000,4891.497,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,4500000,5062.687,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-231,5000000,5166.5063,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,6
-232,500000,425.73132,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,1000000,3033.2886,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,1500000,756.0431,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,2000000,4846.792,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,2500000,3695.5657,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,3000000,250.19574,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,3500000,4346.3066,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,4000000,3339.267,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,4500000,1852.9069,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-232,5000000,2282.2908,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,6
-233,500000,403.28644,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,1000000,390.87518,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,1500000,373.27057,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,2000000,512.7726,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,2500000,573.33685,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,3000000,1185.2185,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,3500000,1002.1348,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,4000000,2952.5952,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,4500000,4420.791,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
-233,5000000,4536.6587,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,6
+230,500000,480.7692,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,1000000,4624.288,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,1500000,6264.327,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,2000000,5433.0854,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,2500000,5106.2476,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,3000000,6470.663,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,3500000,6281.332,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,4000000,5424.247,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,4500000,7154.786,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+230,5000000,5990.5977,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,6
+231,500000,338.38586,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,1000000,428.8966,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,1500000,839.5731,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,2000000,1840.3553,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,2500000,3708.2666,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,3000000,4715.017,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,3500000,4650.059,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,4000000,4891.497,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,4500000,5062.687,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+231,5000000,5166.5063,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,6
+232,500000,425.73132,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,1000000,3033.2886,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,1500000,756.0431,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,2000000,4846.792,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,2500000,3695.5657,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,3000000,250.19574,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,3500000,4346.3066,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,4000000,3339.267,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,4500000,1852.9069,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+232,5000000,2282.2908,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,6
+233,500000,403.28644,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,1000000,390.87518,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,1500000,373.27057,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,2000000,512.7726,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,2500000,573.33685,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,3000000,1185.2185,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,3500000,1002.1348,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,4000000,2952.5952,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,4500000,4420.791,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
+233,5000000,4536.6587,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,6
 234,500000,202.29941,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,6
 234,1000000,283.276,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,6
 234,1500000,589.1963,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,6
@@ -10029,66 +10029,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,4337.8896,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,6
 234,4500000,4214.2383,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,6
 234,5000000,4217.495,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,6
-235,500000,234.5612,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,1000000,3688.3557,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,1500000,4742.588,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,2000000,4368.4434,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,2500000,3998.5488,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,3000000,3419.3784,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,3500000,3519.744,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,4000000,3586.433,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,4500000,1090.7683,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-235,5000000,2200.9355,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,6
-236,500000,448.65607,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,1000000,614.2218,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,1500000,5202.7686,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,2000000,5289.3384,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,2500000,4721.9844,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,3000000,5115.113,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,3500000,5929.8105,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,4000000,4952.21,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,4500000,5505.7236,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-236,5000000,4536.6484,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,6
-237,500000,211.37703,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,1000000,210.56015,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,1500000,210.62918,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,2000000,210.69049,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,2500000,210.84418,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,3000000,210.58766,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,3500000,211.14108,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,4000000,210.07532,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,4500000,210.82132,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-237,5000000,210.7688,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,6
-238,500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,1000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,1500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,2000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,2500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,3000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,3500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,4000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,4500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-238,5000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,6
-239,500000,310.29413,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,1000000,558.8983,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,1500000,551.45483,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,2000000,545.5334,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,2500000,495.97058,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,3000000,527.47723,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,3500000,551.47644,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,4000000,529.5521,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,4500000,512.7581,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-239,5000000,539.86597,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,6
-240,500000,388.31918,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,1000000,3115.376,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,1500000,4735.486,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,2000000,5202.582,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,2500000,4583.846,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,3000000,4486.15,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,3500000,4270.0527,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,4000000,5017.88,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,4500000,5271.6504,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
-240,5000000,5761.401,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,6
+235,500000,234.5612,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,1000000,3688.3557,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,1500000,4742.588,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,2000000,4368.4434,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,2500000,3998.5488,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,3000000,3419.3784,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,3500000,3519.744,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,4000000,3586.433,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,4500000,1090.7683,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+235,5000000,2200.9355,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,6
+236,500000,448.65607,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,1000000,614.2218,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,1500000,5202.7686,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,2000000,5289.3384,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,2500000,4721.9844,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,3000000,5115.113,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,3500000,5929.8105,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,4000000,4952.21,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,4500000,5505.7236,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+236,5000000,4536.6484,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,6
+237,500000,211.37703,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,1000000,210.56015,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,1500000,210.62918,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,2000000,210.69049,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,2500000,210.84418,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,3000000,210.58766,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,3500000,211.14108,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,4000000,210.07532,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,4500000,210.82132,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+237,5000000,210.7688,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,6
+238,500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,1000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,1500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,2000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,2500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,3000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,3500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,4000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,4500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+238,5000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,6
+239,500000,310.29413,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,1000000,558.8983,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,1500000,551.45483,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,2000000,545.5334,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,2500000,495.97058,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,3000000,527.47723,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,3500000,551.47644,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,4000000,529.5521,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,4500000,512.7581,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+239,5000000,539.86597,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,6
+240,500000,388.31918,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,1000000,3115.376,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,1500000,4735.486,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,2000000,5202.582,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,2500000,4583.846,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,3000000,4486.15,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,3500000,4270.0527,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,4000000,5017.88,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,4500000,5271.6504,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,5000000,5761.401,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
 241,500000,211.47577,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,1000000,211.42664,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,1500000,211.19016,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
@@ -10099,56 +10099,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,211.23547,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,4500000,211.37941,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,5000000,211.66779,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
-242,500000,365.42368,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,1000000,343.82474,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,1500000,453.6794,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,2000000,560.61084,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,2500000,811.54456,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,3000000,1876.6646,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,3500000,3504.5725,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,4000000,4346.55,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,4500000,4359.7617,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-242,5000000,4450.87,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
-243,500000,210.92041,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,1000000,210.87596,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,1500000,211.19212,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,2000000,211.33456,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,2500000,211.13263,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,3000000,210.97914,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,3500000,211.56706,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,4000000,210.50995,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,4500000,211.48187,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-243,5000000,211.05121,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,6
-244,500000,871.0565,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,1000000,1745.4712,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,1500000,3176.5063,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,2000000,1616.3254,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,2500000,6233.1436,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,3000000,660.40265,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,3500000,418.57953,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,4000000,456.312,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,4500000,5814.577,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-244,5000000,6095.796,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,6
-245,500000,391.55426,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,1000000,514.3981,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,1500000,1303.6356,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,2000000,1250.3506,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,2500000,1817.819,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,3000000,2103.462,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,3500000,2033.3936,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,4000000,1699.8737,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,4500000,2073.8267,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-245,5000000,1575.8401,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,6
-246,500000,3385.274,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,1000000,4823.1094,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,1500000,4395.282,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,2000000,3435.3076,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,2500000,4718.896,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,3000000,4593.9614,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,3500000,3853.684,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,4000000,4473.3203,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,4500000,4876.41,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
-246,5000000,4860.813,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,6
+242,500000,365.42368,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,1000000,343.82474,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,1500000,453.6794,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,2000000,560.61084,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,2500000,811.54456,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,3000000,1876.6646,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,3500000,3504.5725,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,4000000,4346.55,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,4500000,4359.7617,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+242,5000000,4450.87,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,6
+243,500000,210.92041,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,1000000,210.87596,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,1500000,211.19212,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,2000000,211.33456,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,2500000,211.13263,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,3000000,210.97914,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,3500000,211.56706,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,4000000,210.50995,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,4500000,211.48187,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+243,5000000,211.05121,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,6
+244,500000,871.0565,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,1000000,1745.4712,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,1500000,3176.5063,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,2000000,1616.3254,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,2500000,6233.1436,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,3000000,660.40265,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,3500000,418.57953,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,4000000,456.312,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,4500000,5814.577,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+244,5000000,6095.796,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,6
+245,500000,391.55426,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,1000000,514.3981,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,1500000,1303.6356,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,2000000,1250.3506,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,2500000,1817.819,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,3000000,2103.462,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,3500000,2033.3936,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,4000000,1699.8737,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,4500000,2073.8267,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+245,5000000,1575.8401,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,6
+246,500000,3385.274,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,1000000,4823.1094,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,1500000,4395.282,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,2000000,3435.3076,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,2500000,4718.896,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,3000000,4593.9614,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,3500000,3853.684,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,4000000,4473.3203,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,4500000,4876.41,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,5000000,4860.813,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
 247,500000,810.3208,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,1000000,1878.2864,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,1500000,1651.8735,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
@@ -10159,26 +10159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,4545.9824,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,4500000,4075.4036,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,5000000,4424.639,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
-248,500000,486.0219,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,1000000,443.28052,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,1500000,510.81018,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,2000000,469.34174,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,2500000,1001.68536,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,3000000,4469.905,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,3500000,4971.9697,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,4000000,4795.9688,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,4500000,4819.544,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,5000000,3997.266,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
+248,500000,486.0219,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,1000000,443.28052,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,1500000,510.81018,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,2000000,469.34174,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,2500000,1001.68536,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,3000000,4469.905,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,3500000,4971.9697,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,4000000,4795.9688,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,4500000,4819.544,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
+248,5000000,3997.266,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
 249,500000,250.6278,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
 249,1000000,301.7461,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
 249,1500000,300.9167,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,2000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,2500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,3000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,3500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,4000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,4500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
-249,5000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,2000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,2500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,3000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,3500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,4000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,4500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
+249,5000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
 250,500000,1417.0381,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
 250,1000000,3916.8672,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
 250,1500000,4494.7134,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
@@ -10189,16 +10189,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4583.495,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
 250,4500000,4283.5273,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
 250,5000000,4374.945,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
-251,500000,358.0705,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,1000000,1755.1228,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,1500000,612.453,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,2000000,2107.894,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,2500000,2961.9644,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,3000000,718.4352,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,3500000,1355.3246,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,4000000,5604.4795,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,4500000,6536.265,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,5000000,3419.0244,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
+251,500000,358.0705,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,1000000,1755.1228,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,1500000,612.453,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,2000000,2107.894,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,2500000,2961.9644,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,3000000,718.4352,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,3500000,1355.3246,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,4000000,5604.4795,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,4500000,6536.265,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
+251,5000000,3419.0244,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,6
 252,500000,367.1857,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
 252,1000000,448.34836,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
 252,1500000,486.30005,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
@@ -10209,186 +10209,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,4280.6226,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
 252,4500000,3720.0713,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
 252,5000000,4205.8403,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
-253,500000,251.81985,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,1000000,369.62012,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,1500000,362.76688,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,2000000,476.3022,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,2500000,479.14566,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,3000000,758.7677,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,3500000,2131.8777,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,4000000,3714.6262,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,4500000,4091.0798,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-253,5000000,4484.1665,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,6
-254,500000,128.51874,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,1000000,86.6508,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,1500000,65.26482,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,2000000,58.935474,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,2500000,62.12065,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,3000000,65.023415,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,3500000,63.76094,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,4000000,65.050285,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,4500000,72.75302,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-254,5000000,72.90478,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,6
-255,500000,268.75314,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,1000000,291.90915,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,1500000,268.9203,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,2000000,285.2506,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,2500000,256.71277,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,3000000,345.1781,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,3500000,353.11664,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,4000000,365.4251,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,4500000,485.12698,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-255,5000000,394.0528,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,6
-0,500000,3909.584,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,1000000,4725.0923,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,1500000,4585.308,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,2000000,4489.9033,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,2500000,3249.535,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,3000000,4748.534,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,3500000,4768.2056,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,4000000,4533.054,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,4500000,4543.507,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-0,5000000,4704.609,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,1
-1,500000,323.94214,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,1000000,501.32397,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,1500000,438.5135,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,2000000,395.87335,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,2500000,548.3965,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,3000000,565.7632,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,3500000,408.56604,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,4000000,471.04523,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,4500000,543.9259,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-1,5000000,1327.9938,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,1
-2,500000,489.19104,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,1000000,1660.6062,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,1500000,2926.912,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,2000000,1817.555,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,2500000,6252.376,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,3000000,2133.988,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,3500000,4802.321,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,4000000,3490.146,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,4500000,6604.5557,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-2,5000000,3177.329,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,1
-3,500000,555.9959,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,1000000,3073.6787,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,1500000,6214.5283,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,2000000,4155.4854,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,2500000,3361.0903,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,3000000,4983.5186,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,3500000,2864.2178,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,4000000,397.6284,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,4500000,5940.4175,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-3,5000000,6222.07,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,1
-4,500000,442.2284,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,1000000,501.1569,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,1500000,417.6242,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,2000000,576.80457,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,2500000,1396.6667,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,3000000,4596.6484,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,3500000,5001.9346,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,4000000,5025.942,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,4500000,4896.6294,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-4,5000000,4847.0547,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,1
-5,500000,3151.0537,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,1000000,1748.135,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,1500000,4487.6787,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,2000000,2118.979,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,2500000,4323.0806,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,3000000,4168.5625,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,3500000,4284.7686,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,4000000,3931.3394,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,4500000,4497.666,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-5,5000000,4482.9966,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,1
-6,500000,370.77985,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,1000000,266.04425,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,1500000,304.87198,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,2000000,444.82428,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,2500000,514.7023,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,3000000,598.3952,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,3500000,859.9575,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,4000000,942.5779,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,4500000,1212.5771,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-6,5000000,2963.4583,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,1
-7,500000,510.59943,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,1000000,3601.106,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,1500000,3869.9702,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,2000000,3639.8423,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,2500000,4452.467,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,3000000,4641.3496,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,3500000,4646.4497,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,4000000,4630.0713,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,4500000,4539.062,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-7,5000000,4660.1455,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,1
-8,500000,3846.627,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,1000000,3079.6353,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,1500000,4090.7822,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,2000000,4847.4707,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,2500000,119.89375,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,3000000,138.87729,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,3500000,62.559315,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,4000000,71.41182,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,4500000,67.30699,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-8,5000000,135.82541,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,1
-9,500000,419.583,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,1000000,2547.0366,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,1500000,1877.6111,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,2000000,4476.1025,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,2500000,2688.889,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,3000000,924.32965,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,3500000,5214.6606,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,4000000,4097.6914,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,4500000,4284.4434,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-9,5000000,3945.229,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,1
-10,500000,460.66638,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,1000000,729.21204,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,1500000,1510.6069,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,2000000,4471.2324,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,2500000,4841.581,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,3000000,4606.698,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,3500000,5081.119,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,4000000,5263.371,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,4500000,5243.539,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-10,5000000,4963.335,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,1
-11,500000,2370.2197,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,1000000,4152.5337,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,1500000,4486.4043,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,2000000,4719.965,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,2500000,4856.6016,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,3000000,4794.631,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,3500000,4732.065,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,4000000,4878.3975,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,4500000,4490.261,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-11,5000000,2187.5327,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,1
-12,500000,527.92554,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,1000000,3684.2166,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,1500000,4714.7417,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,2000000,4743.37,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,2500000,5022.166,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,3000000,1477.4788,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,3500000,6198.6006,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,4000000,4135.2007,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,4500000,6498.6777,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-12,5000000,3793.4473,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,1
-13,500000,339.65967,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,1000000,414.88107,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,1500000,265.07162,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,2000000,395.4319,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,2500000,427.29456,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,3000000,612.82336,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,3500000,671.91656,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,4000000,1027.04,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,4500000,1406.1755,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-13,5000000,2605.582,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,1
-14,500000,524.30334,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,1000000,4158.66,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,1500000,5627.72,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,2000000,4687.109,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,2500000,4899.966,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,3000000,4448.1934,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,3500000,6778.8516,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,4000000,6297.088,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,4500000,6727.951,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
-14,5000000,6799.334,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,1
+253,500000,251.81985,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,1000000,369.62012,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,1500000,362.76688,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,2000000,476.3022,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,2500000,479.14566,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,3000000,758.7677,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,3500000,2131.8777,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,4000000,3714.6262,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,4500000,4091.0798,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+253,5000000,4484.1665,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,6
+254,500000,128.51874,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,1000000,86.6508,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,1500000,65.26482,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,2000000,58.935474,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,2500000,62.12065,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,3000000,65.023415,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,3500000,63.76094,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,4000000,65.050285,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,4500000,72.75302,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+254,5000000,72.90478,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,6
+255,500000,268.75314,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,1000000,291.90915,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,1500000,268.9203,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,2000000,285.2506,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,2500000,256.71277,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,3000000,345.1781,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,3500000,353.11664,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,4000000,365.4251,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,4500000,485.12698,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+255,5000000,394.0528,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,6
+0,500000,3909.584,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,1000000,4725.0923,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,1500000,4585.308,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,2000000,4489.9033,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,2500000,3249.535,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,3000000,4748.534,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,3500000,4768.2056,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,4000000,4533.054,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,4500000,4543.507,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+0,5000000,4704.609,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,1
+1,500000,323.94214,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,1000000,501.32397,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,1500000,438.5135,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,2000000,395.87335,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,2500000,548.3965,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,3000000,565.7632,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,3500000,408.56604,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,4000000,471.04523,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,4500000,543.9259,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+1,5000000,1327.9938,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,1
+2,500000,489.19104,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,1000000,1660.6062,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,1500000,2926.912,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,2000000,1817.555,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,2500000,6252.376,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,3000000,2133.988,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,3500000,4802.321,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,4000000,3490.146,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,4500000,6604.5557,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+2,5000000,3177.329,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,1
+3,500000,555.9959,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,1000000,3073.6787,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,1500000,6214.5283,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,2000000,4155.4854,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,2500000,3361.0903,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,3000000,4983.5186,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,3500000,2864.2178,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,4000000,397.6284,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,4500000,5940.4175,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+3,5000000,6222.07,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,1
+4,500000,442.2284,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,1000000,501.1569,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,1500000,417.6242,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,2000000,576.80457,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,2500000,1396.6667,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,3000000,4596.6484,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,3500000,5001.9346,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,4000000,5025.942,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,4500000,4896.6294,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+4,5000000,4847.0547,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,1
+5,500000,3151.0537,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,1000000,1748.135,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,1500000,4487.6787,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,2000000,2118.979,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,2500000,4323.0806,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,3000000,4168.5625,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,3500000,4284.7686,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,4000000,3931.3394,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,4500000,4497.666,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+5,5000000,4482.9966,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,1
+6,500000,370.77985,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,1000000,266.04425,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,1500000,304.87198,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,2000000,444.82428,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,2500000,514.7023,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,3000000,598.3952,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,3500000,859.9575,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,4000000,942.5779,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,4500000,1212.5771,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+6,5000000,2963.4583,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,1
+7,500000,510.59943,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,1000000,3601.106,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,1500000,3869.9702,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,2000000,3639.8423,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,2500000,4452.467,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,3000000,4641.3496,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,3500000,4646.4497,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,4000000,4630.0713,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,4500000,4539.062,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+7,5000000,4660.1455,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,1
+8,500000,3846.627,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,1000000,3079.6353,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,1500000,4090.7822,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,2000000,4847.4707,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,2500000,119.89375,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,3000000,138.87729,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,3500000,62.559315,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,4000000,71.41182,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,4500000,67.30699,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+8,5000000,135.82541,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,1
+9,500000,419.583,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,1000000,2547.0366,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,1500000,1877.6111,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,2000000,4476.1025,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,2500000,2688.889,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,3000000,924.32965,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,3500000,5214.6606,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,4000000,4097.6914,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,4500000,4284.4434,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+9,5000000,3945.229,512,False,540763,0.00474209,15765,0.31441719,False,,,,,1
+10,500000,460.66638,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,1000000,729.21204,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,1500000,1510.6069,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,2000000,4471.2324,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,2500000,4841.581,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,3000000,4606.698,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,3500000,5081.119,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,4000000,5263.371,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,4500000,5243.539,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+10,5000000,4963.335,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,1
+11,500000,2370.2197,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,1000000,4152.5337,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,1500000,4486.4043,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,2000000,4719.965,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,2500000,4856.6016,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,3000000,4794.631,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,3500000,4732.065,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,4000000,4878.3975,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,4500000,4490.261,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+11,5000000,2187.5327,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,1
+12,500000,527.92554,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,1000000,3684.2166,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,1500000,4714.7417,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,2000000,4743.37,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,2500000,5022.166,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,3000000,1477.4788,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,3500000,6198.6006,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,4000000,4135.2007,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,4500000,6498.6777,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+12,5000000,3793.4473,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,1
+13,500000,339.65967,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,1000000,414.88107,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,1500000,265.07162,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,2000000,395.4319,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,2500000,427.29456,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,3000000,612.82336,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,3500000,671.91656,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,4000000,1027.04,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,4500000,1406.1755,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+13,5000000,2605.582,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,1
+14,500000,524.30334,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,1000000,4158.66,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,1500000,5627.72,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,2000000,4687.109,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,2500000,4899.966,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,3000000,4448.1934,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,3500000,6778.8516,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,4000000,6297.088,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,4500000,6727.951,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
+14,5000000,6799.334,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,1
 15,500000,1675.7339,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,1000000,3446.7417,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,1500000,415.24472,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
@@ -10399,26 +10399,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,3537.8936,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,4500000,965.5531,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,5000000,4550.3135,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
-16,500000,193.63559,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,1000000,281.00928,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,1500000,337.08075,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,2000000,504.2687,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,2500000,329.20032,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,3000000,268.34705,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,3500000,472.46716,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,4000000,269.83392,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,4500000,346.53748,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-16,5000000,559.6999,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,1
-17,500000,467.01547,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,1000000,4265.1865,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,1500000,4201.7207,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,2000000,4253.1685,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,2500000,3244.4268,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,3000000,5354.38,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,3500000,5299.376,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,4000000,5264.5176,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,4500000,4966.54,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
-17,5000000,5519.5615,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,1
+16,500000,193.63559,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,1000000,281.00928,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,1500000,337.08075,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,2000000,504.2687,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,2500000,329.20032,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,3000000,268.34705,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,3500000,472.46716,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,4000000,269.83392,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,4500000,346.53748,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+16,5000000,559.6999,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,1
+17,500000,467.01547,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,1000000,4265.1865,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,1500000,4201.7207,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,2000000,4253.1685,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,2500000,3244.4268,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,3000000,5354.38,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,3500000,5299.376,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,4000000,5264.5176,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,4500000,4966.54,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
+17,5000000,5519.5615,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,1
 18,500000,5034.179,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,1000000,290.51257,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,1500000,1235.7566,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
@@ -10429,36 +10429,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,1439.409,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,4500000,3025.4746,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,5000000,2540.4775,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
-19,500000,582.5906,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,1000000,1908.823,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,1500000,3190.0786,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,2000000,707.8489,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,2500000,805.39215,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,3000000,6397.58,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,3500000,1668.6603,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,4000000,400.9218,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,4500000,3670.3813,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-19,5000000,745.6715,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,1
-20,500000,219.50519,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,1000000,349.93823,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,1500000,409.04813,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,2000000,455.49872,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,2500000,435.77972,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,3000000,464.5468,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,3500000,449.58295,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,4000000,415.38348,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,4500000,412.4093,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-20,5000000,425.20932,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,1
-21,500000,383.4317,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,1000000,519.473,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,1500000,3390.8984,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,2000000,4304.225,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,2500000,3893.8237,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,3000000,4284.9297,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,3500000,4300.7417,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,4000000,4277.347,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,4500000,4343.584,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
-21,5000000,4316.481,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,1
+19,500000,582.5906,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,1000000,1908.823,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,1500000,3190.0786,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,2000000,707.8489,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,2500000,805.39215,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,3000000,6397.58,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,3500000,1668.6603,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,4000000,400.9218,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,4500000,3670.3813,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+19,5000000,745.6715,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,1
+20,500000,219.50519,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,1000000,349.93823,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,1500000,409.04813,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,2000000,455.49872,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,2500000,435.77972,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,3000000,464.5468,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,3500000,449.58295,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,4000000,415.38348,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,4500000,412.4093,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+20,5000000,425.20932,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,1
+21,500000,383.4317,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,1000000,519.473,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,1500000,3390.8984,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,2000000,4304.225,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,2500000,3893.8237,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,3000000,4284.9297,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,3500000,4300.7417,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,4000000,4277.347,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,4500000,4343.584,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
+21,5000000,4316.481,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,1
 22,500000,965.0051,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,1
 22,1000000,2890.5244,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,1
 22,1500000,3380.728,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,1
@@ -10469,66 +10469,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4575.6377,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,1
 22,4500000,3231.9536,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,1
 22,5000000,4416.2754,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,1
-23,500000,2371.5098,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,1000000,1543.3274,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,1500000,2525.896,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,2000000,1229.6652,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,2500000,3050.3596,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,3000000,305.61304,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,3500000,1873.0526,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,4000000,1175.3689,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,4500000,4795.425,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-23,5000000,4873.489,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,1
-24,500000,480.93973,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,1000000,3580.8813,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,1500000,1584.8513,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,2000000,3425.272,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,2500000,372.11755,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,3000000,5485.3154,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,3500000,1695.896,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,4000000,4334.565,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,4500000,3846.9604,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-24,5000000,529.33527,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,1
-25,500000,429.6593,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,1000000,3327.439,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,1500000,6309.34,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,2000000,6516.8096,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,2500000,3469.8955,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,3000000,3998.1533,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,3500000,448.736,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,4000000,1625.4065,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,4500000,7633.504,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-25,5000000,5807.951,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,1
-26,500000,511.6787,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,1000000,3129.625,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,1500000,2316.1821,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,2000000,509.8451,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,2500000,6528.111,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,3000000,461.37985,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,3500000,733.7076,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,4000000,6384.128,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,4500000,5758.6855,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-26,5000000,3888.878,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,1
-27,500000,210.21252,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,1000000,210.28772,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,1500000,210.35733,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,2000000,210.3101,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,2500000,209.96918,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,3000000,210.16357,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,3500000,210.32178,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,4000000,210.43913,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,4500000,210.50406,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-27,5000000,210.32898,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,1
-28,500000,432.06094,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,1000000,314.3617,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,1500000,441.29797,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,2000000,628.86346,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,2500000,744.6748,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,3000000,1106.4126,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,3500000,4491.6606,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,4000000,5081.616,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,4500000,5067.174,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
-28,5000000,5085.2188,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,1
+23,500000,2371.5098,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,1000000,1543.3274,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,1500000,2525.896,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,2000000,1229.6652,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,2500000,3050.3596,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,3000000,305.61304,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,3500000,1873.0526,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,4000000,1175.3689,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,4500000,4795.425,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+23,5000000,4873.489,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,1
+24,500000,480.93973,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,1000000,3580.8813,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,1500000,1584.8513,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,2000000,3425.272,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,2500000,372.11755,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,3000000,5485.3154,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,3500000,1695.896,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,4000000,4334.565,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,4500000,3846.9604,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+24,5000000,529.33527,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,1
+25,500000,429.6593,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,1000000,3327.439,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,1500000,6309.34,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,2000000,6516.8096,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,2500000,3469.8955,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,3000000,3998.1533,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,3500000,448.736,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,4000000,1625.4065,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,4500000,7633.504,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+25,5000000,5807.951,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,1
+26,500000,511.6787,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,1000000,3129.625,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,1500000,2316.1821,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,2000000,509.8451,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,2500000,6528.111,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,3000000,461.37985,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,3500000,733.7076,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,4000000,6384.128,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,4500000,5758.6855,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+26,5000000,3888.878,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,1
+27,500000,210.21252,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,1000000,210.28772,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,1500000,210.35733,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,2000000,210.3101,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,2500000,209.96918,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,3000000,210.16357,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,3500000,210.32178,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,4000000,210.43913,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,4500000,210.50406,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+27,5000000,210.32898,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,1
+28,500000,432.06094,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,1000000,314.3617,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,1500000,441.29797,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,2000000,628.86346,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,2500000,744.6748,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,3000000,1106.4126,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,3500000,4491.6606,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,4000000,5081.616,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,4500000,5067.174,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
+28,5000000,5085.2188,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,1
 29,500000,246.45032,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,1000000,409.40125,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,1500000,292.22162,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
@@ -10539,16 +10539,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,1763.3159,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,4500000,1355.4592,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,5000000,5245.426,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
-30,500000,2206.2385,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,1000000,2252.3037,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,1500000,5305.5176,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,2000000,1061.1022,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,2500000,868.62305,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,3000000,4385.132,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,3500000,1124.1453,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,4000000,3786.7217,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,4500000,1540.4617,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
-30,5000000,4636.081,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,1
+30,500000,2206.2385,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,1000000,2252.3037,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,1500000,5305.5176,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,2000000,1061.1022,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,2500000,868.62305,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,3000000,4385.132,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,3500000,1124.1453,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,4000000,3786.7217,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,4500000,1540.4617,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
+30,5000000,4636.081,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,1
 31,500000,336.75684,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,1000000,357.52252,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,1500000,347.05582,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
@@ -10559,46 +10559,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,458.36487,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,4500000,470.03525,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,5000000,475.36453,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
-32,500000,3637.7927,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,1000000,1527.3037,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,1500000,4297.768,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,2000000,846.70435,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,2500000,1290.5417,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,3000000,2170.0278,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,3500000,1522.4712,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,4000000,2836.8186,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,4500000,2117.2515,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-32,5000000,2627.9153,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,1
-33,500000,612.18616,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,1000000,7141.1914,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,1500000,6745.3857,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,2000000,6361.189,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,2500000,6910.8066,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,3000000,4159.299,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,3500000,3564.1372,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,4000000,730.9646,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,4500000,6843.7354,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-33,5000000,1615.4996,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,1
-34,500000,212.82019,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,1000000,212.66681,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,1500000,212.6787,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,2000000,212.62083,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,2500000,212.803,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,3000000,212.4815,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,3500000,212.46118,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,4000000,212.66418,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,4500000,212.26953,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-34,5000000,212.66222,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,1
-35,500000,1115.2461,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,1000000,4871.3774,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,1500000,1899.667,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,2000000,4021.6035,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,2500000,2083.3823,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,3000000,1024.6694,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,3500000,4571.619,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,4000000,1016.61804,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,4500000,127.90378,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
-35,5000000,289.98724,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,1
+32,500000,3637.7927,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,1000000,1527.3037,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,1500000,4297.768,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,2000000,846.70435,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,2500000,1290.5417,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,3000000,2170.0278,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,3500000,1522.4712,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,4000000,2836.8186,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,4500000,2117.2515,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+32,5000000,2627.9153,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,1
+33,500000,612.18616,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,1000000,7141.1914,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,1500000,6745.3857,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,2000000,6361.189,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,2500000,6910.8066,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,3000000,4159.299,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,3500000,3564.1372,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,4000000,730.9646,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,4500000,6843.7354,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+33,5000000,1615.4996,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,1
+34,500000,212.82019,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,1000000,212.66681,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,1500000,212.6787,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,2000000,212.62083,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,2500000,212.803,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,3000000,212.4815,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,3500000,212.46118,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,4000000,212.66418,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,4500000,212.26953,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+34,5000000,212.66222,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,1
+35,500000,1115.2461,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,1000000,4871.3774,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,1500000,1899.667,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,2000000,4021.6035,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,2500000,2083.3823,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,3000000,1024.6694,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,3500000,4571.619,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,4000000,1016.61804,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,4500000,127.90378,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
+35,5000000,289.98724,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,1
 36,500000,298.17346,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,1000000,292.03168,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,1500000,525.63367,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
@@ -10609,26 +10609,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,2423.3037,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,4500000,1657.0815,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,5000000,2743.5789,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
-37,500000,274.92047,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,1000000,298.32,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,1500000,543.7289,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,2000000,511.16916,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,2500000,368.27155,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,3000000,356.1479,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,3500000,490.8236,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,4000000,373.0705,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,4500000,573.0357,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-37,5000000,429.53058,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,1
-38,500000,207.7874,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,1000000,208.3374,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,1500000,208.10062,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,2000000,208.87503,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,2500000,208.5982,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,3000000,208.5281,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,3500000,208.35582,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,4000000,208.25336,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,4500000,207.93648,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
-38,5000000,208.18295,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,1
+37,500000,274.92047,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,1000000,298.32,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,1500000,543.7289,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,2000000,511.16916,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,2500000,368.27155,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,3000000,356.1479,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,3500000,490.8236,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,4000000,373.0705,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,4500000,573.0357,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+37,5000000,429.53058,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,1
+38,500000,207.7874,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,1000000,208.3374,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,1500000,208.10062,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,2000000,208.87503,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,2500000,208.5982,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,3000000,208.5281,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,3500000,208.35582,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,4000000,208.25336,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,4500000,207.93648,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
+38,5000000,208.18295,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,1
 39,500000,408.46454,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,1000000,507.64874,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,1500000,613.50476,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
@@ -10639,16 +10639,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4382.1445,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,4500000,4524.126,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,5000000,4482.255,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
-40,500000,239.74362,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,1000000,391.18655,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,1500000,404.9975,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,2000000,269.6416,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,2500000,463.45465,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,3000000,458.45978,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,3500000,408.48495,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,4000000,579.38525,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,4500000,497.50906,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
-40,5000000,479.07764,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,1
+40,500000,239.74362,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,1000000,391.18655,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,1500000,404.9975,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,2000000,269.6416,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,2500000,463.45465,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,3000000,458.45978,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,3500000,408.48495,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,4000000,579.38525,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,4500000,497.50906,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
+40,5000000,479.07764,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,1
 41,500000,209.9726,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,1000000,209.97954,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,1500000,210.29535,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
@@ -10659,36 +10659,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,210.1672,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,4500000,210.23837,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,5000000,210.20493,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
-42,500000,393.3194,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,1000000,284.97577,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,1500000,398.5918,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,2000000,976.6289,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,2500000,2084.2876,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,3000000,4913.174,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,3500000,4883.8887,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,4000000,4815.1416,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,4500000,4680.3057,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-42,5000000,4551.3066,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,1
-43,500000,1077.7515,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,1000000,2984.5037,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,1500000,4927.398,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,2000000,4201.782,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,2500000,1103.374,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,3000000,4892.0957,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,3500000,2573.8945,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,4000000,4369.386,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,4500000,2452.8916,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-43,5000000,2971.256,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,1
-44,500000,199.5058,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,1000000,185.79614,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,1500000,176.35608,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,2000000,191.95331,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,2500000,173.15965,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,3000000,115.382355,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,3500000,140.87393,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,4000000,214.63678,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,4500000,340.1667,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
-44,5000000,177.84598,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,1
+42,500000,393.3194,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,1000000,284.97577,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,1500000,398.5918,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,2000000,976.6289,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,2500000,2084.2876,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,3000000,4913.174,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,3500000,4883.8887,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,4000000,4815.1416,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,4500000,4680.3057,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+42,5000000,4551.3066,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,1
+43,500000,1077.7515,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,1000000,2984.5037,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,1500000,4927.398,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,2000000,4201.782,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,2500000,1103.374,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,3000000,4892.0957,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,3500000,2573.8945,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,4000000,4369.386,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,4500000,2452.8916,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+43,5000000,2971.256,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,1
+44,500000,199.5058,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,1000000,185.79614,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,1500000,176.35608,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,2000000,191.95331,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,2500000,173.15965,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,3000000,115.382355,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,3500000,140.87393,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,4000000,214.63678,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,4500000,340.1667,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
+44,5000000,177.84598,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,1
 45,500000,477.3446,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,1000000,558.12524,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,1500000,3340.6807,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
@@ -10699,26 +10699,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,75.47863,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,4500000,204.90926,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,5000000,361.1023,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
-46,500000,392.73593,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,1000000,2824.059,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,1500000,2175.025,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,2000000,2654.9536,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,2500000,1382.5073,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,3000000,877.1153,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,3500000,482.94208,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,4000000,5797.013,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,4500000,2938.9622,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-46,5000000,2246.088,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,1
-47,500000,520.80273,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,1000000,3367.2573,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,1500000,5150.524,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,2000000,5646.965,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,2500000,4740.961,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,3000000,4215.3076,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,3500000,4994.9873,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,4000000,4764.8193,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,4500000,5418.919,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
-47,5000000,6152.746,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,1
+46,500000,392.73593,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,1000000,2824.059,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,1500000,2175.025,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,2000000,2654.9536,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,2500000,1382.5073,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,3000000,877.1153,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,3500000,482.94208,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,4000000,5797.013,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,4500000,2938.9622,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+46,5000000,2246.088,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,1
+47,500000,520.80273,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,1000000,3367.2573,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,1500000,5150.524,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,2000000,5646.965,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,2500000,4740.961,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,3000000,4215.3076,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,3500000,4994.9873,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,4000000,4764.8193,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,4500000,5418.919,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
+47,5000000,6152.746,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,1
 48,500000,4301.191,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,1
 48,1000000,4229.399,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,1
 48,1500000,3769.178,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,1
@@ -10749,16 +10749,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,2732.2383,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,1
 50,4500000,4392.0146,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,1
 50,5000000,4255.1265,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,1
-51,500000,510.76846,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,1000000,4624.2715,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,1500000,6573.9663,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,2000000,6865.4727,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,2500000,4292.3647,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,3000000,4698.9346,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,3500000,6334.706,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,4000000,4719.7476,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,4500000,6234.3896,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
-51,5000000,7539.217,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,1
+51,500000,510.76846,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,1000000,4624.2715,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,1500000,6573.9663,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,2000000,6865.4727,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,2500000,4292.3647,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,3000000,4698.9346,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,3500000,6334.706,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,4000000,4719.7476,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,4500000,6234.3896,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,5000000,7539.217,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
 52,500000,383.8074,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,1000000,665.7816,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,1500000,2766.3286,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
@@ -10769,66 +10769,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,4522.9775,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,4500000,4771.839,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,5000000,4568.58,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
-53,500000,275.52612,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,1000000,306.9354,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,1500000,409.0758,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,2000000,326.35852,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,2500000,299.02234,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,3000000,314.81732,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,3500000,386.52887,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,4000000,544.0927,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,4500000,535.578,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,5000000,446.80005,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-54,500000,756.21533,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,1000000,4587.883,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,1500000,4664.589,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,2000000,4660.129,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,2500000,4520.3857,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,3000000,4694.1465,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,3500000,4713.166,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,4000000,4750.3716,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,4500000,4372.7627,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-54,5000000,4699.969,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,1
-55,500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,1000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,1500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,2000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,2500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,3000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,3500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,4000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,4500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-55,5000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-56,500000,212.36531,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,1000000,212.16866,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,1500000,212.10321,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,2000000,211.90994,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,2500000,211.61406,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,3000000,211.6174,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,3500000,211.6741,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,4000000,212.06212,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,4500000,211.41214,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-56,5000000,211.43434,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
-57,500000,429.09332,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,1000000,340.28812,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,1500000,463.3474,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,2000000,325.31226,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,2500000,400.16495,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,3000000,501.52472,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,3500000,721.1623,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,4000000,1398.6829,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,4500000,2128.3896,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-57,5000000,1793.6028,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,1
-58,500000,210.6877,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,1000000,210.90494,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,1500000,211.5865,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,2000000,211.10301,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,2500000,211.05478,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,3000000,211.54803,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,3500000,211.21686,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,4000000,210.93536,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,4500000,211.28223,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
-58,5000000,211.0037,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,1
+53,500000,275.52612,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,1000000,306.9354,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,1500000,409.0758,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,2000000,326.35852,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,2500000,299.02234,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,3000000,314.81732,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,3500000,386.52887,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,4000000,544.0927,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,4500000,535.578,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+53,5000000,446.80005,512,False,495568,1.58e-06,982,0.13248206,False,,,,,1
+54,500000,756.21533,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,1000000,4587.883,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,1500000,4664.589,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,2000000,4660.129,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,2500000,4520.3857,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,3000000,4694.1465,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,3500000,4713.166,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,4000000,4750.3716,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,4500000,4372.7627,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,5000000,4699.969,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+55,500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,1000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,1500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,2000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,2500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,3000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,3500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,4000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,4500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+55,5000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
+56,500000,212.36531,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,1000000,212.16866,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,1500000,212.10321,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,2000000,211.90994,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,2500000,211.61406,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,3000000,211.6174,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,3500000,211.6741,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,4000000,212.06212,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,4500000,211.41214,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+56,5000000,211.43434,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,1
+57,500000,429.09332,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,1000000,340.28812,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,1500000,463.3474,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,2000000,325.31226,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,2500000,400.16495,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,3000000,501.52472,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,3500000,721.1623,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,4000000,1398.6829,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,4500000,2128.3896,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+57,5000000,1793.6028,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,1
+58,500000,210.6877,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,1000000,210.90494,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,1500000,211.5865,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,2000000,211.10301,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,2500000,211.05478,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,3000000,211.54803,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,3500000,211.21686,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,4000000,210.93536,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,4500000,211.28223,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
+58,5000000,211.0037,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,1
 59,500000,297.93695,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,1000000,416.19543,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,1500000,455.114,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
@@ -10839,46 +10839,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,4074.605,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,4500000,4414.2695,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,5000000,3278.2268,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
-60,500000,368.62924,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,1000000,1131.4316,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,1500000,4426.6514,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,2000000,4080.778,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,2500000,4413.136,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,3000000,4582.034,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,3500000,4770.377,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,4000000,4539.416,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,4500000,4728.5522,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-60,5000000,4701.0986,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,1
-61,500000,274.63467,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,1000000,318.98676,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,1500000,516.73596,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,2000000,477.25006,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,2500000,409.75055,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,3000000,464.9644,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,3500000,392.85385,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,4000000,478.2295,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,4500000,412.47833,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-61,5000000,442.55432,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,1
-62,500000,521.8589,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,1000000,2267.2236,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,1500000,2171.669,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,2000000,2009.8092,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,2500000,2874.3281,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,3000000,1767.3522,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,3500000,6406.957,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,4000000,5439.012,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,4500000,6794.5176,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-62,5000000,7509.4746,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,1
-63,500000,358.14026,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,1000000,448.4092,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,1500000,571.453,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,2000000,720.19006,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,2500000,1091.01,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,3000000,3189.898,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,3500000,4034.353,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,4000000,4050.7214,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,4500000,4453.6064,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
-63,5000000,4634.501,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,1
+60,500000,368.62924,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,1000000,1131.4316,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,1500000,4426.6514,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,2000000,4080.778,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,2500000,4413.136,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,3000000,4582.034,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,3500000,4770.377,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,4000000,4539.416,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,4500000,4728.5522,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+60,5000000,4701.0986,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,1
+61,500000,274.63467,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,1000000,318.98676,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,1500000,516.73596,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,2000000,477.25006,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,2500000,409.75055,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,3000000,464.9644,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,3500000,392.85385,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,4000000,478.2295,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,4500000,412.47833,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+61,5000000,442.55432,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,1
+62,500000,521.8589,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,1000000,2267.2236,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,1500000,2171.669,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,2000000,2009.8092,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,2500000,2874.3281,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,3000000,1767.3522,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,3500000,6406.957,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,4000000,5439.012,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,4500000,6794.5176,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+62,5000000,7509.4746,512,False,220480,0.00107533,11522,1.86025571,False,,,,,1
+63,500000,358.14026,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,1000000,448.4092,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,1500000,571.453,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,2000000,720.19006,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,2500000,1091.01,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,3000000,3189.898,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,3500000,4034.353,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,4000000,4050.7214,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,4500000,4453.6064,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
+63,5000000,4634.501,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,1
 64,500000,223.2795,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,1000000,303.33685,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,1500000,452.47565,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
@@ -10889,26 +10889,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,439.5873,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,4500000,502.73007,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,5000000,402.79388,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
-65,500000,386.83362,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,1000000,615.03766,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,1500000,1263.445,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,2000000,2917.7961,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,2500000,4287.501,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,3000000,4953.266,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,3500000,5038.2046,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,4000000,5089.23,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,4500000,5311.123,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,5000000,5483.128,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-66,500000,2765.0132,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,1000000,4699.1406,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,1500000,4775.0234,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,2000000,4813.42,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,2500000,4677.2104,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,3000000,3424.9736,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,3500000,4096.4033,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,4000000,4723.3643,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,4500000,4732.786,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
-66,5000000,3294.5898,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,1
+65,500000,386.83362,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,1000000,615.03766,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,1500000,1263.445,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,2000000,2917.7961,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,2500000,4287.501,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,3000000,4953.266,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,3500000,5038.2046,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,4000000,5089.23,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,4500000,5311.123,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+65,5000000,5483.128,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,1
+66,500000,2765.0132,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,1000000,4699.1406,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,1500000,4775.0234,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,2000000,4813.42,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,2500000,4677.2104,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,3000000,3424.9736,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,3500000,4096.4033,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,4000000,4723.3643,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,4500000,4732.786,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,5000000,3294.5898,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
 67,500000,176.37143,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,1000000,307.42435,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,1500000,511.56433,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
@@ -10919,26 +10919,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,443.4572,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,4500000,515.8613,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,5000000,776.3541,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
-68,500000,1619.4817,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,1000000,1862.887,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,1500000,3172.7075,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,2000000,3086.4946,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,2500000,4933.8105,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,3000000,1316.1125,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,3500000,1734.2117,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,4000000,408.75735,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,4500000,405.31116,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,5000000,4903.3438,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-69,500000,371.05347,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,1000000,3231.82,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,1500000,5871.015,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,2000000,5893.4673,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,2500000,3885.056,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,3000000,6895.078,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,3500000,6526.334,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,4000000,6192.357,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,4500000,4420.4375,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
-69,5000000,6380.2417,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,1
+68,500000,1619.4817,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,1000000,1862.887,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,1500000,3172.7075,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,2000000,3086.4946,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,2500000,4933.8105,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,3000000,1316.1125,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,3500000,1734.2117,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,4000000,408.75735,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,4500000,405.31116,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+68,5000000,4903.3438,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,1
+69,500000,371.05347,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,1000000,3231.82,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,1500000,5871.015,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,2000000,5893.4673,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,2500000,3885.056,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,3000000,6895.078,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,3500000,6526.334,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,4000000,6192.357,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,4500000,4420.4375,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
+69,5000000,6380.2417,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
 70,500000,409.7688,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,1000000,470.78162,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,1500000,660.97235,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
@@ -10949,16 +10949,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4882.261,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,4500000,4751.917,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,5000000,4270.9194,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
-71,500000,369.69128,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,1000000,407.88126,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,1500000,248.37247,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,2000000,341.46033,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,2500000,389.4271,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,3000000,436.86914,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,3500000,877.95496,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,4000000,956.4607,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,4500000,1531.1564,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,5000000,4153.5967,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
+71,500000,369.69128,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,1000000,407.88126,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,1500000,248.37247,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,2000000,341.46033,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,2500000,389.4271,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,3000000,436.86914,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,3500000,877.95496,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,4000000,956.4607,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,4500000,1531.1564,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
+71,5000000,4153.5967,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,1
 72,500000,211.97006,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,1000000,211.59818,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,1500000,211.4606,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
@@ -10969,16 +10969,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,211.3674,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,4500000,211.68822,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,5000000,211.78125,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
-73,500000,212.40628,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,1000000,212.28642,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,1500000,211.97449,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,2000000,212.1527,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,2500000,211.8114,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,3000000,211.77658,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,3500000,211.83594,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,4000000,212.26332,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,4500000,211.53125,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
-73,5000000,211.67468,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,1
+73,500000,212.40628,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,1000000,212.28642,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,1500000,211.97449,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,2000000,212.1527,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,2500000,211.8114,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,3000000,211.77658,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,3500000,211.83594,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,4000000,212.26332,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,4500000,211.53125,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
+73,5000000,211.67468,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,1
 74,500000,1157.7809,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,1
 74,1000000,3135.4167,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,1
 74,1500000,4243.278,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,1
@@ -10999,66 +10999,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 75,4000000,191.10623,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,1
 75,4500000,188.27884,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,1
 75,5000000,176.65866,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,1
-76,500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,1000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,1500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,2000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,2500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,3000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,3500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,4000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,4500000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-76,5000000,NaN,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
-77,500000,90.83829,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,1000000,86.10409,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,1500000,88.16377,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,2000000,88.53949,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,2500000,88.643265,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,3000000,88.534706,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,3500000,88.66559,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,4000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,4500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-77,5000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,1
-78,500000,214.68846,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,1000000,214.53485,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,1500000,214.63533,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,2000000,214.78236,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,2500000,174.23108,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,3000000,164.35075,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,3500000,161.1156,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,4000000,160.80511,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,4500000,160.71869,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-78,5000000,160.2235,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,1
-79,500000,4353.707,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,1000000,2708.0913,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,1500000,2852.6133,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,2000000,1726.9529,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,2500000,1756.7115,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,3000000,3316.529,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,3500000,4415.325,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,4000000,3833.758,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,4500000,1640.5321,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-79,5000000,2512.8623,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,1
-80,500000,204.91432,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,1000000,312.1377,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,1500000,457.64783,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,2000000,735.913,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,2500000,2239.0547,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,3000000,2087.349,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,3500000,2763.7246,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,4000000,2020.5485,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,4500000,3039.7373,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-80,5000000,3170.235,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,1
-81,500000,521.572,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,1000000,5618.0347,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,1500000,5166.538,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,2000000,2528.3318,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,2500000,5366.6787,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,3000000,4142.372,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,3500000,5266.6675,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,4000000,5091.2617,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,4500000,6340.0693,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
-81,5000000,5631.257,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,1
+76,500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,1000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,1500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,2000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,2500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,3000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,3500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,4000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,4500000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+76,5000000,,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
+77,500000,90.83829,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,1000000,86.10409,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,1500000,88.16377,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,2000000,88.53949,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,2500000,88.643265,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,3000000,88.534706,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,3500000,88.66559,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,4000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,4500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+77,5000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,1
+78,500000,214.68846,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,1000000,214.53485,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,1500000,214.63533,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,2000000,214.78236,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,2500000,174.23108,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,3000000,164.35075,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,3500000,161.1156,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,4000000,160.80511,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,4500000,160.71869,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+78,5000000,160.2235,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,1
+79,500000,4353.707,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,1000000,2708.0913,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,1500000,2852.6133,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,2000000,1726.9529,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,2500000,1756.7115,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,3000000,3316.529,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,3500000,4415.325,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,4000000,3833.758,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,4500000,1640.5321,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+79,5000000,2512.8623,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,1
+80,500000,204.91432,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,1000000,312.1377,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,1500000,457.64783,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,2000000,735.913,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,2500000,2239.0547,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,3000000,2087.349,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,3500000,2763.7246,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,4000000,2020.5485,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,4500000,3039.7373,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+80,5000000,3170.235,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,1
+81,500000,521.572,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,1000000,5618.0347,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,1500000,5166.538,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,2000000,2528.3318,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,2500000,5366.6787,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,3000000,4142.372,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,3500000,5266.6675,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,4000000,5091.2617,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,4500000,6340.0693,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
+81,5000000,5631.257,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,1
 82,500000,211.66762,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,1000000,211.95134,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,1500000,211.6997,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
@@ -11069,26 +11069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,211.86478,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,4500000,211.52773,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,5000000,211.65088,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
-83,500000,410.16086,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,1000000,645.03564,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,1500000,3842.6165,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,2000000,4399.5244,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,2500000,4381.3057,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,3000000,4157.424,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,3500000,4519.1074,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,4000000,4502.2095,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,4500000,4505.8047,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,5000000,4677.7773,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-84,500000,247.54337,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,1000000,458.89246,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,1500000,301.74973,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,2000000,336.27673,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,2500000,508.8683,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,3000000,499.41644,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,3500000,477.45212,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,4000000,391.09387,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,4500000,448.22067,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
-84,5000000,534.86487,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,1
+83,500000,410.16086,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,1000000,645.03564,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,1500000,3842.6165,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,2000000,4399.5244,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,2500000,4381.3057,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,3000000,4157.424,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,3500000,4519.1074,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,4000000,4502.2095,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,4500000,4505.8047,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,5000000,4677.7773,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+84,500000,247.54337,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,1000000,458.89246,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,1500000,301.74973,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,2000000,336.27673,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,2500000,508.8683,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,3000000,499.41644,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,3500000,477.45212,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,4000000,391.09387,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,4500000,448.22067,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,5000000,534.86487,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
 85,500000,824.874,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,1
 85,1000000,4377.654,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,1
 85,1500000,2734.879,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,1
@@ -11109,46 +11109,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,481.12766,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,1
 86,4500000,499.7369,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,1
 86,5000000,465.40396,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,1
-87,500000,384.78052,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,1000000,496.89877,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,1500000,1702.3553,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,2000000,5048.4775,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,2500000,4766.698,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,3000000,4751.852,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,3500000,4644.2554,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,4000000,4591.494,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,4500000,4454.6934,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,5000000,4668.155,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-88,500000,325.11932,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,1000000,302.5341,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,1500000,465.6379,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,2000000,466.13013,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,2500000,331.983,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,3000000,508.97144,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,3500000,671.8134,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,4000000,758.5997,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,4500000,1357.3359,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-88,5000000,1964.2434,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,1
-89,500000,4714.8916,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,1000000,1319.2542,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,1500000,1233.5125,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,2000000,3222.7427,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,2500000,3991.7007,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,3000000,4158.276,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,3500000,90.37639,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,4000000,365.3813,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,4500000,258.62216,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-89,5000000,155.15822,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,1
-90,500000,416.5506,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,1000000,358.5415,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,1500000,470.9224,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,2000000,431.1957,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,2500000,476.63873,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,3000000,469.2943,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,3500000,552.6244,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,4000000,537.433,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,4500000,511.15662,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
-90,5000000,423.95465,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,1
+87,500000,384.78052,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,1000000,496.89877,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,1500000,1702.3553,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,2000000,5048.4775,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,2500000,4766.698,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,3000000,4751.852,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,3500000,4644.2554,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,4000000,4591.494,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,4500000,4454.6934,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,5000000,4668.155,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+88,500000,325.11932,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,1000000,302.5341,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,1500000,465.6379,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,2000000,466.13013,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,2500000,331.983,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,3000000,508.97144,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,3500000,671.8134,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,4000000,758.5997,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,4500000,1357.3359,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+88,5000000,1964.2434,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,1
+89,500000,4714.8916,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,1000000,1319.2542,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,1500000,1233.5125,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,2000000,3222.7427,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,2500000,3991.7007,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,3000000,4158.276,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,3500000,90.37639,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,4000000,365.3813,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,4500000,258.62216,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+89,5000000,155.15822,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,1
+90,500000,416.5506,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,1000000,358.5415,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,1500000,470.9224,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,2000000,431.1957,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,2500000,476.63873,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,3000000,469.2943,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,3500000,552.6244,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,4000000,537.433,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,4500000,511.15662,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,5000000,423.95465,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
 91,500000,219.10191,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,1000000,284.68124,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,1500000,349.01996,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
@@ -11159,26 +11159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,518.31335,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,4500000,516.496,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,5000000,524.3098,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
-92,500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,1000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,1500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,2000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,2500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,3000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,3500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,4000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,4500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,5000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-93,500000,1077.9237,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,1000000,3947.1616,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,1500000,3578.5608,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,2000000,4208.414,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,2500000,3903.1567,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,3000000,3062.4429,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,3500000,3944.0435,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,4000000,4408.2363,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,4500000,4625.4707,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,5000000,4273.634,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
+92,500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,1000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,1500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,2000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,2500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,3000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,3500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,4000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,4500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+92,5000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,1
+93,500000,1077.9237,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,1000000,3947.1616,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,1500000,3578.5608,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,2000000,4208.414,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,2500000,3903.1567,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,3000000,3062.4429,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,3500000,3944.0435,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,4000000,4408.2363,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,4500000,4625.4707,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
+93,5000000,4273.634,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,1
 94,500000,455.5016,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
 94,1000000,1220.4058,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
 94,1500000,2552.9443,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
@@ -11189,66 +11189,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4458.6885,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
 94,4500000,4495.0586,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
 94,5000000,4654.2217,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
-95,500000,1958.9465,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,1000000,3390.6753,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,1500000,4816.241,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,2000000,4866.6494,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,2500000,5027.3525,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,3000000,4941.6787,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,3500000,5182.002,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,4000000,4906.113,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,4500000,5226.9336,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-95,5000000,4846.8213,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,1
-96,500000,2875.8591,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,1000000,4746.5923,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,1500000,5341.765,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,2000000,4889.1494,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,2500000,5255.85,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,3000000,3866.5525,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,3500000,4888.212,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,4000000,5546.076,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,4500000,5498.4727,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-96,5000000,5661.258,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,1
-97,500000,262.87103,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,1000000,279.92685,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,1500000,309.09372,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,2000000,565.10693,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,2500000,507.32648,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,3000000,327.7833,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,3500000,365.49774,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,4000000,449.4074,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,4500000,467.3366,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-97,5000000,885.2429,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,1
-98,500000,406.88153,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,1000000,3381.7344,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,1500000,2431.9646,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,2000000,2033.2878,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,2500000,4843.3896,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,3000000,4494.569,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,3500000,6102.712,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,4000000,4390.6553,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,4500000,3063.9028,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-98,5000000,5321.4404,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,1
-99,500000,563.43994,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,1000000,1044.3442,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,1500000,1179.971,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,2000000,1132.2002,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,2500000,1300.6987,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,3000000,1492.1561,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,3500000,2070.7976,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,4000000,1921.862,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,4500000,2455.1157,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-99,5000000,491.8181,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,1
-100,500000,209.41641,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,1000000,294.21536,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,1500000,350.7001,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,2000000,471.21088,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,2500000,478.66153,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,3000000,537.2786,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,3500000,529.10565,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,4000000,441.04694,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,4500000,482.5609,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
-100,5000000,430.49817,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,1
+95,500000,1958.9465,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,1000000,3390.6753,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,1500000,4816.241,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,2000000,4866.6494,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,2500000,5027.3525,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,3000000,4941.6787,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,3500000,5182.002,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,4000000,4906.113,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,4500000,5226.9336,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+95,5000000,4846.8213,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,1
+96,500000,2875.8591,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,1000000,4746.5923,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,1500000,5341.765,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,2000000,4889.1494,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,2500000,5255.85,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,3000000,3866.5525,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,3500000,4888.212,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,4000000,5546.076,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,4500000,5498.4727,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+96,5000000,5661.258,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,1
+97,500000,262.87103,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,1000000,279.92685,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,1500000,309.09372,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,2000000,565.10693,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,2500000,507.32648,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,3000000,327.7833,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,3500000,365.49774,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,4000000,449.4074,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,4500000,467.3366,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+97,5000000,885.2429,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,1
+98,500000,406.88153,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,1000000,3381.7344,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,1500000,2431.9646,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,2000000,2033.2878,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,2500000,4843.3896,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,3000000,4494.569,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,3500000,6102.712,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,4000000,4390.6553,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,4500000,3063.9028,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+98,5000000,5321.4404,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,1
+99,500000,563.43994,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,1000000,1044.3442,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,1500000,1179.971,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,2000000,1132.2002,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,2500000,1300.6987,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,3000000,1492.1561,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,3500000,2070.7976,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,4000000,1921.862,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,4500000,2455.1157,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+99,5000000,491.8181,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,1
+100,500000,209.41641,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,1000000,294.21536,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,1500000,350.7001,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,2000000,471.21088,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,2500000,478.66153,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,3000000,537.2786,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,3500000,529.10565,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,4000000,441.04694,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,4500000,482.5609,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
+100,5000000,430.49817,512,False,532563,0.01382716,16141,3.6880202,False,,,,,1
 101,500000,341.0688,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,1
 101,1000000,327.08237,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,1
 101,1500000,375.399,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,1
@@ -11269,16 +11269,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,210.97754,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,1
 102,4500000,210.41608,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,1
 102,5000000,210.36865,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,1
-103,500000,213.95854,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,1000000,213.43204,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,1500000,213.26663,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,2000000,213.68439,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,2500000,213.78671,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,3000000,213.83089,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,3500000,213.25882,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,4000000,213.37308,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,4500000,213.32584,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,5000000,213.54523,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
+103,500000,213.95854,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,1000000,213.43204,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,1500000,213.26663,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,2000000,213.68439,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,2500000,213.78671,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,3000000,213.83089,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,3500000,213.25882,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,4000000,213.37308,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,4500000,213.32584,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,5000000,213.54523,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
 104,500000,3075.8203,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,1
 104,1000000,4466.0254,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,1
 104,1500000,4043.5815,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,1
@@ -11309,26 +11309,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,212.50623,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,1
 106,4500000,212.16296,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,1
 106,5000000,212.10126,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,1
-107,500000,1354.187,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,1000000,944.41656,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,1500000,1413.2094,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,2000000,803.3712,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,2500000,2287.0073,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,3000000,3816.065,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,3500000,1413.2129,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,4000000,293.13947,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,4500000,4388.2896,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,5000000,62.793137,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-108,500000,210.63812,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,1000000,210.35655,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,1500000,210.55449,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,2000000,210.55768,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,2500000,210.49306,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,3000000,210.48245,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,3500000,210.72375,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,4000000,210.47664,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,4500000,210.437,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
-108,5000000,210.19943,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,1
+107,500000,1354.187,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,1000000,944.41656,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,1500000,1413.2094,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,2000000,803.3712,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,2500000,2287.0073,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,3000000,3816.065,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,3500000,1413.2129,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,4000000,293.13947,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,4500000,4388.2896,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+107,5000000,62.793137,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,1
+108,500000,210.63812,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,1000000,210.35655,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,1500000,210.55449,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,2000000,210.55768,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,2500000,210.49306,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,3000000,210.48245,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,3500000,210.72375,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,4000000,210.47664,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,4500000,210.437,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,5000000,210.19943,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
 109,500000,208.37662,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,1000000,208.56413,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,1500000,208.9184,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
@@ -11339,26 +11339,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,208.21484,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,4500000,208.3518,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,5000000,208.50385,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
-110,500000,290.21515,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,1000000,247.8129,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,1500000,254.20226,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,2000000,331.67154,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,2500000,237.05441,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,3000000,362.58487,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,3500000,494.2447,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,4000000,440.7094,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,4500000,564.6418,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,5000000,486.9131,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-111,500000,210.35074,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,1000000,210.39029,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,1500000,209.93814,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,2000000,209.78194,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,2500000,210.23381,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,3000000,210.48053,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,3500000,210.09134,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,4000000,210.42451,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,4500000,210.08919,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
-111,5000000,210.32797,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,1
+110,500000,290.21515,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,1000000,247.8129,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,1500000,254.20226,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,2000000,331.67154,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,2500000,237.05441,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,3000000,362.58487,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,3500000,494.2447,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,4000000,440.7094,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,4500000,564.6418,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+110,5000000,486.9131,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,1
+111,500000,210.35074,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,1000000,210.39029,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,1500000,209.93814,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,2000000,209.78194,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,2500000,210.23381,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,3000000,210.48053,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,3500000,210.09134,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,4000000,210.42451,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,4500000,210.08919,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,5000000,210.32797,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
 112,500000,522.40076,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,1000000,616.8144,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,1500000,102.19112,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
@@ -11369,16 +11369,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,322.89636,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,4500000,296.73624,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,5000000,447.90442,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
-113,500000,620.8677,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,1000000,4194.2437,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,1500000,727.08466,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,2000000,4610.8735,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,2500000,4574.6777,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,3000000,4173.5005,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,3500000,4924.744,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,4000000,4753.243,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,4500000,4789.6045,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,5000000,4356.964,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
+113,500000,620.8677,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,1000000,4194.2437,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,1500000,727.08466,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,2000000,4610.8735,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,2500000,4574.6777,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,3000000,4173.5005,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,3500000,4924.744,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,4000000,4753.243,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,4500000,4789.6045,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
+113,5000000,4356.964,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
 114,500000,3822.147,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,1000000,4749.3193,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,1500000,2677.734,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
@@ -11389,16 +11389,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,70.65511,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,4500000,137.97128,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,5000000,54.52667,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
-115,500000,208.75879,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,1000000,209.02527,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,1500000,208.84212,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,2000000,208.9416,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,2500000,208.78769,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,3000000,209.21213,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,3500000,209.53517,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,4000000,209.23578,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,4500000,209.23306,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,5000000,209.36234,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
+115,500000,208.75879,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,1000000,209.02527,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,1500000,208.84212,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,2000000,208.9416,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,2500000,208.78769,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,3000000,209.21213,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,3500000,209.53517,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,4000000,209.23578,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,4500000,209.23306,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
+115,5000000,209.36234,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,1
 116,500000,1334.7167,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,1
 116,1000000,3375.3523,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,1
 116,1500000,4456.5005,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,1
@@ -11419,76 +11419,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4364.3164,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,1
 117,4500000,4382.074,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,1
 117,5000000,4238.915,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,1
-118,500000,312.91907,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,1000000,375.52002,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,1500000,300.63702,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,2000000,515.2377,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,2500000,572.69946,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,3000000,515.3534,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,3500000,661.2377,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,4000000,409.2264,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,4500000,709.4568,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-118,5000000,628.94293,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,1
-119,500000,450.30698,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,1000000,3752.8838,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,1500000,5239.964,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,2000000,3322.6118,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,2500000,4378.826,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,3000000,5603.3315,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,3500000,4601.843,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,4000000,6938.882,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,4500000,5828.0156,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-119,5000000,6614.6797,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,1
-120,500000,416.22345,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,1000000,3064.3833,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,1500000,3082.5728,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,2000000,4867.2554,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,2500000,5315.703,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,3000000,5395.7266,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,3500000,5009.243,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,4000000,5896.573,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,4500000,4826.543,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-120,5000000,5412.4795,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,1
-121,500000,605.9186,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,1000000,4830.536,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,1500000,2736.7222,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,2000000,1186.9656,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,2500000,4900.329,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,3000000,6712.0693,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,3500000,5144.1875,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,4000000,5091.4775,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,4500000,1793.0012,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-121,5000000,4863.4805,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,1
-122,500000,287.53705,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,1000000,730.8248,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,1500000,4015.664,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,2000000,1868.599,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,2500000,1273.7109,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,3000000,1946.9899,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,3500000,4387.432,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,4000000,1942.7391,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,4500000,3724.0693,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-122,5000000,1473.1421,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,1
-123,500000,255.74257,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,1000000,331.18967,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,1500000,348.07184,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,2000000,326.55548,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,2500000,370.00293,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,3000000,553.855,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,3500000,589.27954,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,4000000,1039.0327,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,4500000,1985.4114,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-123,5000000,3348.9443,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,1
-124,500000,255.02522,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,1000000,342.29306,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,1500000,781.33356,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,2000000,1847.3723,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,2500000,4458.3804,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,3000000,4646.3506,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,3500000,4281.7197,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,4000000,4897.0723,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,4500000,4887.182,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
-124,5000000,5034.008,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,1
+118,500000,312.91907,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,1000000,375.52002,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,1500000,300.63702,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,2000000,515.2377,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,2500000,572.69946,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,3000000,515.3534,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,3500000,661.2377,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,4000000,409.2264,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,4500000,709.4568,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+118,5000000,628.94293,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,1
+119,500000,450.30698,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,1000000,3752.8838,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,1500000,5239.964,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,2000000,3322.6118,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,2500000,4378.826,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,3000000,5603.3315,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,3500000,4601.843,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,4000000,6938.882,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,4500000,5828.0156,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+119,5000000,6614.6797,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,1
+120,500000,416.22345,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,1000000,3064.3833,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,1500000,3082.5728,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,2000000,4867.2554,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,2500000,5315.703,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,3000000,5395.7266,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,3500000,5009.243,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,4000000,5896.573,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,4500000,4826.543,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+120,5000000,5412.4795,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,1
+121,500000,605.9186,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,1000000,4830.536,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,1500000,2736.7222,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,2000000,1186.9656,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,2500000,4900.329,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,3000000,6712.0693,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,3500000,5144.1875,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,4000000,5091.4775,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,4500000,1793.0012,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+121,5000000,4863.4805,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,1
+122,500000,287.53705,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,1000000,730.8248,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,1500000,4015.664,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,2000000,1868.599,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,2500000,1273.7109,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,3000000,1946.9899,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,3500000,4387.432,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,4000000,1942.7391,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,4500000,3724.0693,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+122,5000000,1473.1421,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,1
+123,500000,255.74257,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,1000000,331.18967,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,1500000,348.07184,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,2000000,326.55548,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,2500000,370.00293,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,3000000,553.855,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,3500000,589.27954,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,4000000,1039.0327,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,4500000,1985.4114,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+123,5000000,3348.9443,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,1
+124,500000,255.02522,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,1000000,342.29306,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,1500000,781.33356,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,2000000,1847.3723,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,2500000,4458.3804,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,3000000,4646.3506,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,3500000,4281.7197,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,4000000,4897.0723,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,4500000,4887.182,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
+124,5000000,5034.008,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,1
 125,500000,417.06427,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,1
 125,1000000,525.8847,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,1
 125,1500000,611.6234,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,1
@@ -11502,33 +11502,33 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,500000,453.9204,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
 126,1000000,480.52808,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
 126,1500000,248.53995,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,2000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,2500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,3000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,3500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,4000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,4500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-126,5000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
-127,500000,583.81647,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,1000000,4418.661,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,1500000,4438.25,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,2000000,4608.3403,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,2500000,4796.0693,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,3000000,4099.058,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,3500000,4414.0723,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,4000000,4790.9053,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,4500000,4916.836,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-127,5000000,4852.8774,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,1
-128,500000,1217.5691,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,1000000,3689.961,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,1500000,2136.501,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,2000000,1507.255,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,2500000,4615.3,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,3000000,2757.8076,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,3500000,4260.7393,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,4000000,4364.0757,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,4500000,4513.0645,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
-128,5000000,3529.8179,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,1
+126,2000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+126,2500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+126,3000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+126,3500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+126,4000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+126,4500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+126,5000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
+127,500000,583.81647,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,1000000,4418.661,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,1500000,4438.25,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,2000000,4608.3403,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,2500000,4796.0693,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,3000000,4099.058,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,3500000,4414.0723,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,4000000,4790.9053,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,4500000,4916.836,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+127,5000000,4852.8774,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,1
+128,500000,1217.5691,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,1000000,3689.961,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,1500000,2136.501,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,2000000,1507.255,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,2500000,4615.3,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,3000000,2757.8076,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,3500000,4260.7393,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,4000000,4364.0757,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,4500000,4513.0645,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
+128,5000000,3529.8179,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,1
 129,500000,309.32703,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
 129,1000000,544.441,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
 129,1500000,573.2565,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
@@ -11540,45 +11540,45 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 129,4500000,229.78238,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
 129,5000000,177.0809,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
 130,500000,273.58704,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,1000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,1500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,2000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,2500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,3000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,3500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,4000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,4500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-130,5000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
-131,500000,336.85883,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,1000000,383.27362,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,1500000,435.64972,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,2000000,1141.3036,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,2500000,3235.6528,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,3000000,4131.4756,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,3500000,4646.9434,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,4000000,4721.8125,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,4500000,4893.4946,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-131,5000000,4857.3438,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,1
-132,500000,506.0524,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,1000000,4074.683,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,1500000,2063.0972,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,2000000,2421.8276,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,2500000,3383.6548,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,3000000,1021.2501,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,3500000,4972.177,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,4000000,676.13074,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,4500000,5638.3887,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-132,5000000,1804.6155,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,1
-133,500000,320.85892,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,1000000,1159.4283,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,1500000,3734.5835,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,2000000,5248.6035,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,2500000,5338.802,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,3000000,4956.169,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,3500000,5460.5137,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,4000000,5836.2207,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,4500000,5790.7983,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
-133,5000000,5462.449,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,1
+130,1000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,1500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,2000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,2500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,3000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,3500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,4000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,4500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+130,5000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
+131,500000,336.85883,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,1000000,383.27362,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,1500000,435.64972,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,2000000,1141.3036,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,2500000,3235.6528,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,3000000,4131.4756,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,3500000,4646.9434,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,4000000,4721.8125,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,4500000,4893.4946,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+131,5000000,4857.3438,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,1
+132,500000,506.0524,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,1000000,4074.683,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,1500000,2063.0972,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,2000000,2421.8276,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,2500000,3383.6548,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,3000000,1021.2501,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,3500000,4972.177,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,4000000,676.13074,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,4500000,5638.3887,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+132,5000000,1804.6155,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,1
+133,500000,320.85892,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,1000000,1159.4283,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,1500000,3734.5835,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,2000000,5248.6035,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,2500000,5338.802,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,3000000,4956.169,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,3500000,5460.5137,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,4000000,5836.2207,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,4500000,5790.7983,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
+133,5000000,5462.449,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,1
 134,500000,236.46184,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,1000000,370.17337,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,1500000,461.0987,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
@@ -11589,16 +11589,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,556.0885,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,4500000,652.1865,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,5000000,616.28925,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
-135,500000,549.1798,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,1000000,4065.3215,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,1500000,5517.799,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,2000000,5779.0,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,2500000,5711.4956,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,3000000,5603.672,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,3500000,5794.323,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,4000000,5551.5557,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,4500000,4969.8022,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
-135,5000000,5917.209,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,1
+135,500000,549.1798,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,1000000,4065.3215,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,1500000,5517.799,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,2000000,5779.0,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,2500000,5711.4956,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,3000000,5603.672,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,3500000,5794.323,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,4000000,5551.5557,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,4500000,4969.8022,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
+135,5000000,5917.209,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,1
 136,500000,314.16156,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,1000000,209.15337,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,1500000,401.78046,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
@@ -11609,86 +11609,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,567.34753,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,4500000,621.75635,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,5000000,635.26013,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
-137,500000,240.52396,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,1000000,300.1965,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,1500000,342.32803,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,2000000,407.75793,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,2500000,445.79355,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,3000000,325.14923,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,3500000,421.62717,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,4000000,452.64545,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,4500000,498.67847,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-137,5000000,744.9281,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,1
-138,500000,182.89789,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,1000000,176.56361,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,1500000,174.20413,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,2000000,181.09273,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,2500000,182.46721,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,3000000,182.34486,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,3500000,110.46802,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,4000000,111.49946,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,4500000,111.26048,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-138,5000000,110.79114,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,1
-139,500000,253.06137,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,1000000,250.1408,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,1500000,277.16107,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,2000000,277.4112,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,2500000,276.34366,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,3000000,277.33746,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,3500000,276.78546,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,4000000,276.87363,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,4500000,277.19373,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-139,5000000,273.08237,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,1
-140,500000,366.70782,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,1000000,472.5276,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,1500000,841.3817,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,2000000,3695.8125,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,2500000,4862.672,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,3000000,4791.009,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,3500000,4544.501,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,4000000,4406.2905,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,4500000,4370.4297,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-140,5000000,4381.244,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,1
-141,500000,344.1384,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,1000000,394.4896,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,1500000,402.5772,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,2000000,456.46838,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,2500000,1013.1769,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,3000000,5023.35,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,3500000,5251.9014,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,4000000,5271.8716,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,4500000,5251.7646,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-141,5000000,5283.7593,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,1
-142,500000,997.0134,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,1000000,4578.11,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,1500000,4697.456,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,2000000,4248.5107,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,2500000,4529.6436,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,3000000,4672.103,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,3500000,4638.74,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,4000000,4567.353,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,4500000,4574.877,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-142,5000000,4609.5703,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,1
-143,500000,380.83768,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,1000000,618.7471,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,1500000,2632.465,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,2000000,4414.8916,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,2500000,4241.5117,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,3000000,4831.866,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,3500000,4655.241,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,4000000,4900.594,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,4500000,4132.1465,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-143,5000000,3594.7578,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,1
-144,500000,252.1324,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,1000000,449.91885,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,1500000,298.524,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,2000000,381.60614,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,2500000,402.2489,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,3000000,425.51212,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,3500000,427.07953,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,4000000,380.70386,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,4500000,570.07263,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
-144,5000000,1287.536,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,1
+137,500000,240.52396,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,1000000,300.1965,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,1500000,342.32803,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,2000000,407.75793,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,2500000,445.79355,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,3000000,325.14923,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,3500000,421.62717,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,4000000,452.64545,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,4500000,498.67847,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+137,5000000,744.9281,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,1
+138,500000,182.89789,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,1000000,176.56361,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,1500000,174.20413,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,2000000,181.09273,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,2500000,182.46721,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,3000000,182.34486,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,3500000,110.46802,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,4000000,111.49946,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,4500000,111.26048,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+138,5000000,110.79114,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,1
+139,500000,253.06137,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,1000000,250.1408,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,1500000,277.16107,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,2000000,277.4112,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,2500000,276.34366,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,3000000,277.33746,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,3500000,276.78546,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,4000000,276.87363,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,4500000,277.19373,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+139,5000000,273.08237,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,1
+140,500000,366.70782,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,1000000,472.5276,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,1500000,841.3817,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,2000000,3695.8125,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,2500000,4862.672,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,3000000,4791.009,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,3500000,4544.501,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,4000000,4406.2905,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,4500000,4370.4297,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+140,5000000,4381.244,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,1
+141,500000,344.1384,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,1000000,394.4896,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,1500000,402.5772,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,2000000,456.46838,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,2500000,1013.1769,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,3000000,5023.35,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,3500000,5251.9014,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,4000000,5271.8716,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,4500000,5251.7646,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+141,5000000,5283.7593,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,1
+142,500000,997.0134,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,1000000,4578.11,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,1500000,4697.456,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,2000000,4248.5107,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,2500000,4529.6436,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,3000000,4672.103,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,3500000,4638.74,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,4000000,4567.353,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,4500000,4574.877,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+142,5000000,4609.5703,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,1
+143,500000,380.83768,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,1000000,618.7471,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,1500000,2632.465,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,2000000,4414.8916,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,2500000,4241.5117,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,3000000,4831.866,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,3500000,4655.241,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,4000000,4900.594,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,4500000,4132.1465,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+143,5000000,3594.7578,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,1
+144,500000,252.1324,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,1000000,449.91885,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,1500000,298.524,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,2000000,381.60614,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,2500000,402.2489,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,3000000,425.51212,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,3500000,427.07953,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,4000000,380.70386,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,4500000,570.07263,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
+144,5000000,1287.536,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,1
 145,500000,208.52988,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,1
 145,1000000,208.88428,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,1
 145,1500000,208.5338,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,1
@@ -11709,56 +11709,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,225.12604,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,1
 146,4500000,224.92943,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,1
 146,5000000,224.72629,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,1
-147,500000,432.92654,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,1000000,378.69418,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,1500000,837.3513,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,2000000,3668.5151,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,2500000,4639.2676,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,3000000,4492.563,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,3500000,4585.954,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,4000000,4596.236,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,4500000,4500.6094,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-147,5000000,4626.941,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,1
-148,500000,211.21729,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,1000000,214.37704,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,1500000,216.92114,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,2000000,217.98564,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,2500000,220.1221,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,3000000,219.01424,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,3500000,220.7916,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,4000000,219.42905,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,4500000,219.8008,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-148,5000000,221.68303,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,1
-149,500000,316.80664,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,1000000,750.9429,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,1500000,1452.9203,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,2000000,1162.7964,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,2500000,1489.6998,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,3000000,1340.6537,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,3500000,441.9071,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,4000000,2240.3777,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,4500000,520.8949,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-149,5000000,770.81573,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,1
-150,500000,568.2866,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,1000000,3732.9258,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,1500000,4310.756,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,2000000,3039.468,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,2500000,6365.29,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,3000000,5459.95,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,3500000,2916.3293,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,4000000,2892.1357,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,4500000,4651.291,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-150,5000000,5349.674,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,1
-151,500000,460.55212,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,1000000,6111.2246,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,1500000,5896.983,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,2000000,5474.4043,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,2500000,5155.456,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,3000000,7135.7607,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,3500000,1781.9312,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,4000000,5186.547,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,4500000,4468.591,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
-151,5000000,8124.3086,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,1
+147,500000,432.92654,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,1000000,378.69418,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,1500000,837.3513,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,2000000,3668.5151,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,2500000,4639.2676,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,3000000,4492.563,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,3500000,4585.954,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,4000000,4596.236,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,4500000,4500.6094,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+147,5000000,4626.941,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,1
+148,500000,211.21729,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,1000000,214.37704,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,1500000,216.92114,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,2000000,217.98564,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,2500000,220.1221,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,3000000,219.01424,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,3500000,220.7916,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,4000000,219.42905,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,4500000,219.8008,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+148,5000000,221.68303,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,1
+149,500000,316.80664,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,1000000,750.9429,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,1500000,1452.9203,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,2000000,1162.7964,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,2500000,1489.6998,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,3000000,1340.6537,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,3500000,441.9071,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,4000000,2240.3777,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,4500000,520.8949,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+149,5000000,770.81573,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,1
+150,500000,568.2866,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,1000000,3732.9258,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,1500000,4310.756,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,2000000,3039.468,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,2500000,6365.29,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,3000000,5459.95,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,3500000,2916.3293,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,4000000,2892.1357,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,4500000,4651.291,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+150,5000000,5349.674,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,1
+151,500000,460.55212,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,1000000,6111.2246,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,1500000,5896.983,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,2000000,5474.4043,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,2500000,5155.456,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,3000000,7135.7607,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,3500000,1781.9312,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,4000000,5186.547,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,4500000,4468.591,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
+151,5000000,8124.3086,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,1
 152,500000,430.8864,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
 152,1000000,424.56912,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
 152,1500000,338.8979,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
@@ -11769,26 +11769,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,374.22662,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
 152,4500000,434.76556,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
 152,5000000,460.04004,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
-153,500000,289.8399,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,1000000,306.88702,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,1500000,463.78082,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,2000000,789.6899,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,2500000,887.0626,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,3000000,1233.5056,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,3500000,1936.7123,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,4000000,2750.3467,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,4500000,3855.209,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-153,5000000,3218.3662,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,1
-154,500000,614.96533,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,1000000,1899.0449,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,1500000,4956.2827,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,2000000,3274.2231,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,2500000,684.8217,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,3000000,4451.952,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,3500000,5388.582,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,4000000,5933.591,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,4500000,5460.051,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
-154,5000000,7347.592,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,1
+153,500000,289.8399,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,1000000,306.88702,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,1500000,463.78082,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,2000000,789.6899,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,2500000,887.0626,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,3000000,1233.5056,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,3500000,1936.7123,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,4000000,2750.3467,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,4500000,3855.209,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+153,5000000,3218.3662,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,1
+154,500000,614.96533,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,1000000,1899.0449,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,1500000,4956.2827,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,2000000,3274.2231,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,2500000,684.8217,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,3000000,4451.952,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,3500000,5388.582,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,4000000,5933.591,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,4500000,5460.051,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
+154,5000000,7347.592,512,False,220051,0.00067488,6885,2.8638346,False,,,,,1
 155,500000,515.1073,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,1000000,3372.6335,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,1500000,4372.373,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
@@ -11799,16 +11799,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4545.6484,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,4500000,4444.0146,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,5000000,4279.6953,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
-156,500000,323.6203,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,1000000,400.5047,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,1500000,424.83447,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,2000000,350.82446,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,2500000,356.65036,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,3000000,347.59668,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,3500000,442.42328,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,4000000,404.2846,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,4500000,364.99445,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
-156,5000000,357.2807,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,1
+156,500000,323.6203,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,1000000,400.5047,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,1500000,424.83447,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,2000000,350.82446,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,2500000,356.65036,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,3000000,347.59668,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,3500000,442.42328,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,4000000,404.2846,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,4500000,364.99445,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
+156,5000000,357.2807,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,1
 157,500000,203.03511,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
 157,1000000,324.104,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
 157,1500000,425.9491,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
@@ -11819,36 +11819,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,693.6151,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
 157,4500000,813.32324,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
 157,5000000,1281.9211,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
-158,500000,198.41344,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,1000000,206.46754,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,1500000,263.65372,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,2000000,281.4571,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,2500000,278.04932,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,3000000,284.8888,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,3500000,272.44946,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,4000000,305.10938,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,4500000,282.2589,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-158,5000000,286.69458,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,1
-159,500000,4101.784,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,1000000,1132.1934,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,1500000,118.91745,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,2000000,134.68375,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,2500000,138.49026,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,3000000,194.58917,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,3500000,94.8282,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,4000000,100.39531,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,4500000,93.193085,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-159,5000000,89.27842,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,1
-160,500000,546.23615,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,1000000,3328.7473,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,1500000,3823.5342,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,2000000,4162.7866,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,2500000,6151.7334,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,3000000,7388.2266,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,3500000,7868.4863,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,4000000,6505.0327,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,4500000,5026.5986,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
-160,5000000,312.14142,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,1
+158,500000,198.41344,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,1000000,206.46754,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,1500000,263.65372,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,2000000,281.4571,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,2500000,278.04932,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,3000000,284.8888,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,3500000,272.44946,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,4000000,305.10938,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,4500000,282.2589,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+158,5000000,286.69458,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,1
+159,500000,4101.784,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,1000000,1132.1934,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,1500000,118.91745,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,2000000,134.68375,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,2500000,138.49026,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,3000000,194.58917,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,3500000,94.8282,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,4000000,100.39531,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,4500000,93.193085,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+159,5000000,89.27842,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,1
+160,500000,546.23615,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,1000000,3328.7473,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,1500000,3823.5342,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,2000000,4162.7866,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,2500000,6151.7334,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,3000000,7388.2266,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,3500000,7868.4863,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,4000000,6505.0327,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,4500000,5026.5986,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
+160,5000000,312.14142,512,False,331945,0.00213698,1379,8.86720294,False,,,,,1
 161,500000,436.26596,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,1000000,334.19873,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,1500000,410.62094,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
@@ -11859,36 +11859,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4256.508,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,4500000,4307.6333,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,5000000,4194.1245,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
-162,500000,426.82443,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,1000000,799.3788,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,1500000,3202.0747,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,2000000,4605.1455,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,2500000,4414.772,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,3000000,4850.5527,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,3500000,4352.3184,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,4000000,4783.513,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,4500000,4550.2227,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-162,5000000,4746.967,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,1
-163,500000,1420.5479,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,1000000,2031.5187,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,1500000,1774.8695,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,2000000,4386.946,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,2500000,4464.2666,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,3000000,3024.3286,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,3500000,4625.2627,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,4000000,3538.5605,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,4500000,4622.9785,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-163,5000000,4241.098,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,1
-164,500000,73.09388,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,1000000,174.09167,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,1500000,232.2548,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,2000000,332.05212,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,2500000,388.81625,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,3000000,301.4023,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,3500000,332.34534,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,4000000,332.6814,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,4500000,475.09308,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
-164,5000000,312.21252,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,1
+162,500000,426.82443,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,1000000,799.3788,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,1500000,3202.0747,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,2000000,4605.1455,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,2500000,4414.772,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,3000000,4850.5527,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,3500000,4352.3184,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,4000000,4783.513,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,4500000,4550.2227,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+162,5000000,4746.967,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,1
+163,500000,1420.5479,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,1000000,2031.5187,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,1500000,1774.8695,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,2000000,4386.946,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,2500000,4464.2666,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,3000000,3024.3286,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,3500000,4625.2627,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,4000000,3538.5605,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,4500000,4622.9785,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+163,5000000,4241.098,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,1
+164,500000,73.09388,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,1000000,174.09167,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,1500000,232.2548,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,2000000,332.05212,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,2500000,388.81625,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,3000000,301.4023,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,3500000,332.34534,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,4000000,332.6814,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,4500000,475.09308,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
+164,5000000,312.21252,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,1
 165,500000,905.47186,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
 165,1000000,604.1934,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
 165,1500000,509.84723,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
@@ -11899,86 +11899,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,591.776,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
 165,4500000,348.62152,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
 165,5000000,1791.601,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
-166,500000,1016.51807,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,1000000,2918.9956,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,1500000,1912.6876,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,2000000,3353.0894,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,2500000,967.45654,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,3000000,4679.8867,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,3500000,1318.7874,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,4000000,2969.2805,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,4500000,3049.4194,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-166,5000000,3500.8638,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,1
-167,500000,2529.169,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,1000000,985.3568,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,1500000,2510.0874,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,2000000,1707.4863,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,2500000,395.57422,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,3000000,2434.4893,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,3500000,2258.9707,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,4000000,3756.9316,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,4500000,3109.6128,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-167,5000000,3595.2588,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,1
-168,500000,374.97638,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,1000000,1108.5544,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,1500000,4641.2886,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,2000000,5084.5654,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,2500000,4851.604,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,3000000,4501.965,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,3500000,5028.485,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,4000000,5152.357,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,4500000,4651.2056,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-168,5000000,5119.8706,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,1
-169,500000,2105.4856,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,1000000,1685.967,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,1500000,4670.8984,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,2000000,4387.0713,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,2500000,4676.926,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,3000000,1196.8381,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,3500000,623.9647,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,4000000,540.31274,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,4500000,1039.7362,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-169,5000000,96.14711,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,1
-170,500000,463.06982,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,1000000,560.4796,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,1500000,1564.9993,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,2000000,4121.1724,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,2500000,4640.968,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,3000000,4410.6406,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,3500000,4528.711,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,4000000,4365.1255,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,4500000,4288.552,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-170,5000000,4370.0635,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,1
-171,500000,210.61061,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,1000000,210.89319,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,1500000,211.10057,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,2000000,210.95325,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,2500000,211.33212,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,3000000,211.43015,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,3500000,211.30287,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,4000000,211.0527,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,4500000,210.925,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-171,5000000,210.67581,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,1
-172,500000,1586.335,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,1000000,1010.74915,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,1500000,803.36633,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,2000000,1056.5833,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,2500000,4928.206,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,3000000,1171.6196,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,3500000,292.79095,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,4000000,2258.566,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,4500000,5322.4185,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-172,5000000,5876.068,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,1
-173,500000,211.41087,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,1000000,211.68486,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,1500000,211.64107,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,2000000,211.46103,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,2500000,211.54889,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,3000000,211.25333,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,3500000,211.7601,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,4000000,211.34787,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,4500000,212.06236,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
-173,5000000,211.19617,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,1
+166,500000,1016.51807,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,1000000,2918.9956,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,1500000,1912.6876,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,2000000,3353.0894,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,2500000,967.45654,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,3000000,4679.8867,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,3500000,1318.7874,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,4000000,2969.2805,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,4500000,3049.4194,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+166,5000000,3500.8638,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,1
+167,500000,2529.169,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,1000000,985.3568,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,1500000,2510.0874,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,2000000,1707.4863,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,2500000,395.57422,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,3000000,2434.4893,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,3500000,2258.9707,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,4000000,3756.9316,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,4500000,3109.6128,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+167,5000000,3595.2588,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,1
+168,500000,374.97638,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,1000000,1108.5544,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,1500000,4641.2886,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,2000000,5084.5654,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,2500000,4851.604,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,3000000,4501.965,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,3500000,5028.485,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,4000000,5152.357,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,4500000,4651.2056,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+168,5000000,5119.8706,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,1
+169,500000,2105.4856,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,1000000,1685.967,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,1500000,4670.8984,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,2000000,4387.0713,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,2500000,4676.926,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,3000000,1196.8381,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,3500000,623.9647,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,4000000,540.31274,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,4500000,1039.7362,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+169,5000000,96.14711,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,1
+170,500000,463.06982,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,1000000,560.4796,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,1500000,1564.9993,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,2000000,4121.1724,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,2500000,4640.968,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,3000000,4410.6406,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,3500000,4528.711,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,4000000,4365.1255,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,4500000,4288.552,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+170,5000000,4370.0635,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,1
+171,500000,210.61061,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,1000000,210.89319,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,1500000,211.10057,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,2000000,210.95325,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,2500000,211.33212,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,3000000,211.43015,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,3500000,211.30287,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,4000000,211.0527,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,4500000,210.925,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+171,5000000,210.67581,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,1
+172,500000,1586.335,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,1000000,1010.74915,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,1500000,803.36633,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,2000000,1056.5833,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,2500000,4928.206,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,3000000,1171.6196,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,3500000,292.79095,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,4000000,2258.566,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,4500000,5322.4185,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+172,5000000,5876.068,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,1
+173,500000,211.41087,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,1000000,211.68486,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,1500000,211.64107,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,2000000,211.46103,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,2500000,211.54889,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,3000000,211.25333,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,3500000,211.7601,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,4000000,211.34787,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,4500000,212.06236,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
+173,5000000,211.19617,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,1
 174,500000,2955.941,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,1
 174,1000000,4618.0723,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,1
 174,1500000,545.9879,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,1
@@ -12009,46 +12009,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,292.91104,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,1
 176,4500000,361.95203,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,1
 176,5000000,294.2444,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,1
-177,500000,600.988,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,1000000,6134.0015,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,1500000,6495.372,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,2000000,7198.3193,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,2500000,6326.1562,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,3000000,6072.791,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,3500000,5892.735,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,4000000,6448.2534,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,4500000,2959.1226,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-177,5000000,6370.544,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,1
-178,500000,211.4363,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,1000000,211.18555,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,1500000,211.43773,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,2000000,211.32605,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,2500000,211.40152,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,3000000,211.32748,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,3500000,211.44095,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,4000000,211.11533,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,4500000,211.0205,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-178,5000000,211.34793,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,1
-179,500000,625.8708,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,1000000,3559.8574,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,1500000,1961.0719,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,2000000,3740.206,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,2500000,4947.343,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,3000000,4361.56,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,3500000,694.33655,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,4000000,5650.753,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,4500000,4537.1655,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-179,5000000,3954.2834,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,1
-180,500000,892.5654,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,1000000,353.83057,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,1500000,366.64316,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,2000000,3763.4531,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,2500000,1702.5349,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,3000000,1183.9568,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,3500000,4829.0654,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,4000000,3045.5908,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,4500000,4639.952,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
-180,5000000,611.233,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,1
+177,500000,600.988,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,1000000,6134.0015,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,1500000,6495.372,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,2000000,7198.3193,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,2500000,6326.1562,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,3000000,6072.791,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,3500000,5892.735,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,4000000,6448.2534,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,4500000,2959.1226,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+177,5000000,6370.544,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,1
+178,500000,211.4363,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,1000000,211.18555,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,1500000,211.43773,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,2000000,211.32605,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,2500000,211.40152,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,3000000,211.32748,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,3500000,211.44095,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,4000000,211.11533,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,4500000,211.0205,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+178,5000000,211.34793,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,1
+179,500000,625.8708,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,1000000,3559.8574,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,1500000,1961.0719,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,2000000,3740.206,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,2500000,4947.343,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,3000000,4361.56,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,3500000,694.33655,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,4000000,5650.753,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,4500000,4537.1655,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+179,5000000,3954.2834,512,False,152167,0.00020138,2123,0.10222915,False,,,,,1
+180,500000,892.5654,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,1000000,353.83057,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,1500000,366.64316,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,2000000,3763.4531,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,2500000,1702.5349,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,3000000,1183.9568,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,3500000,4829.0654,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,4000000,3045.5908,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,4500000,4639.952,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
+180,5000000,611.233,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,1
 181,500000,807.3063,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,1
 181,1000000,2734.9392,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,1
 181,1500000,4133.361,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,1
@@ -12069,96 +12069,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4667.5967,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,1
 182,4500000,4590.858,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,1
 182,5000000,4516.91,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,1
-183,500000,416.39984,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,1000000,4432.004,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,1500000,3491.4824,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,2000000,3732.5845,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,2500000,4726.598,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,3000000,4820.449,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,3500000,5750.341,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,4000000,6606.3545,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,4500000,3911.6968,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-183,5000000,7122.543,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,1
-184,500000,297.4577,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,1000000,566.995,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,1500000,301.45804,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,2000000,407.29147,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,2500000,444.984,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,3000000,289.33856,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,3500000,510.3944,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,4000000,396.1855,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,4500000,779.6036,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-184,5000000,593.03577,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,1
-185,500000,210.67203,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,1000000,210.89706,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,1500000,210.9412,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,2000000,210.3825,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,2500000,210.48737,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,3000000,210.70438,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,3500000,210.86647,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,4000000,210.57166,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,4500000,210.61043,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-185,5000000,210.83847,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,1
-186,500000,244.00917,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,1000000,362.69305,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,1500000,432.8506,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,2000000,423.9555,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,2500000,581.9027,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,3000000,533.3639,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,3500000,492.58008,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,4000000,570.63306,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,4500000,523.6111,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-186,5000000,1120.7039,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,1
-187,500000,570.13367,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,1000000,4004.2847,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,1500000,3691.1138,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,2000000,5442.092,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,2500000,6491.551,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,3000000,5362.1836,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,3500000,7791.452,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,4000000,6697.516,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,4500000,5993.963,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-187,5000000,7081.4004,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,1
-188,500000,3630.3877,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,1000000,4965.2646,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,1500000,4636.1357,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,2000000,4865.324,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,2500000,2897.5,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,3000000,3560.4485,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,3500000,4543.169,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,4000000,3205.911,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,4500000,2879.7366,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-188,5000000,4314.6436,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,1
-189,500000,136.17859,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,1000000,188.91861,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,1500000,311.8886,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,2000000,64.88789,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,2500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,3000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,3500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,4000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,4500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-189,5000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,1
-190,500000,212.1818,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,1000000,211.72571,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,1500000,212.01149,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,2000000,211.60724,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,2500000,212.21994,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,3000000,212.00375,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,3500000,211.96179,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,4000000,212.12004,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,4500000,212.09695,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-190,5000000,211.34708,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,1
-191,500000,213.86948,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,1000000,213.25816,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,1500000,212.86812,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,2000000,213.11905,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,2500000,212.77612,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,3000000,213.30365,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,3500000,213.16437,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,4000000,212.89902,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,4500000,212.86636,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
-191,5000000,212.90155,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,1
+183,500000,416.39984,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,1000000,4432.004,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,1500000,3491.4824,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,2000000,3732.5845,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,2500000,4726.598,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,3000000,4820.449,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,3500000,5750.341,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,4000000,6606.3545,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,4500000,3911.6968,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+183,5000000,7122.543,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,1
+184,500000,297.4577,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,1000000,566.995,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,1500000,301.45804,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,2000000,407.29147,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,2500000,444.984,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,3000000,289.33856,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,3500000,510.3944,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,4000000,396.1855,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,4500000,779.6036,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+184,5000000,593.03577,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,1
+185,500000,210.67203,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,1000000,210.89706,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,1500000,210.9412,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,2000000,210.3825,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,2500000,210.48737,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,3000000,210.70438,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,3500000,210.86647,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,4000000,210.57166,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,4500000,210.61043,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+185,5000000,210.83847,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,1
+186,500000,244.00917,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,1000000,362.69305,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,1500000,432.8506,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,2000000,423.9555,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,2500000,581.9027,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,3000000,533.3639,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,3500000,492.58008,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,4000000,570.63306,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,4500000,523.6111,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+186,5000000,1120.7039,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,1
+187,500000,570.13367,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,1000000,4004.2847,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,1500000,3691.1138,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,2000000,5442.092,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,2500000,6491.551,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,3000000,5362.1836,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,3500000,7791.452,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,4000000,6697.516,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,4500000,5993.963,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+187,5000000,7081.4004,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,1
+188,500000,3630.3877,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,1000000,4965.2646,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,1500000,4636.1357,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,2000000,4865.324,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,2500000,2897.5,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,3000000,3560.4485,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,3500000,4543.169,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,4000000,3205.911,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,4500000,2879.7366,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+188,5000000,4314.6436,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,1
+189,500000,136.17859,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,1000000,188.91861,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,1500000,311.8886,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,2000000,64.88789,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,2500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,3000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,3500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,4000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,4500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+189,5000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,1
+190,500000,212.1818,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,1000000,211.72571,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,1500000,212.01149,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,2000000,211.60724,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,2500000,212.21994,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,3000000,212.00375,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,3500000,211.96179,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,4000000,212.12004,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,4500000,212.09695,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+190,5000000,211.34708,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,1
+191,500000,213.86948,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,1000000,213.25816,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,1500000,212.86812,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,2000000,213.11905,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,2500000,212.77612,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,3000000,213.30365,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,3500000,213.16437,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,4000000,212.89902,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,4500000,212.86636,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
+191,5000000,212.90155,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,1
 192,500000,991.386,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
 192,1000000,1793.3447,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
 192,1500000,4518.263,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
@@ -12169,196 +12169,196 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,4271.458,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
 192,4500000,2293.5996,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
 192,5000000,5005.882,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
-193,500000,380.97534,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,1000000,639.44586,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,1500000,4023.9932,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,2000000,4104.126,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,2500000,4262.7305,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,3000000,4611.369,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,3500000,4592.467,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,4000000,4203.916,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,4500000,4554.659,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-193,5000000,4276.628,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,1
-194,500000,384.22205,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,1000000,309.05774,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,1500000,617.87646,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,2000000,627.9502,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,2500000,917.7127,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,3000000,3047.618,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,3500000,4005.3208,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,4000000,4588.8955,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,4500000,4589.7935,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-194,5000000,4555.923,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,1
-195,500000,252.48503,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,1000000,295.63953,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,1500000,489.7379,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,2000000,420.45593,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,2500000,472.27563,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,3000000,550.5809,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,3500000,531.9321,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,4000000,434.1654,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,4500000,541.2616,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-195,5000000,499.5858,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,1
-196,500000,345.72406,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,1000000,487.60126,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,1500000,725.85803,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,2000000,2299.7866,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,2500000,4784.214,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,3000000,4997.23,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,3500000,5165.1094,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,4000000,5126.876,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,4500000,5013.045,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-196,5000000,5061.291,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,1
-197,500000,438.41086,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,1000000,370.92242,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,1500000,418.01865,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,2000000,330.8611,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,2500000,386.20404,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,3000000,553.0982,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,3500000,712.9057,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,4000000,622.077,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,4500000,1379.4333,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-197,5000000,2372.9656,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,1
-198,500000,321.74207,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,1000000,363.01,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,1500000,362.01974,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,2000000,353.8694,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,2500000,368.16718,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,3000000,431.41418,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,3500000,360.89087,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,4000000,377.20502,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,4500000,534.8773,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-198,5000000,645.0163,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,1
-199,500000,213.12233,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,1000000,212.73889,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,1500000,212.91461,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,2000000,212.694,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,2500000,212.7667,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,3000000,213.14296,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,3500000,212.6275,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,4000000,212.55382,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,4500000,212.70128,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-199,5000000,212.67786,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,1
-200,500000,562.58655,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,1000000,5132.3887,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,1500000,2833.9995,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,2000000,4695.0522,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,2500000,5604.1826,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,3000000,5605.5864,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,3500000,4578.5166,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,4000000,7465.1846,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,4500000,6611.4053,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-200,5000000,7241.6265,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,1
-201,500000,362.75793,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,1000000,360.3732,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,1500000,399.77002,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,2000000,404.4601,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,2500000,413.30792,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,3000000,423.3119,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,3500000,413.90076,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,4000000,409.80243,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,4500000,413.148,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-201,5000000,421.80795,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,1
-202,500000,271.83417,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,1000000,445.86694,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,1500000,517.20935,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,2000000,516.0054,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,2500000,506.47357,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,3000000,685.98035,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,3500000,1177.4758,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,4000000,2070.4941,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,4500000,3902.4033,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
-202,5000000,4145.4404,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,1
+193,500000,380.97534,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,1000000,639.44586,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,1500000,4023.9932,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,2000000,4104.126,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,2500000,4262.7305,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,3000000,4611.369,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,3500000,4592.467,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,4000000,4203.916,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,4500000,4554.659,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+193,5000000,4276.628,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,1
+194,500000,384.22205,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,1000000,309.05774,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,1500000,617.87646,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,2000000,627.9502,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,2500000,917.7127,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,3000000,3047.618,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,3500000,4005.3208,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,4000000,4588.8955,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,4500000,4589.7935,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+194,5000000,4555.923,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,1
+195,500000,252.48503,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,1000000,295.63953,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,1500000,489.7379,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,2000000,420.45593,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,2500000,472.27563,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,3000000,550.5809,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,3500000,531.9321,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,4000000,434.1654,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,4500000,541.2616,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+195,5000000,499.5858,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,1
+196,500000,345.72406,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,1000000,487.60126,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,1500000,725.85803,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,2000000,2299.7866,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,2500000,4784.214,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,3000000,4997.23,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,3500000,5165.1094,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,4000000,5126.876,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,4500000,5013.045,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+196,5000000,5061.291,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,1
+197,500000,438.41086,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,1000000,370.92242,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,1500000,418.01865,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,2000000,330.8611,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,2500000,386.20404,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,3000000,553.0982,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,3500000,712.9057,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,4000000,622.077,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,4500000,1379.4333,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+197,5000000,2372.9656,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,1
+198,500000,321.74207,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,1000000,363.01,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,1500000,362.01974,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,2000000,353.8694,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,2500000,368.16718,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,3000000,431.41418,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,3500000,360.89087,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,4000000,377.20502,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,4500000,534.8773,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+198,5000000,645.0163,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,1
+199,500000,213.12233,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,1000000,212.73889,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,1500000,212.91461,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,2000000,212.694,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,2500000,212.7667,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,3000000,213.14296,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,3500000,212.6275,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,4000000,212.55382,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,4500000,212.70128,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+199,5000000,212.67786,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,1
+200,500000,562.58655,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,1000000,5132.3887,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,1500000,2833.9995,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,2000000,4695.0522,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,2500000,5604.1826,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,3000000,5605.5864,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,3500000,4578.5166,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,4000000,7465.1846,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,4500000,6611.4053,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+200,5000000,7241.6265,512,False,679978,0.00154826,9892,0.59109317,False,,,,,1
+201,500000,362.75793,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,1000000,360.3732,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,1500000,399.77002,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,2000000,404.4601,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,2500000,413.30792,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,3000000,423.3119,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,3500000,413.90076,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,4000000,409.80243,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,4500000,413.148,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+201,5000000,421.80795,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,1
+202,500000,271.83417,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,1000000,445.86694,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,1500000,517.20935,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,2000000,516.0054,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,2500000,506.47357,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,3000000,685.98035,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,3500000,1177.4758,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,4000000,2070.4941,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,4500000,3902.4033,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
+202,5000000,4145.4404,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,1
 203,500000,416.86038,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
 203,1000000,444.2709,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,1500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,2000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,2500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,3000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,3500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,4000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,4500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-203,5000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
-204,500000,213.57376,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,1000000,213.94115,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,1500000,213.52277,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,2000000,213.80716,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,2500000,213.55367,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,3000000,213.72032,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,3500000,213.23724,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,4000000,213.70148,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,4500000,213.27287,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-204,5000000,213.31635,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,1
-205,500000,328.3454,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,1000000,1083.3275,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,1500000,2002.7076,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,2000000,5982.9653,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,2500000,1945.0261,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,3000000,2405.9297,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,3500000,3484.6733,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,4000000,5998.0957,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,4500000,878.51855,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-205,5000000,4754.3164,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,1
-206,500000,369.1471,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,1000000,609.3559,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,1500000,1261.7595,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,2000000,4509.389,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,2500000,4838.1987,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,3000000,4870.2886,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,3500000,5028.511,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,4000000,5100.206,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,4500000,4939.3135,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-206,5000000,4917.603,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,1
-207,500000,483.30286,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,1000000,5188.3276,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,1500000,6160.538,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,2000000,6501.8457,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,2500000,6515.5947,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,3000000,5429.96,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,3500000,5415.8633,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,4000000,3038.1587,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,4500000,5412.2383,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-207,5000000,4920.4653,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,1
-208,500000,133.729,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,1000000,217.03348,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,1500000,232.10074,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,2000000,452.98584,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,2500000,376.26495,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,3000000,363.59393,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,3500000,267.84137,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,4000000,469.1052,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,4500000,459.1358,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-208,5000000,431.3298,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,1
-209,500000,591.537,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,1000000,3633.7039,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,1500000,4826.9204,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,2000000,6711.898,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,2500000,4763.1094,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,3000000,3408.9468,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,3500000,5492.852,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,4000000,4117.847,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,4500000,5937.988,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-209,5000000,4337.489,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,1
-210,500000,383.39584,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,1000000,465.7838,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,1500000,323.23907,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,2000000,389.24994,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,2500000,353.83563,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,3000000,688.0529,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,3500000,457.84512,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,4000000,1520.7659,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,4500000,2032.7546,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-210,5000000,3785.4412,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,1
-211,500000,435.9853,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,1000000,4419.5,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,1500000,6301.887,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,2000000,6182.4595,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,2500000,5707.837,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,3000000,5079.2783,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,3500000,4202.463,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,4000000,6589.5273,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,4500000,6276.216,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
-211,5000000,5365.135,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,1
+203,1500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,2000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,2500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,3000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,3500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,4000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,4500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+203,5000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,1
+204,500000,213.57376,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,1000000,213.94115,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,1500000,213.52277,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,2000000,213.80716,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,2500000,213.55367,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,3000000,213.72032,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,3500000,213.23724,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,4000000,213.70148,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,4500000,213.27287,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+204,5000000,213.31635,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,1
+205,500000,328.3454,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,1000000,1083.3275,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,1500000,2002.7076,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,2000000,5982.9653,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,2500000,1945.0261,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,3000000,2405.9297,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,3500000,3484.6733,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,4000000,5998.0957,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,4500000,878.51855,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+205,5000000,4754.3164,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,1
+206,500000,369.1471,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,1000000,609.3559,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,1500000,1261.7595,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,2000000,4509.389,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,2500000,4838.1987,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,3000000,4870.2886,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,3500000,5028.511,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,4000000,5100.206,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,4500000,4939.3135,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+206,5000000,4917.603,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,1
+207,500000,483.30286,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,1000000,5188.3276,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,1500000,6160.538,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,2000000,6501.8457,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,2500000,6515.5947,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,3000000,5429.96,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,3500000,5415.8633,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,4000000,3038.1587,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,4500000,5412.2383,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+207,5000000,4920.4653,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,1
+208,500000,133.729,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,1000000,217.03348,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,1500000,232.10074,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,2000000,452.98584,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,2500000,376.26495,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,3000000,363.59393,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,3500000,267.84137,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,4000000,469.1052,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,4500000,459.1358,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+208,5000000,431.3298,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,1
+209,500000,591.537,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,1000000,3633.7039,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,1500000,4826.9204,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,2000000,6711.898,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,2500000,4763.1094,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,3000000,3408.9468,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,3500000,5492.852,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,4000000,4117.847,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,4500000,5937.988,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+209,5000000,4337.489,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,1
+210,500000,383.39584,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,1000000,465.7838,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,1500000,323.23907,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,2000000,389.24994,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,2500000,353.83563,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,3000000,688.0529,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,3500000,457.84512,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,4000000,1520.7659,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,4500000,2032.7546,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+210,5000000,3785.4412,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,1
+211,500000,435.9853,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,1000000,4419.5,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,1500000,6301.887,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,2000000,6182.4595,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,2500000,5707.837,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,3000000,5079.2783,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,3500000,4202.463,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,4000000,6589.5273,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,4500000,6276.216,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
+211,5000000,5365.135,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,1
 212,500000,427.15005,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,1000000,403.39914,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,1500000,381.0709,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
@@ -12369,16 +12369,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,437.2375,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,4500000,389.98428,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,5000000,414.54846,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
-213,500000,368.58557,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,1000000,335.57797,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,1500000,501.9967,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,2000000,392.2577,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,2500000,613.2612,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,3000000,1200.447,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,3500000,2837.4973,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,4000000,4170.397,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,4500000,4670.09,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
-213,5000000,4590.7793,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,1
+213,500000,368.58557,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,1000000,335.57797,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,1500000,501.9967,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,2000000,392.2577,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,2500000,613.2612,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,3000000,1200.447,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,3500000,2837.4973,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,4000000,4170.397,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,4500000,4670.09,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
+213,5000000,4590.7793,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,1
 214,500000,210.669,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,1000000,211.35922,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,1500000,210.90459,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
@@ -12389,26 +12389,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,210.85118,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,4500000,211.22957,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,5000000,210.33363,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
-215,500000,1695.4739,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,1000000,4487.573,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,1500000,4574.5737,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,2000000,4040.8584,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,2500000,4306.007,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,3000000,3908.455,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,3500000,4484.0264,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,4000000,4510.535,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,4500000,4254.291,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-215,5000000,4532.007,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,1
-216,500000,4138.082,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,1000000,3987.668,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,1500000,2077.5283,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,2000000,3584.1807,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,2500000,3018.2017,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,3000000,688.2843,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,3500000,559.9164,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,4000000,3784.8936,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,4500000,4303.9805,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
-216,5000000,895.49536,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,1
+215,500000,1695.4739,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,1000000,4487.573,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,1500000,4574.5737,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,2000000,4040.8584,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,2500000,4306.007,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,3000000,3908.455,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,3500000,4484.0264,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,4000000,4510.535,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,4500000,4254.291,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+215,5000000,4532.007,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,1
+216,500000,4138.082,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,1000000,3987.668,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,1500000,2077.5283,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,2000000,3584.1807,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,2500000,3018.2017,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,3000000,688.2843,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,3500000,559.9164,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,4000000,3784.8936,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,4500000,4303.9805,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
+216,5000000,895.49536,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,1
 217,500000,331.2484,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,1000000,420.80484,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,1500000,429.78387,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
@@ -12419,116 +12419,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,486.4082,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,4500000,479.67194,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,5000000,459.50848,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
-218,500000,383.1799,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,1000000,359.22742,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,1500000,420.15897,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,2000000,490.41238,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,2500000,392.81366,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,3000000,422.7196,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,3500000,426.75055,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,4000000,489.1986,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,4500000,529.499,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-218,5000000,557.11597,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,1
-219,500000,4215.783,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,1000000,4862.7188,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,1500000,4548.3994,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,2000000,1023.4562,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,2500000,4369.0317,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,3000000,4823.6357,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,3500000,3209.3223,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,4000000,3163.701,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,4500000,4502.168,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-219,5000000,4264.29,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,1
-220,500000,206.81117,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,1000000,193.79008,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,1500000,209.16972,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,2000000,316.0078,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,2500000,261.05396,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,3000000,211.78055,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,3500000,63.94828,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,4000000,319.19724,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,4500000,64.10774,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-220,5000000,259.7995,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,1
-221,500000,438.73938,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,1000000,3533.0308,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,1500000,4601.423,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,2000000,4640.1353,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,2500000,4677.1924,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,3000000,4816.0547,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,3500000,4594.445,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,4000000,4698.1733,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,4500000,4737.457,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-221,5000000,4673.709,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,1
-222,500000,557.20264,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,1000000,1727.1515,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,1500000,2872.0374,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,2000000,1434.8392,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,2500000,1659.69,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,3000000,752.46716,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,3500000,823.03644,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,4000000,341.60522,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,4500000,3318.8115,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-222,5000000,1809.4005,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,1
-223,500000,188.9802,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,1000000,214.62375,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,1500000,264.52008,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,2000000,352.29382,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,2500000,493.6175,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,3000000,327.5379,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,3500000,177.76054,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,4000000,344.0137,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,4500000,337.9248,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-223,5000000,299.8385,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,1
-224,500000,2835.3079,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,1000000,3627.5,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,1500000,1813.5657,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,2000000,2589.0332,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,2500000,2455.246,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,3000000,5608.416,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,3500000,6513.0923,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,4000000,7437.665,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,4500000,7606.833,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-224,5000000,7233.4756,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,1
-225,500000,514.068,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,1000000,3888.35,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,1500000,3248.7158,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,2000000,2050.0962,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,2500000,2481.3752,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,3000000,3581.6963,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,3500000,5592.3374,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,4000000,3894.454,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,4500000,5167.0674,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-225,5000000,613.2814,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,1
-226,500000,506.85,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,1000000,2252.6836,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,1500000,3258.9878,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,2000000,3082.0098,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,2500000,1888.0205,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,3000000,448.20404,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,3500000,5662.36,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,4000000,467.5164,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,4500000,6312.242,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-226,5000000,564.6536,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,1
-227,500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,1000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,1500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,2000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,2500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,3000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,3500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,4000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,4500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-227,5000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,1
-228,500000,528.2766,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,1000000,3254.2205,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,1500000,4215.834,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,2000000,5749.2144,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,2500000,4884.666,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,3000000,2226.8623,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,3500000,5956.819,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,4000000,3743.6924,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,4500000,4761.9033,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
-228,5000000,6832.3926,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,1
+218,500000,383.1799,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,1000000,359.22742,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,1500000,420.15897,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,2000000,490.41238,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,2500000,392.81366,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,3000000,422.7196,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,3500000,426.75055,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,4000000,489.1986,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,4500000,529.499,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+218,5000000,557.11597,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,1
+219,500000,4215.783,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,1000000,4862.7188,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,1500000,4548.3994,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,2000000,1023.4562,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,2500000,4369.0317,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,3000000,4823.6357,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,3500000,3209.3223,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,4000000,3163.701,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,4500000,4502.168,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+219,5000000,4264.29,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,1
+220,500000,206.81117,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,1000000,193.79008,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,1500000,209.16972,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,2000000,316.0078,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,2500000,261.05396,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,3000000,211.78055,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,3500000,63.94828,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,4000000,319.19724,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,4500000,64.10774,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+220,5000000,259.7995,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,1
+221,500000,438.73938,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,1000000,3533.0308,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,1500000,4601.423,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,2000000,4640.1353,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,2500000,4677.1924,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,3000000,4816.0547,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,3500000,4594.445,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,4000000,4698.1733,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,4500000,4737.457,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+221,5000000,4673.709,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,1
+222,500000,557.20264,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,1000000,1727.1515,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,1500000,2872.0374,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,2000000,1434.8392,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,2500000,1659.69,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,3000000,752.46716,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,3500000,823.03644,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,4000000,341.60522,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,4500000,3318.8115,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+222,5000000,1809.4005,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,1
+223,500000,188.9802,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,1000000,214.62375,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,1500000,264.52008,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,2000000,352.29382,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,2500000,493.6175,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,3000000,327.5379,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,3500000,177.76054,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,4000000,344.0137,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,4500000,337.9248,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+223,5000000,299.8385,512,False,853730,0.02406078,4160,0.14374896,False,,,,,1
+224,500000,2835.3079,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,1000000,3627.5,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,1500000,1813.5657,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,2000000,2589.0332,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,2500000,2455.246,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,3000000,5608.416,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,3500000,6513.0923,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,4000000,7437.665,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,4500000,7606.833,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+224,5000000,7233.4756,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,1
+225,500000,514.068,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,1000000,3888.35,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,1500000,3248.7158,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,2000000,2050.0962,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,2500000,2481.3752,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,3000000,3581.6963,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,3500000,5592.3374,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,4000000,3894.454,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,4500000,5167.0674,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+225,5000000,613.2814,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,1
+226,500000,506.85,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,1000000,2252.6836,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,1500000,3258.9878,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,2000000,3082.0098,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,2500000,1888.0205,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,3000000,448.20404,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,3500000,5662.36,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,4000000,467.5164,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,4500000,6312.242,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+226,5000000,564.6536,2048,False,760704,0.00101898,11381,0.122051,False,,,,,1
+227,500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,1000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,1500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,2000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,2500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,3000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,3500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,4000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,4500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+227,5000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,1
+228,500000,528.2766,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,1000000,3254.2205,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,1500000,4215.834,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,2000000,5749.2144,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,2500000,4884.666,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,3000000,2226.8623,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,3500000,5956.819,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,4000000,3743.6924,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,4500000,4761.9033,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
+228,5000000,6832.3926,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,1
 229,500000,211.78851,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,1000000,212.17435,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,1500000,212.1991,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
@@ -12539,46 +12539,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,211.94505,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,4500000,212.27722,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,5000000,211.9406,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
-230,500000,491.32895,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,1000000,5533.938,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,1500000,6062.8926,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,2000000,5098.6665,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,2500000,2437.2163,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,3000000,6386.3516,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,3500000,5724.6875,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,4000000,5645.0537,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,4500000,6219.4873,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-230,5000000,6454.7734,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,1
-231,500000,351.8378,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,1000000,569.56226,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,1500000,1170.055,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,2000000,2841.8538,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,2500000,4505.755,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,3000000,4586.867,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,3500000,4643.1396,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,4000000,4888.292,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,4500000,5005.3203,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-231,5000000,5265.8057,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,1
-232,500000,1407.2063,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,1000000,4584.593,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,1500000,2955.248,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,2000000,4921.0146,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,2500000,531.15515,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,3000000,3088.852,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,3500000,4118.8916,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,4000000,4433.52,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,4500000,3535.2976,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-232,5000000,1681.7085,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,1
-233,500000,310.5079,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,1000000,371.6233,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,1500000,431.34665,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,2000000,503.56024,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,2500000,505.1745,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,3000000,474.4552,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,3500000,653.39514,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,4000000,872.8763,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,4500000,1197.8425,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
-233,5000000,2034.5667,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,1
+230,500000,491.32895,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,1000000,5533.938,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,1500000,6062.8926,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,2000000,5098.6665,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,2500000,2437.2163,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,3000000,6386.3516,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,3500000,5724.6875,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,4000000,5645.0537,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,4500000,6219.4873,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+230,5000000,6454.7734,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,1
+231,500000,351.8378,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,1000000,569.56226,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,1500000,1170.055,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,2000000,2841.8538,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,2500000,4505.755,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,3000000,4586.867,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,3500000,4643.1396,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,4000000,4888.292,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,4500000,5005.3203,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+231,5000000,5265.8057,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,1
+232,500000,1407.2063,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,1000000,4584.593,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,1500000,2955.248,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,2000000,4921.0146,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,2500000,531.15515,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,3000000,3088.852,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,3500000,4118.8916,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,4000000,4433.52,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,4500000,3535.2976,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+232,5000000,1681.7085,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,1
+233,500000,310.5079,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,1000000,371.6233,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,1500000,431.34665,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,2000000,503.56024,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,2500000,505.1745,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,3000000,474.4552,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,3500000,653.39514,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,4000000,872.8763,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,4500000,1197.8425,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
+233,5000000,2034.5667,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,1
 234,500000,343.4376,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,1000000,442.36932,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,1500000,490.3952,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
@@ -12589,66 +12589,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,4324.1543,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,4500000,4478.5127,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,5000000,4343.2236,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
-235,500000,495.90845,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,1000000,3317.504,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,1500000,4305.456,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,2000000,3952.752,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,2500000,5042.687,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,3000000,3657.9248,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,3500000,4766.6445,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,4000000,4857.4893,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,4500000,2744.169,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-235,5000000,6017.787,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,1
-236,500000,452.74878,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,1000000,2736.4585,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,1500000,5394.957,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,2000000,4613.8623,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,2500000,3792.8745,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,3000000,3538.8096,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,3500000,3699.136,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,4000000,5276.3022,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,4500000,1622.798,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-236,5000000,6835.9917,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,1
-237,500000,210.90773,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,1000000,210.70605,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,1500000,210.61388,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,2000000,211.10942,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,2500000,211.15892,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,3000000,210.9126,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,3500000,210.92735,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,4000000,210.93195,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,4500000,210.6482,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-237,5000000,210.9964,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,1
-238,500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,1000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,1500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,2000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,2500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,3000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,3500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,4000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,4500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-238,5000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,1
-239,500000,505.2442,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,1000000,748.0127,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,1500000,2453.654,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,2000000,899.788,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,2500000,382.2275,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,3000000,668.9513,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,3500000,2157.7458,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,4000000,1019.4669,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,4500000,2106.9521,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-239,5000000,1691.7372,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,1
-240,500000,461.46918,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,1000000,2834.8662,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,1500000,5269.921,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,2000000,5503.3047,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,2500000,5025.926,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,3000000,5355.13,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,3500000,4244.574,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,4000000,5367.302,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,4500000,5129.6445,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
-240,5000000,3367.8652,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,1
+235,500000,495.90845,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,1000000,3317.504,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,1500000,4305.456,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,2000000,3952.752,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,2500000,5042.687,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,3000000,3657.9248,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,3500000,4766.6445,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,4000000,4857.4893,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,4500000,2744.169,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+235,5000000,6017.787,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,1
+236,500000,452.74878,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,1000000,2736.4585,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,1500000,5394.957,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,2000000,4613.8623,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,2500000,3792.8745,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,3000000,3538.8096,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,3500000,3699.136,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,4000000,5276.3022,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,4500000,1622.798,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+236,5000000,6835.9917,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,1
+237,500000,210.90773,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,1000000,210.70605,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,1500000,210.61388,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,2000000,211.10942,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,2500000,211.15892,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,3000000,210.9126,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,3500000,210.92735,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,4000000,210.93195,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,4500000,210.6482,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+237,5000000,210.9964,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,1
+238,500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,1000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,1500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,2000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,2500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,3000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,3500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,4000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,4500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+238,5000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,1
+239,500000,505.2442,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,1000000,748.0127,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,1500000,2453.654,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,2000000,899.788,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,2500000,382.2275,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,3000000,668.9513,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,3500000,2157.7458,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,4000000,1019.4669,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,4500000,2106.9521,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+239,5000000,1691.7372,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,1
+240,500000,461.46918,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,1000000,2834.8662,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,1500000,5269.921,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,2000000,5503.3047,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,2500000,5025.926,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,3000000,5355.13,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,3500000,4244.574,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,4000000,5367.302,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,4500000,5129.6445,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
+240,5000000,3367.8652,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,1
 241,500000,210.84787,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,1
 241,1000000,211.00845,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,1
 241,1500000,210.65097,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,1
@@ -12659,56 +12659,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,211.1838,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,1
 241,4500000,210.58368,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,1
 241,5000000,211.03725,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,1
-242,500000,260.0395,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,1000000,399.15527,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,1500000,329.7517,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,2000000,594.8556,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,2500000,728.8894,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,3000000,1748.9246,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,3500000,3692.6216,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,4000000,4418.4346,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,4500000,4456.573,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-242,5000000,4566.9727,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,1
-243,500000,210.86581,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,1000000,210.88504,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,1500000,210.90099,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,2000000,210.58334,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,2500000,211.05075,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,3000000,210.91354,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,3500000,210.8085,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,4000000,210.97809,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,4500000,210.76355,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-243,5000000,210.70871,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,1
-244,500000,1217.5005,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,1000000,1895.569,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,1500000,808.84644,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,2000000,1679.7234,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,2500000,2836.4197,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,3000000,3082.8145,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,3500000,898.46155,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,4000000,608.1791,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,4500000,6378.6567,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-244,5000000,532.0144,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,1
-245,500000,454.75845,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,1000000,1259.322,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,1500000,2293.4155,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,2000000,2460.2637,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,2500000,2383.84,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,3000000,3033.6147,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,3500000,2510.1335,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,4000000,2155.548,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,4500000,3181.4956,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-245,5000000,4076.9365,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,1
-246,500000,4641.493,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,1000000,4599.949,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,1500000,4592.0654,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,2000000,4534.8154,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,2500000,4729.3716,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,3000000,4681.2295,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,3500000,4653.994,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,4000000,4578.052,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,4500000,1160.5598,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
-246,5000000,4644.599,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,1
+242,500000,260.0395,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,1000000,399.15527,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,1500000,329.7517,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,2000000,594.8556,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,2500000,728.8894,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,3000000,1748.9246,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,3500000,3692.6216,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,4000000,4418.4346,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,4500000,4456.573,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+242,5000000,4566.9727,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,1
+243,500000,210.86581,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,1000000,210.88504,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,1500000,210.90099,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,2000000,210.58334,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,2500000,211.05075,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,3000000,210.91354,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,3500000,210.8085,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,4000000,210.97809,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,4500000,210.76355,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+243,5000000,210.70871,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,1
+244,500000,1217.5005,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,1000000,1895.569,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,1500000,808.84644,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,2000000,1679.7234,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,2500000,2836.4197,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,3000000,3082.8145,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,3500000,898.46155,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,4000000,608.1791,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,4500000,6378.6567,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+244,5000000,532.0144,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,1
+245,500000,454.75845,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,1000000,1259.322,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,1500000,2293.4155,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,2000000,2460.2637,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,2500000,2383.84,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,3000000,3033.6147,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,3500000,2510.1335,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,4000000,2155.548,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,4500000,3181.4956,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+245,5000000,4076.9365,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,1
+246,500000,4641.493,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,1000000,4599.949,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,1500000,4592.0654,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,2000000,4534.8154,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,2500000,4729.3716,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,3000000,4681.2295,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,3500000,4653.994,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,4000000,4578.052,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,4500000,1160.5598,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
+246,5000000,4644.599,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,1
 247,500000,710.3204,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,1000000,1665.5033,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,1500000,3541.3604,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
@@ -12719,26 +12719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1914.3573,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,4500000,3572.2256,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,5000000,4601.161,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
-248,500000,414.73126,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,1000000,301.1756,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,1500000,434.59686,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,2000000,400.93817,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,2500000,705.13025,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,3000000,836.3124,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,3500000,3381.849,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,4000000,4862.823,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,4500000,4448.838,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
-248,5000000,4085.1152,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,1
+248,500000,414.73126,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,1000000,301.1756,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,1500000,434.59686,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,2000000,400.93817,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,2500000,705.13025,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,3000000,836.3124,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,3500000,3381.849,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,4000000,4862.823,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,4500000,4448.838,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
+248,5000000,4085.1152,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,1
 249,500000,252.92117,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
 249,1000000,55.013184,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,1500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,2000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,2500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,3000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,3500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,4000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,4500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
-249,5000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,1500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,2000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,2500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,3000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,3500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,4000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,4500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
+249,5000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
 250,500000,544.25134,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
 250,1000000,4829.88,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
 250,1500000,4970.565,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
@@ -12749,16 +12749,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4785.272,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
 250,4500000,2424.187,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
 250,5000000,5096.333,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
-251,500000,620.82574,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,1000000,2649.3875,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,1500000,2568.7715,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,2000000,4086.7336,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,2500000,2349.8052,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,3000000,2945.9238,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,3500000,1610.9835,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,4000000,1564.0929,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,4500000,3360.835,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
-251,5000000,457.43338,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,1
+251,500000,620.82574,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,1000000,2649.3875,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,1500000,2568.7715,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,2000000,4086.7336,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,2500000,2349.8052,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,3000000,2945.9238,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,3500000,1610.9835,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,4000000,1564.0929,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,4500000,3360.835,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
+251,5000000,457.43338,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,1
 252,500000,451.18643,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,1000000,461.19684,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,1500000,558.60583,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
@@ -12769,186 +12769,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,3551.935,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,4500000,3814.3486,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,5000000,4582.132,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
-253,500000,252.53088,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,1000000,351.248,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,1500000,373.8523,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,2000000,401.10504,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,2500000,641.36255,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,3000000,567.88135,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,3500000,596.12463,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,4000000,901.3804,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,4500000,1480.9874,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-253,5000000,1723.3972,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,1
-254,500000,606.5165,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,1000000,2452.5625,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,1500000,472.4896,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,2000000,635.3335,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,2500000,662.1516,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,3000000,655.8856,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,3500000,589.8919,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,4000000,742.82635,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,4500000,568.6505,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-254,5000000,514.5159,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,1
-255,500000,266.5173,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,1000000,234.42052,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,1500000,274.38177,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,2000000,313.74802,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,2500000,343.86722,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,3000000,271.46722,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,3500000,247.23141,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,4000000,355.12885,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,4500000,366.2176,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-255,5000000,577.5491,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,1
-0,500000,4563.243,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,1000000,4497.716,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,1500000,3834.8262,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,2000000,4580.147,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,2500000,4593.9316,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,3000000,4654.5913,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,3500000,4512.8047,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,4000000,4610.87,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,4500000,1404.9608,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-0,5000000,4333.7964,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,8
-1,500000,347.01343,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,1000000,405.85352,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,1500000,340.95862,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,2000000,370.2082,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,2500000,419.09766,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,3000000,419.62094,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,3500000,444.5888,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,4000000,522.05994,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,4500000,616.4794,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-1,5000000,905.3695,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,8
-2,500000,731.84937,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,1000000,2048.784,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,1500000,1820.6511,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,2000000,3930.7625,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,2500000,6138.922,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,3000000,4981.498,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,3500000,3695.7007,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,4000000,6841.1543,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,4500000,170.63689,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-2,5000000,251.91061,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,8
-3,500000,632.00684,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,1000000,5601.5244,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,1500000,6405.2407,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,2000000,2853.79,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,2500000,2242.08,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,3000000,5773.0723,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,3500000,170.11383,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,4000000,6002.782,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,4500000,6210.54,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-3,5000000,6250.9307,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,8
-4,500000,366.43207,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,1000000,475.9508,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,1500000,688.3988,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,2000000,1011.7462,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,2500000,2287.0073,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,3000000,5041.392,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,3500000,5121.934,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,4000000,5072.8706,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,4500000,5047.733,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-4,5000000,5005.328,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,8
-5,500000,4485.308,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,1000000,4234.7124,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,1500000,4543.293,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,2000000,4072.449,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,2500000,4506.1123,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,3000000,2896.6995,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,3500000,4503.4717,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,4000000,3440.358,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,4500000,3603.4016,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-5,5000000,4494.1777,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,8
-6,500000,419.00854,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,1000000,225.82281,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,1500000,433.15698,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,2000000,471.10254,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,2500000,488.65253,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,3000000,518.236,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,3500000,744.80835,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,4000000,786.2883,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,4500000,1768.1492,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-6,5000000,2354.136,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,8
-7,500000,471.60968,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,1000000,2976.5146,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,1500000,4245.823,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,2000000,4336.635,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,2500000,4239.2256,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,3000000,4292.1157,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,3500000,4579.123,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,4000000,4716.1797,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,4500000,4622.168,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-7,5000000,4391.3604,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,8
-8,500000,3586.225,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,1000000,4774.083,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,1500000,4266.3237,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,2000000,514.4695,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,2500000,158.71104,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,3000000,118.68298,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,3500000,121.324104,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,4000000,89.52253,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,4500000,113.298965,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-8,5000000,279.31628,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,8
-9,500000,645.25793,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,1000000,2098.3672,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,1500000,3479.4844,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,2000000,2147.4702,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,2500000,3904.6294,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,3000000,3361.4424,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,3500000,2237.2114,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,4000000,3217.12,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,4500000,1667.4481,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-9,5000000,5031.939,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,8
-10,500000,439.46118,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,1000000,882.8474,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,1500000,2259.281,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,2000000,4487.6704,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,2500000,3803.3271,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,3000000,4867.173,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,3500000,5061.2563,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,4000000,5052.0713,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,4500000,5241.0693,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-10,5000000,5057.65,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,8
-11,500000,3375.3047,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,1000000,4618.7705,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,1500000,4831.6553,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,2000000,4463.6934,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,2500000,3438.9092,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,3000000,3762.613,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,3500000,4711.8755,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,4000000,4675.012,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,4500000,4538.335,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-11,5000000,4588.8916,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,8
-12,500000,486.04608,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,1000000,5437.2354,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,1500000,6926.091,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,2000000,5355.63,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,2500000,6872.844,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,3000000,8004.7666,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,3500000,4932.0264,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,4000000,7486.708,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,4500000,7531.492,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-12,5000000,206.58568,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,8
-13,500000,394.07367,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,1000000,351.27325,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,1500000,268.81537,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,2000000,491.78326,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,2500000,523.53406,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,3000000,583.43494,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,3500000,560.87695,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,4000000,1080.7444,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,4500000,1594.9497,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-13,5000000,2324.061,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,8
-14,500000,504.45523,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,1000000,3302.3394,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,1500000,5678.1475,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,2000000,5459.005,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,2500000,4375.965,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,3000000,4490.093,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,3500000,6198.3936,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,4000000,6112.4395,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,4500000,5844.9565,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
-14,5000000,5171.3584,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,8
+253,500000,252.53088,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,1000000,351.248,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,1500000,373.8523,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,2000000,401.10504,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,2500000,641.36255,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,3000000,567.88135,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,3500000,596.12463,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,4000000,901.3804,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,4500000,1480.9874,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+253,5000000,1723.3972,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,1
+254,500000,606.5165,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,1000000,2452.5625,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,1500000,472.4896,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,2000000,635.3335,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,2500000,662.1516,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,3000000,655.8856,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,3500000,589.8919,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,4000000,742.82635,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,4500000,568.6505,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+254,5000000,514.5159,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,1
+255,500000,266.5173,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,1000000,234.42052,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,1500000,274.38177,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,2000000,313.74802,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,2500000,343.86722,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,3000000,271.46722,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,3500000,247.23141,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,4000000,355.12885,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,4500000,366.2176,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+255,5000000,577.5491,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,1
+0,500000,4563.243,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,1000000,4497.716,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,1500000,3834.8262,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,2000000,4580.147,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,2500000,4593.9316,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,3000000,4654.5913,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,3500000,4512.8047,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,4000000,4610.87,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,4500000,1404.9608,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+0,5000000,4333.7964,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,8
+1,500000,347.01343,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,1000000,405.85352,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,1500000,340.95862,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,2000000,370.2082,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,2500000,419.09766,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,3000000,419.62094,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,3500000,444.5888,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,4000000,522.05994,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,4500000,616.4794,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+1,5000000,905.3695,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,8
+2,500000,731.84937,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,1000000,2048.784,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,1500000,1820.6511,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,2000000,3930.7625,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,2500000,6138.922,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,3000000,4981.498,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,3500000,3695.7007,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,4000000,6841.1543,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,4500000,170.63689,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+2,5000000,251.91061,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,8
+3,500000,632.00684,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,1000000,5601.5244,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,1500000,6405.2407,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,2000000,2853.79,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,2500000,2242.08,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,3000000,5773.0723,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,3500000,170.11383,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,4000000,6002.782,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,4500000,6210.54,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+3,5000000,6250.9307,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,8
+4,500000,366.43207,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,1000000,475.9508,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,1500000,688.3988,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,2000000,1011.7462,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,2500000,2287.0073,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,3000000,5041.392,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,3500000,5121.934,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,4000000,5072.8706,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,4500000,5047.733,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+4,5000000,5005.328,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,8
+5,500000,4485.308,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,1000000,4234.7124,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,1500000,4543.293,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,2000000,4072.449,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,2500000,4506.1123,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,3000000,2896.6995,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,3500000,4503.4717,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,4000000,3440.358,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,4500000,3603.4016,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+5,5000000,4494.1777,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,8
+6,500000,419.00854,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,1000000,225.82281,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,1500000,433.15698,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,2000000,471.10254,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,2500000,488.65253,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,3000000,518.236,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,3500000,744.80835,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,4000000,786.2883,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,4500000,1768.1492,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+6,5000000,2354.136,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,8
+7,500000,471.60968,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,1000000,2976.5146,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,1500000,4245.823,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,2000000,4336.635,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,2500000,4239.2256,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,3000000,4292.1157,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,3500000,4579.123,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,4000000,4716.1797,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,4500000,4622.168,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+7,5000000,4391.3604,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,8
+8,500000,3586.225,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,1000000,4774.083,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,1500000,4266.3237,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,2000000,514.4695,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,2500000,158.71104,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,3000000,118.68298,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,3500000,121.324104,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,4000000,89.52253,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,4500000,113.298965,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+8,5000000,279.31628,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,8
+9,500000,645.25793,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,1000000,2098.3672,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,1500000,3479.4844,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,2000000,2147.4702,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,2500000,3904.6294,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,3000000,3361.4424,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,3500000,2237.2114,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,4000000,3217.12,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,4500000,1667.4481,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+9,5000000,5031.939,512,False,540763,0.00474209,15765,0.31441719,False,,,,,8
+10,500000,439.46118,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,1000000,882.8474,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,1500000,2259.281,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,2000000,4487.6704,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,2500000,3803.3271,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,3000000,4867.173,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,3500000,5061.2563,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,4000000,5052.0713,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,4500000,5241.0693,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+10,5000000,5057.65,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,8
+11,500000,3375.3047,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,1000000,4618.7705,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,1500000,4831.6553,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,2000000,4463.6934,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,2500000,3438.9092,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,3000000,3762.613,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,3500000,4711.8755,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,4000000,4675.012,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,4500000,4538.335,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+11,5000000,4588.8916,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,8
+12,500000,486.04608,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,1000000,5437.2354,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,1500000,6926.091,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,2000000,5355.63,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,2500000,6872.844,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,3000000,8004.7666,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,3500000,4932.0264,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,4000000,7486.708,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,4500000,7531.492,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+12,5000000,206.58568,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,8
+13,500000,394.07367,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,1000000,351.27325,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,1500000,268.81537,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,2000000,491.78326,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,2500000,523.53406,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,3000000,583.43494,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,3500000,560.87695,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,4000000,1080.7444,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,4500000,1594.9497,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+13,5000000,2324.061,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,8
+14,500000,504.45523,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,1000000,3302.3394,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,1500000,5678.1475,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,2000000,5459.005,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,2500000,4375.965,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,3000000,4490.093,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,3500000,6198.3936,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,4000000,6112.4395,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,4500000,5844.9565,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,5000000,5171.3584,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
 15,500000,3269.602,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,1000000,2089.9639,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,1500000,1405.7174,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
@@ -12959,26 +12959,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,1139.9082,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,4500000,4955.0503,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,5000000,895.5359,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
-16,500000,168.1435,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,1000000,315.3827,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,1500000,255.10065,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,2000000,246.13336,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,2500000,441.8175,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,3000000,426.99048,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,3500000,407.4052,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,4000000,392.74326,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,4500000,403.875,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,5000000,391.95386,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-17,500000,474.06512,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,1000000,2616.1133,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,1500000,4697.669,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,2000000,4960.3984,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,2500000,4926.0674,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,3000000,4969.133,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,3500000,3741.585,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,4000000,5493.7676,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,4500000,4483.455,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
-17,5000000,5558.95,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,8
+16,500000,168.1435,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,1000000,315.3827,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,1500000,255.10065,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,2000000,246.13336,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,2500000,441.8175,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,3000000,426.99048,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,3500000,407.4052,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,4000000,392.74326,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,4500000,403.875,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+16,5000000,391.95386,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,8
+17,500000,474.06512,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,1000000,2616.1133,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,1500000,4697.669,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,2000000,4960.3984,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,2500000,4926.0674,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,3000000,4969.133,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,3500000,3741.585,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,4000000,5493.7676,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,4500000,4483.455,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,5000000,5558.95,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
 18,500000,4688.797,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,1000000,1676.947,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,1500000,353.49158,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
@@ -12989,36 +12989,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,3887.2744,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,4500000,3330.2947,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,5000000,3174.8628,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
-19,500000,472.88205,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,1000000,1513.4967,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,1500000,1828.8716,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,2000000,551.1736,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,2500000,462.38037,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,3000000,1178.7422,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,3500000,1290.5859,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,4000000,782.56213,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,4500000,4256.513,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,5000000,1108.0189,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-20,500000,209.50476,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,1000000,266.20087,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,1500000,307.46756,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,2000000,320.66605,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,2500000,390.07404,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,3000000,397.22626,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,3500000,405.6247,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,4000000,409.54547,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,4500000,408.3323,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-20,5000000,403.94983,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,8
-21,500000,354.95795,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,1000000,1173.7114,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,1500000,4806.142,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,2000000,4466.4834,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,2500000,4372.7373,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,3000000,4245.937,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,3500000,4094.6094,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,4000000,4252.626,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,4500000,4090.1606,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
-21,5000000,4078.2466,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,8
+19,500000,472.88205,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,1000000,1513.4967,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,1500000,1828.8716,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,2000000,551.1736,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,2500000,462.38037,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,3000000,1178.7422,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,3500000,1290.5859,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,4000000,782.56213,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,4500000,4256.513,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+19,5000000,1108.0189,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,8
+20,500000,209.50476,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,1000000,266.20087,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,1500000,307.46756,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,2000000,320.66605,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,2500000,390.07404,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,3000000,397.22626,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,3500000,405.6247,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,4000000,409.54547,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,4500000,408.3323,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+20,5000000,403.94983,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,8
+21,500000,354.95795,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,1000000,1173.7114,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,1500000,4806.142,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,2000000,4466.4834,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,2500000,4372.7373,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,3000000,4245.937,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,3500000,4094.6094,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,4000000,4252.626,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,4500000,4090.1606,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,5000000,4078.2466,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
 22,500000,998.37,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,1000000,4360.8477,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,1500000,2464.0625,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
@@ -13029,66 +13029,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4548.2446,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,4500000,4629.163,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,5000000,4277.183,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
-23,500000,2263.3877,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,1000000,1477.2,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,1500000,3779.63,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,2000000,3645.9277,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,2500000,3530.7703,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,3000000,2440.3435,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,3500000,3384.3516,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,4000000,1284.1309,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,4500000,3525.3213,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-23,5000000,2569.57,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
-24,500000,526.6991,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,1000000,4403.9307,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,1500000,1649.2552,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,2000000,5066.2236,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,2500000,2055.8186,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,3000000,3381.3696,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,3500000,669.0602,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,4000000,8614.729,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,4500000,642.60974,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-24,5000000,7289.833,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,8
-25,500000,282.72067,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,1000000,2698.4578,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,1500000,6045.805,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,2000000,7140.794,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,2500000,5840.914,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,3000000,245.30338,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,3500000,1953.5303,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,4000000,3607.322,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,4500000,642.0098,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-25,5000000,2470.9688,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,8
-26,500000,586.319,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,1000000,2859.3691,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,1500000,4391.709,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,2000000,3084.9292,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,2500000,584.55383,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,3000000,1111.5955,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,3500000,6407.593,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,4000000,6564.396,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,4500000,5937.744,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-26,5000000,1148.5343,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,8
-27,500000,210.01971,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,1000000,209.7472,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,1500000,210.2771,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,2000000,210.01106,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,2500000,210.20277,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,3000000,210.033,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,3500000,210.2739,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,4000000,210.3902,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,4500000,210.50018,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-27,5000000,210.60844,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,8
-28,500000,330.06818,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,1000000,424.73944,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,1500000,529.2444,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,2000000,496.2393,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,2500000,635.14056,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,3000000,1025.1809,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,3500000,4647.121,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,4000000,5112.251,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,4500000,5118.7217,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
-28,5000000,5094.433,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,8
+23,500000,2263.3877,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,1000000,1477.2,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,1500000,3779.63,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,2000000,3645.9277,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,2500000,3530.7703,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,3000000,2440.3435,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,3500000,3384.3516,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,4000000,1284.1309,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,4500000,3525.3213,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+23,5000000,2569.57,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,8
+24,500000,526.6991,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,1000000,4403.9307,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,1500000,1649.2552,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,2000000,5066.2236,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,2500000,2055.8186,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,3000000,3381.3696,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,3500000,669.0602,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,4000000,8614.729,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,4500000,642.60974,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+24,5000000,7289.833,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,8
+25,500000,282.72067,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,1000000,2698.4578,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,1500000,6045.805,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,2000000,7140.794,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,2500000,5840.914,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,3000000,245.30338,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,3500000,1953.5303,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,4000000,3607.322,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,4500000,642.0098,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+25,5000000,2470.9688,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,8
+26,500000,586.319,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,1000000,2859.3691,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,1500000,4391.709,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,2000000,3084.9292,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,2500000,584.55383,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,3000000,1111.5955,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,3500000,6407.593,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,4000000,6564.396,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,4500000,5937.744,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+26,5000000,1148.5343,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,8
+27,500000,210.01971,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,1000000,209.7472,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,1500000,210.2771,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,2000000,210.01106,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,2500000,210.20277,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,3000000,210.033,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,3500000,210.2739,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,4000000,210.3902,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,4500000,210.50018,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+27,5000000,210.60844,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,8
+28,500000,330.06818,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,1000000,424.73944,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,1500000,529.2444,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,2000000,496.2393,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,2500000,635.14056,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,3000000,1025.1809,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,3500000,4647.121,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,4000000,5112.251,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,4500000,5118.7217,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
+28,5000000,5094.433,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,8
 29,500000,380.36902,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,1000000,288.2807,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,1500000,430.14243,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
@@ -13099,16 +13099,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,1392.3364,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,4500000,4510.3193,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,5000000,4452.282,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
-30,500000,377.91095,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,1000000,931.61487,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,1500000,807.57245,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,2000000,3006.56,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,2500000,507.00995,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,3000000,2694.3694,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,3500000,2564.0786,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,4000000,796.4381,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,4500000,673.0764,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
-30,5000000,407.92395,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,8
+30,500000,377.91095,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,1000000,931.61487,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,1500000,807.57245,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,2000000,3006.56,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,2500000,507.00995,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,3000000,2694.3694,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,3500000,2564.0786,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,4000000,796.4381,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,4500000,673.0764,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
+30,5000000,407.92395,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,8
 31,500000,2113.2153,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
 31,1000000,600.079,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
 31,1500000,2841.316,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
@@ -13119,46 +13119,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,3093.921,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
 31,4500000,3794.812,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
 31,5000000,1148.9697,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
-32,500000,3600.645,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,1000000,3748.018,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,1500000,2924.9487,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,2000000,4190.172,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,2500000,2852.7158,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,3000000,1411.3186,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,3500000,4260.4424,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,4000000,4197.671,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,4500000,4103.6255,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-32,5000000,3559.608,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,8
-33,500000,733.2594,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,1000000,4550.5254,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,1500000,6798.9062,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,2000000,3420.5676,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,2500000,2145.3088,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,3000000,1735.6111,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,3500000,2666.6243,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,4000000,5732.0283,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,4500000,5768.3027,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-33,5000000,4419.6343,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,8
-34,500000,220.49182,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,1000000,218.79932,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,1500000,219.26657,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,2000000,218.31691,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,2500000,217.85376,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,3000000,219.49759,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,3500000,219.3223,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,4000000,219.18527,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,4500000,217.70303,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-34,5000000,218.88405,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,8
-35,500000,4770.422,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,1000000,301.6586,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,1500000,180.71277,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,2000000,212.81886,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,2500000,64.70291,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,3000000,69.55357,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,3500000,83.57192,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,4000000,76.33248,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,4500000,68.58608,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
-35,5000000,65.5987,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,8
+32,500000,3600.645,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,1000000,3748.018,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,1500000,2924.9487,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,2000000,4190.172,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,2500000,2852.7158,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,3000000,1411.3186,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,3500000,4260.4424,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,4000000,4197.671,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,4500000,4103.6255,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+32,5000000,3559.608,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,8
+33,500000,733.2594,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,1000000,4550.5254,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,1500000,6798.9062,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,2000000,3420.5676,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,2500000,2145.3088,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,3000000,1735.6111,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,3500000,2666.6243,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,4000000,5732.0283,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,4500000,5768.3027,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+33,5000000,4419.6343,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,8
+34,500000,220.49182,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,1000000,218.79932,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,1500000,219.26657,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,2000000,218.31691,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,2500000,217.85376,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,3000000,219.49759,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,3500000,219.3223,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,4000000,219.18527,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,4500000,217.70303,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+34,5000000,218.88405,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,8
+35,500000,4770.422,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,1000000,301.6586,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,1500000,180.71277,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,2000000,212.81886,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,2500000,64.70291,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,3000000,69.55357,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,3500000,83.57192,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,4000000,76.33248,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,4500000,68.58608,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
+35,5000000,65.5987,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,8
 36,500000,222.01984,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,1000000,496.88403,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,1500000,438.88583,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
@@ -13169,26 +13169,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,3694.7852,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,4500000,3979.0498,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,5000000,3657.5276,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
-37,500000,238.15686,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,1000000,283.4021,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,1500000,542.5862,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,2000000,440.0623,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,2500000,353.12808,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,3000000,362.51904,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,3500000,486.31042,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,4000000,291.39856,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,4500000,480.30127,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-37,5000000,353.88116,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,8
-38,500000,211.71356,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,1000000,211.40729,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,1500000,211.40915,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,2000000,211.17775,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,2500000,211.91829,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,3000000,211.74362,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,3500000,211.39824,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,4000000,211.40013,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,4500000,210.91997,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
-38,5000000,211.35938,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,8
+37,500000,238.15686,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,1000000,283.4021,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,1500000,542.5862,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,2000000,440.0623,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,2500000,353.12808,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,3000000,362.51904,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,3500000,486.31042,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,4000000,291.39856,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,4500000,480.30127,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+37,5000000,353.88116,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,8
+38,500000,211.71356,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,1000000,211.40729,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,1500000,211.40915,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,2000000,211.17775,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,2500000,211.91829,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,3000000,211.74362,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,3500000,211.39824,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,4000000,211.40013,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,4500000,210.91997,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
+38,5000000,211.35938,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,8
 39,500000,475.00632,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,1000000,539.8972,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,1500000,666.52374,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
@@ -13199,16 +13199,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4444.0063,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,4500000,4403.115,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,5000000,3592.783,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
-40,500000,229.26389,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,1000000,338.0249,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,1500000,276.1313,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,2000000,452.72632,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,2500000,448.79587,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,3000000,294.06824,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,3500000,404.0647,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,4000000,348.32507,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,4500000,552.1819,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
-40,5000000,665.3107,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,8
+40,500000,229.26389,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,1000000,338.0249,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,1500000,276.1313,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,2000000,452.72632,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,2500000,448.79587,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,3000000,294.06824,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,3500000,404.0647,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,4000000,348.32507,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,4500000,552.1819,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
+40,5000000,665.3107,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,8
 41,500000,208.39006,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,1000000,208.02036,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,1500000,208.86357,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
@@ -13219,36 +13219,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,208.44095,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,4500000,208.94077,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,5000000,208.65118,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
-42,500000,403.58328,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,1000000,398.56076,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,1500000,568.70386,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,2000000,1143.6729,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,2500000,2918.8298,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,3000000,4963.0366,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,3500000,4833.115,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,4000000,4788.01,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,4500000,4665.422,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-42,5000000,4519.249,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,8
-43,500000,792.6415,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,1000000,5067.886,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,1500000,4856.1094,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,2000000,4715.786,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,2500000,3964.3691,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,3000000,3485.459,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,3500000,4982.124,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,4000000,637.24536,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,4500000,5135.6875,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-43,5000000,4520.5728,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,8
-44,500000,152.32741,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,1000000,226.1271,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,1500000,242.74051,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,2000000,243.16817,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,2500000,206.51285,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,3000000,260.0193,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,3500000,302.96454,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,4000000,302.48123,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,4500000,318.1189,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
-44,5000000,187.62631,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,8
+42,500000,403.58328,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,1000000,398.56076,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,1500000,568.70386,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,2000000,1143.6729,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,2500000,2918.8298,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,3000000,4963.0366,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,3500000,4833.115,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,4000000,4788.01,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,4500000,4665.422,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+42,5000000,4519.249,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,8
+43,500000,792.6415,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,1000000,5067.886,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,1500000,4856.1094,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,2000000,4715.786,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,2500000,3964.3691,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,3000000,3485.459,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,3500000,4982.124,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,4000000,637.24536,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,4500000,5135.6875,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+43,5000000,4520.5728,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,8
+44,500000,152.32741,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,1000000,226.1271,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,1500000,242.74051,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,2000000,243.16817,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,2500000,206.51285,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,3000000,260.0193,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,3500000,302.96454,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,4000000,302.48123,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,4500000,318.1189,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,5000000,187.62631,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
 45,500000,404.83728,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,1000000,411.42102,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,1500000,923.3211,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
@@ -13259,26 +13259,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,227.6625,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,4500000,64.43803,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,5000000,48.59382,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
-46,500000,282.57822,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,1000000,2059.9207,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,1500000,3474.457,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,2000000,2599.0303,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,2500000,3511.0928,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,3000000,3731.246,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,3500000,4355.8823,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,4000000,1512.5492,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,4500000,2243.4224,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,5000000,5133.6465,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-47,500000,597.48376,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,1000000,2267.02,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,1500000,5484.128,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,2000000,5742.7534,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,2500000,4609.6826,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,3000000,4050.4487,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,3500000,4464.4697,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,4000000,6132.998,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,4500000,5840.8486,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
-47,5000000,6050.6797,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,8
+46,500000,282.57822,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,1000000,2059.9207,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,1500000,3474.457,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,2000000,2599.0303,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,2500000,3511.0928,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,3000000,3731.246,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,3500000,4355.8823,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,4000000,1512.5492,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,4500000,2243.4224,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+46,5000000,5133.6465,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,8
+47,500000,597.48376,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,1000000,2267.02,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,1500000,5484.128,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,2000000,5742.7534,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,2500000,4609.6826,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,3000000,4050.4487,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,3500000,4464.4697,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,4000000,6132.998,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,4500000,5840.8486,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
+47,5000000,6050.6797,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
 48,500000,3635.7598,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,8
 48,1000000,4548.926,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,8
 48,1500000,124.08694,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,8
@@ -13309,16 +13309,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,3501.6506,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,8
 50,4500000,1398.5582,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,8
 50,5000000,4362.6025,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,8
-51,500000,377.7799,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,1000000,4822.583,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,1500000,6498.342,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,2000000,6988.5806,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,2500000,5784.4062,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,3000000,6950.553,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,3500000,5899.7188,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,4000000,7201.268,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,4500000,6815.1006,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,5000000,7040.703,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
+51,500000,377.7799,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,1000000,4822.583,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,1500000,6498.342,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,2000000,6988.5806,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,2500000,5784.4062,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,3000000,6950.553,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,3500000,5899.7188,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,4000000,7201.268,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,4500000,6815.1006,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,5000000,7040.703,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
 52,500000,432.33075,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,1000000,492.5255,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,1500000,613.3111,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
@@ -13329,66 +13329,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,3594.87,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,4500000,2920.833,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,5000000,3680.8188,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
-53,500000,259.95453,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,1000000,308.6407,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,1500000,307.02542,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,2000000,456.04272,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,2500000,363.56894,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,3000000,393.8014,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,3500000,451.78497,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,4000000,526.1329,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,4500000,416.4491,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,5000000,404.33813,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-54,500000,642.98865,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,1000000,2370.2334,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,1500000,2614.9521,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,2000000,4255.917,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,2500000,4312.876,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,3000000,1538.6978,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,3500000,4645.843,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,4000000,4643.761,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,4500000,4698.8027,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-54,5000000,4645.666,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,8
-55,500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,1000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,1500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,2000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,2500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,3000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,3500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,4000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,4500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-55,5000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-56,500000,209.77751,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,1000000,209.24583,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,1500000,209.6864,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,2000000,209.63998,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,2500000,209.41248,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,3000000,209.79208,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,3500000,209.99834,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,4000000,209.49933,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,4500000,209.7764,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,5000000,209.51102,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-57,500000,208.0725,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,1000000,319.56042,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,1500000,209.24973,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,2000000,403.02795,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,2500000,284.5008,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,3000000,414.30756,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,3500000,680.03516,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,4000000,455.35565,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,4500000,521.2366,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-57,5000000,861.6749,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,8
-58,500000,206.97275,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,1000000,207.53271,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,1500000,207.3038,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,2000000,207.05211,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,2500000,207.40157,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,3000000,207.37619,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,3500000,207.45479,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,4000000,207.67888,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,4500000,207.71777,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
-58,5000000,207.82967,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,8
+53,500000,259.95453,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,1000000,308.6407,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,1500000,307.02542,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,2000000,456.04272,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,2500000,363.56894,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,3000000,393.8014,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,3500000,451.78497,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,4000000,526.1329,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,4500000,416.4491,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+53,5000000,404.33813,512,False,495568,1.58e-06,982,0.13248206,False,,,,,8
+54,500000,642.98865,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,1000000,2370.2334,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,1500000,2614.9521,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,2000000,4255.917,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,2500000,4312.876,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,3000000,1538.6978,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,3500000,4645.843,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,4000000,4643.761,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,4500000,4698.8027,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,5000000,4645.666,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+55,500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,1000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,1500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,2000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,2500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,3000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,3500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,4000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,4500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+55,5000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
+56,500000,209.77751,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,1000000,209.24583,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,1500000,209.6864,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,2000000,209.63998,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,2500000,209.41248,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,3000000,209.79208,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,3500000,209.99834,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,4000000,209.49933,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,4500000,209.7764,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+56,5000000,209.51102,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,8
+57,500000,208.0725,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,1000000,319.56042,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,1500000,209.24973,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,2000000,403.02795,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,2500000,284.5008,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,3000000,414.30756,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,3500000,680.03516,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,4000000,455.35565,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,4500000,521.2366,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+57,5000000,861.6749,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,8
+58,500000,206.97275,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,1000000,207.53271,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,1500000,207.3038,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,2000000,207.05211,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,2500000,207.40157,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,3000000,207.37619,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,3500000,207.45479,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,4000000,207.67888,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,4500000,207.71777,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
+58,5000000,207.82967,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,8
 59,500000,383.96216,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,1000000,429.4635,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,1500000,555.9403,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
@@ -13399,46 +13399,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,4063.4497,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,4500000,3927.3496,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,5000000,4222.0674,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
-60,500000,358.33038,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,1000000,1155.3899,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,1500000,4319.0117,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,2000000,4545.1143,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,2500000,4464.512,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,3000000,4765.8433,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,3500000,4629.796,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,4000000,4743.168,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,4500000,4812.184,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-60,5000000,4883.2754,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
-61,500000,279.35532,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,1000000,441.9441,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,1500000,475.81226,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,2000000,480.28516,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,2500000,437.58423,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,3000000,398.70715,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,3500000,446.2465,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,4000000,435.81857,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,4500000,513.03296,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-61,5000000,478.23914,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,8
-62,500000,442.57166,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,1000000,2042.282,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,1500000,3500.2754,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,2000000,3923.574,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,2500000,2862.0984,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,3000000,5861.8916,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,3500000,7195.337,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,4000000,7177.3633,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,4500000,8307.344,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-62,5000000,7022.896,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,8
-63,500000,284.73282,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,1000000,445.23767,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,1500000,668.1853,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,2000000,867.9993,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,2500000,1399.5928,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,3000000,4000.8252,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,3500000,4377.088,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,4000000,4282.052,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,4500000,4261.281,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
-63,5000000,4423.05,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,8
+60,500000,358.33038,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,1000000,1155.3899,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,1500000,4319.0117,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,2000000,4545.1143,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,2500000,4464.512,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,3000000,4765.8433,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,3500000,4629.796,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,4000000,4743.168,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,4500000,4812.184,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+60,5000000,4883.2754,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,8
+61,500000,279.35532,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,1000000,441.9441,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,1500000,475.81226,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,2000000,480.28516,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,2500000,437.58423,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,3000000,398.70715,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,3500000,446.2465,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,4000000,435.81857,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,4500000,513.03296,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+61,5000000,478.23914,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,8
+62,500000,442.57166,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,1000000,2042.282,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,1500000,3500.2754,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,2000000,3923.574,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,2500000,2862.0984,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,3000000,5861.8916,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,3500000,7195.337,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,4000000,7177.3633,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,4500000,8307.344,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+62,5000000,7022.896,512,False,220480,0.00107533,11522,1.86025571,False,,,,,8
+63,500000,284.73282,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,1000000,445.23767,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,1500000,668.1853,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,2000000,867.9993,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,2500000,1399.5928,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,3000000,4000.8252,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,3500000,4377.088,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,4000000,4282.052,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,4500000,4261.281,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
+63,5000000,4423.05,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,8
 64,500000,235.71071,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,1000000,77.28956,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,1500000,255.06879,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
@@ -13449,26 +13449,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,356.81744,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,4500000,391.64264,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,5000000,485.3734,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
-65,500000,282.24304,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,1000000,609.8307,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,1500000,1526.885,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,2000000,3741.8652,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,2500000,2786.4924,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,3000000,5218.7056,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,3500000,5318.939,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,4000000,5336.664,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,4500000,5087.295,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,5000000,5454.511,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-66,500000,2193.0767,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,1000000,3572.7666,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,1500000,4680.334,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,2000000,4275.8105,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,2500000,2662.7612,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,3000000,3697.3677,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,3500000,4775.7188,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,4000000,4473.3594,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,4500000,4740.7734,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
-66,5000000,4493.5093,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,8
+65,500000,282.24304,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,1000000,609.8307,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,1500000,1526.885,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,2000000,3741.8652,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,2500000,2786.4924,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,3000000,5218.7056,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,3500000,5318.939,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,4000000,5336.664,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,4500000,5087.295,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+65,5000000,5454.511,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,8
+66,500000,2193.0767,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,1000000,3572.7666,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,1500000,4680.334,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,2000000,4275.8105,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,2500000,2662.7612,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,3000000,3697.3677,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,3500000,4775.7188,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,4000000,4473.3594,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,4500000,4740.7734,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,5000000,4493.5093,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
 67,500000,230.14969,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,1000000,280.1579,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,1500000,237.28818,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
@@ -13479,26 +13479,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,931.84454,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,4500000,4492.4785,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,5000000,4672.673,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
-68,500000,1479.4913,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,1000000,2306.499,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,1500000,3640.604,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,2000000,3198.4668,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,2500000,3381.4429,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,3000000,4958.9844,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,3500000,3314.2944,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,4000000,2169.605,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,4500000,5104.6855,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,5000000,426.8412,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-69,500000,519.4051,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,1000000,1509.8008,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,1500000,5002.29,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,2000000,4337.413,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,2500000,4784.04,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,3000000,5803.704,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,3500000,6192.248,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,4000000,4961.8354,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,4500000,5632.2944,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,5000000,5260.226,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
+68,500000,1479.4913,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,1000000,2306.499,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,1500000,3640.604,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,2000000,3198.4668,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,2500000,3381.4429,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,3000000,4958.9844,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,3500000,3314.2944,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,4000000,2169.605,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,4500000,5104.6855,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,5000000,426.8412,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+69,500000,519.4051,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,1000000,1509.8008,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,1500000,5002.29,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,2000000,4337.413,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,2500000,4784.04,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,3000000,5803.704,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,3500000,6192.248,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,4000000,4961.8354,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,4500000,5632.2944,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,5000000,5260.226,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
 70,500000,550.2418,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,1000000,562.4817,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,1500000,1428.4238,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
@@ -13509,16 +13509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4632.3525,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,4500000,4422.5234,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,5000000,4309.492,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
-71,500000,277.71887,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,1000000,483.11984,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,1500000,412.63275,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,2000000,503.81775,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,2500000,382.70847,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,3000000,473.75635,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,3500000,890.49963,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,4000000,1529.9349,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,4500000,3669.0938,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,5000000,4672.043,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
+71,500000,277.71887,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,1000000,483.11984,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,1500000,412.63275,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,2000000,503.81775,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,2500000,382.70847,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,3000000,473.75635,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,3500000,890.49963,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,4000000,1529.9349,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,4500000,3669.0938,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,5000000,4672.043,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
 72,500000,208.72069,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,1000000,209.23647,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,1500000,208.79218,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
@@ -13529,16 +13529,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,209.63599,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,4500000,209.41736,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,5000000,209.39224,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
-73,500000,207.93495,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,1000000,207.41083,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,1500000,208.0582,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,2000000,207.8722,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,2500000,207.83698,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,3000000,208.17557,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,3500000,208.4495,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,4000000,208.13104,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,4500000,208.36139,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,5000000,208.10037,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
+73,500000,207.93495,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,1000000,207.41083,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,1500000,208.0582,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,2000000,207.8722,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,2500000,207.83698,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,3000000,208.17557,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,3500000,208.4495,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,4000000,208.13104,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,4500000,208.36139,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,5000000,208.10037,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
 74,500000,2581.8467,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,8
 74,1000000,4549.465,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,8
 74,1500000,4419.54,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,8
@@ -13569,56 +13569,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,144.89296,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,8
 76,4500000,1352.2644,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,8
 76,5000000,719.7412,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,8
-77,500000,248.92801,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,1000000,247.97827,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,1500000,246.44269,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,2000000,247.51254,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,2500000,246.5578,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,3000000,249.20653,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,3500000,246.43573,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,4000000,251.72784,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,4500000,250.4382,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,5000000,248.42438,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-78,500000,217.98352,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,1000000,217.615,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,1500000,216.83812,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,2000000,216.54153,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,2500000,217.01547,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,3000000,218.04321,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,3500000,217.02975,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,4000000,216.77489,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,4500000,216.73793,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,5000000,216.39917,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-79,500000,2927.3547,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,1000000,4298.5576,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,1500000,4637.5605,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,2000000,4006.4243,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,2500000,4336.8525,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,3000000,4370.9385,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,3500000,1160.6642,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,4000000,4762.5215,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,4500000,4689.301,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-79,5000000,4747.264,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,8
-80,500000,400.0706,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,1000000,390.1675,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,1500000,370.74976,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,2000000,825.59174,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,2500000,4644.0933,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,3000000,4165.381,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,3500000,4065.3525,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,4000000,3396.8914,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,4500000,2328.6943,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-80,5000000,3913.5347,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,8
-81,500000,554.0459,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,1000000,4237.9863,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,1500000,5944.798,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,2000000,3059.292,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,2500000,6012.0596,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,3000000,5459.3506,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,3500000,3061.147,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,4000000,4653.867,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,4500000,4991.9883,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
-81,5000000,5099.1504,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,8
+77,500000,248.92801,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,1000000,247.97827,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,1500000,246.44269,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,2000000,247.51254,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,2500000,246.5578,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,3000000,249.20653,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,3500000,246.43573,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,4000000,251.72784,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,4500000,250.4382,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+77,5000000,248.42438,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,8
+78,500000,217.98352,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,1000000,217.615,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,1500000,216.83812,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,2000000,216.54153,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,2500000,217.01547,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,3000000,218.04321,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,3500000,217.02975,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,4000000,216.77489,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,4500000,216.73793,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+78,5000000,216.39917,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,8
+79,500000,2927.3547,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,1000000,4298.5576,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,1500000,4637.5605,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,2000000,4006.4243,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,2500000,4336.8525,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,3000000,4370.9385,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,3500000,1160.6642,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,4000000,4762.5215,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,4500000,4689.301,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+79,5000000,4747.264,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,8
+80,500000,400.0706,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,1000000,390.1675,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,1500000,370.74976,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,2000000,825.59174,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,2500000,4644.0933,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,3000000,4165.381,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,3500000,4065.3525,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,4000000,3396.8914,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,4500000,2328.6943,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+80,5000000,3913.5347,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,8
+81,500000,554.0459,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,1000000,4237.9863,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,1500000,5944.798,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,2000000,3059.292,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,2500000,6012.0596,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,3000000,5459.3506,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,3500000,3061.147,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,4000000,4653.867,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,4500000,4991.9883,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
+81,5000000,5099.1504,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
 82,500000,220.1442,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,1000000,219.802,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,1500000,219.12854,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
@@ -13629,26 +13629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,218.42386,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,4500000,217.9334,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,5000000,218.06267,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
-83,500000,469.75262,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,1000000,516.88324,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,1500000,2942.144,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,2000000,2743.2034,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,2500000,4142.534,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,3000000,4455.4526,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,3500000,4457.509,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,4000000,4501.7686,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,4500000,4347.115,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,5000000,4395.977,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-84,500000,268.72235,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,1000000,344.7042,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,1500000,369.78162,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,2000000,322.5854,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,2500000,424.0019,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,3000000,432.41248,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,3500000,422.36996,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,4000000,358.5218,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,4500000,664.3169,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
-84,5000000,844.625,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,8
+83,500000,469.75262,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,1000000,516.88324,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,1500000,2942.144,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,2000000,2743.2034,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,2500000,4142.534,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,3000000,4455.4526,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,3500000,4457.509,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,4000000,4501.7686,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,4500000,4347.115,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+83,5000000,4395.977,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,8
+84,500000,268.72235,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,1000000,344.7042,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,1500000,369.78162,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,2000000,322.5854,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,2500000,424.0019,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,3000000,432.41248,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,3500000,422.36996,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,4000000,358.5218,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,4500000,664.3169,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
+84,5000000,844.625,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
 85,500000,637.771,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,8
 85,1000000,3895.7231,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,8
 85,1500000,4073.4897,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,8
@@ -13669,46 +13669,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,474.23834,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,8
 86,4500000,423.26843,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,8
 86,5000000,455.67032,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,8
-87,500000,396.89206,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,1000000,637.19147,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,1500000,2122.3098,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,2000000,4704.8965,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,2500000,4621.032,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,3000000,4525.058,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,3500000,4653.9663,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,4000000,4529.5693,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,4500000,4507.9336,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,5000000,4566.419,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-88,500000,334.57214,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,1000000,257.7691,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,1500000,328.4627,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,2000000,537.054,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,2500000,459.27542,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,3000000,521.4724,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,3500000,703.8341,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,4000000,925.6094,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,4500000,1096.4655,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-88,5000000,2144.0469,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,8
-89,500000,3215.632,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,1000000,3732.1772,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,1500000,4615.2383,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,2000000,4822.062,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,2500000,2407.301,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,3000000,105.31969,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,3500000,259.73907,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,4000000,316.8322,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,4500000,180.8888,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-89,5000000,196.82596,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,8
-90,500000,277.0365,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,1000000,442.61926,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,1500000,455.41248,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,2000000,533.57544,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,2500000,623.0635,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,3000000,628.74524,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,3500000,684.54095,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,4000000,702.23285,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,4500000,674.60645,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
-90,5000000,485.22308,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,8
+87,500000,396.89206,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,1000000,637.19147,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,1500000,2122.3098,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,2000000,4704.8965,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,2500000,4621.032,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,3000000,4525.058,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,3500000,4653.9663,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,4000000,4529.5693,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,4500000,4507.9336,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+87,5000000,4566.419,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,8
+88,500000,334.57214,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,1000000,257.7691,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,1500000,328.4627,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,2000000,537.054,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,2500000,459.27542,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,3000000,521.4724,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,3500000,703.8341,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,4000000,925.6094,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,4500000,1096.4655,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+88,5000000,2144.0469,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,8
+89,500000,3215.632,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,1000000,3732.1772,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,1500000,4615.2383,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,2000000,4822.062,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,2500000,2407.301,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,3000000,105.31969,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,3500000,259.73907,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,4000000,316.8322,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,4500000,180.8888,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+89,5000000,196.82596,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,8
+90,500000,277.0365,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,1000000,442.61926,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,1500000,455.41248,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,2000000,533.57544,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,2500000,623.0635,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,3000000,628.74524,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,3500000,684.54095,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,4000000,702.23285,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,4500000,674.60645,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
+90,5000000,485.22308,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,8
 91,500000,229.03268,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,1000000,278.57892,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,1500000,247.15323,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
@@ -13719,26 +13719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,477.33417,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,4500000,496.387,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,5000000,468.02686,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
-92,500000,480.02496,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,1000000,1599.7966,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,1500000,2987.118,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,2000000,3799.5708,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,2500000,3585.6519,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,3000000,3818.3748,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,3500000,3740.3828,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,4000000,3901.4731,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,4500000,4414.6,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-92,5000000,2913.4917,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,8
-93,500000,1834.9221,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,1000000,4608.29,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,1500000,4862.418,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,2000000,4820.123,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,2500000,4612.7236,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,3000000,4475.896,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,3500000,4689.008,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,4000000,4708.3877,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,4500000,2855.126,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
-93,5000000,4818.629,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,8
+92,500000,480.02496,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,1000000,1599.7966,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,1500000,2987.118,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,2000000,3799.5708,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,2500000,3585.6519,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,3000000,3818.3748,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,3500000,3740.3828,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,4000000,3901.4731,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,4500000,4414.6,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+92,5000000,2913.4917,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,8
+93,500000,1834.9221,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,1000000,4608.29,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,1500000,4862.418,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,2000000,4820.123,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,2500000,4612.7236,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,3000000,4475.896,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,3500000,4689.008,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,4000000,4708.3877,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,4500000,2855.126,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
+93,5000000,4818.629,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,8
 94,500000,478.11554,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,1000000,1892.8466,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,1500000,4179.2363,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
@@ -13749,76 +13749,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,3828.2383,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,4500000,4437.677,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,5000000,4480.349,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
-95,500000,1402.05,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,1000000,3808.3289,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,1500000,4254.237,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,2000000,4685.306,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,2500000,4730.5244,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,3000000,4712.911,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,3500000,3590.856,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,4000000,4595.919,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,4500000,4621.929,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-95,5000000,4512.98,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,8
-96,500000,2019.4574,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,1000000,4611.5815,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,1500000,4962.653,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,2000000,4281.9717,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,2500000,4738.4414,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,3000000,5077.737,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,3500000,2761.0513,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,4000000,4360.38,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,4500000,5310.6885,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-96,5000000,3994.3591,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,8
-97,500000,301.28522,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,1000000,306.2318,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,1500000,342.67587,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,2000000,234.06497,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,2500000,276.57654,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,3000000,383.0039,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,3500000,391.5402,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,4000000,375.27634,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,4500000,495.3508,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-97,5000000,441.85562,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,8
-98,500000,646.08594,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,1000000,4609.264,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,1500000,5814.2266,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,2000000,3013.201,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,2500000,5430.9766,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,3000000,3100.8545,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,3500000,5909.3076,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,4000000,5559.0156,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,4500000,6403.8906,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-98,5000000,6827.4033,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,8
-99,500000,709.3268,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,1000000,1643.1871,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,1500000,3029.5918,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,2000000,2719.2546,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,2500000,3378.6387,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,3000000,3755.454,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,3500000,387.19324,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,4000000,850.3583,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,4500000,2845.334,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-99,5000000,2844.3345,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,8
-100,500000,197.00427,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,1000000,264.23633,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,1500000,329.05737,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,2000000,441.2943,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,2500000,475.65222,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,3000000,470.02914,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,3500000,444.0138,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,4000000,480.33044,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,4500000,495.64984,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-100,5000000,512.1639,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,8
-101,500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,1000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,1500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,2000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,2500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,3000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,3500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,4000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,4500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
-101,5000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+95,500000,1402.05,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,1000000,3808.3289,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,1500000,4254.237,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,2000000,4685.306,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,2500000,4730.5244,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,3000000,4712.911,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,3500000,3590.856,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,4000000,4595.919,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,4500000,4621.929,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+95,5000000,4512.98,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,8
+96,500000,2019.4574,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,1000000,4611.5815,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,1500000,4962.653,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,2000000,4281.9717,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,2500000,4738.4414,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,3000000,5077.737,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,3500000,2761.0513,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,4000000,4360.38,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,4500000,5310.6885,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+96,5000000,3994.3591,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,8
+97,500000,301.28522,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,1000000,306.2318,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,1500000,342.67587,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,2000000,234.06497,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,2500000,276.57654,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,3000000,383.0039,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,3500000,391.5402,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,4000000,375.27634,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,4500000,495.3508,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+97,5000000,441.85562,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,8
+98,500000,646.08594,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,1000000,4609.264,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,1500000,5814.2266,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,2000000,3013.201,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,2500000,5430.9766,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,3000000,3100.8545,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,3500000,5909.3076,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,4000000,5559.0156,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,4500000,6403.8906,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+98,5000000,6827.4033,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,8
+99,500000,709.3268,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,1000000,1643.1871,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,1500000,3029.5918,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,2000000,2719.2546,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,2500000,3378.6387,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,3000000,3755.454,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,3500000,387.19324,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,4000000,850.3583,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,4500000,2845.334,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+99,5000000,2844.3345,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,8
+100,500000,197.00427,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,1000000,264.23633,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,1500000,329.05737,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,2000000,441.2943,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,2500000,475.65222,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,3000000,470.02914,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,3500000,444.0138,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,4000000,480.33044,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,4500000,495.64984,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+100,5000000,512.1639,512,False,532563,0.01382716,16141,3.6880202,False,,,,,8
+101,500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,1000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,1500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,2000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,2500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,3000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,3500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,4000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,4500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
+101,5000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
 102,500000,209.06447,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
 102,1000000,209.36752,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
 102,1500000,209.17755,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
@@ -13829,16 +13829,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,208.90416,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
 102,4500000,209.44261,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
 102,5000000,209.63565,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
-103,500000,222.23438,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,1000000,220.77335,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,1500000,221.04248,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,2000000,219.60196,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,2500000,220.52866,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,3000000,220.43,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,3500000,218.9786,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,4000000,219.97668,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,4500000,219.71414,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
-103,5000000,219.65161,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,8
+103,500000,222.23438,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,1000000,220.77335,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,1500000,221.04248,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,2000000,219.60196,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,2500000,220.52866,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,3000000,220.43,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,3500000,218.9786,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,4000000,219.97668,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,4500000,219.71414,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
+103,5000000,219.65161,512,False,562455,0.05484151,11937,0.45635448,False,,,,,8
 104,500000,1362.8776,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,8
 104,1000000,4439.069,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,8
 104,1500000,4664.974,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,8
@@ -13869,26 +13869,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,207.51923,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,8
 106,4500000,207.68181,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,8
 106,5000000,208.05898,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,8
-107,500000,2539.2217,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,1000000,433.28516,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,1500000,473.78653,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,2000000,3567.3606,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,2500000,4511.617,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,3000000,201.55698,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,3500000,125.17965,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,4000000,72.45961,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,4500000,74.13194,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-107,5000000,50.740623,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,8
-108,500000,210.41034,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,1000000,210.04126,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,1500000,210.25677,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,2000000,210.12549,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,2500000,210.61476,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,3000000,210.60526,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,3500000,209.99548,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,4000000,210.32788,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,4500000,209.82242,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
-108,5000000,210.31183,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,8
+107,500000,2539.2217,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,1000000,433.28516,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,1500000,473.78653,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,2000000,3567.3606,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,2500000,4511.617,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,3000000,201.55698,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,3500000,125.17965,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,4000000,72.45961,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,4500000,74.13194,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+107,5000000,50.740623,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,8
+108,500000,210.41034,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,1000000,210.04126,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,1500000,210.25677,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,2000000,210.12549,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,2500000,210.61476,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,3000000,210.60526,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,3500000,209.99548,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,4000000,210.32788,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,4500000,209.82242,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,5000000,210.31183,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
 109,500000,137.30855,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,1000000,133.09941,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,1500000,131.04724,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
@@ -13899,26 +13899,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,127.920074,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,4500000,126.93235,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,5000000,126.77821,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
-110,500000,329.50897,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,1000000,243.9377,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,1500000,333.22723,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,2000000,304.34204,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,2500000,481.333,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,3000000,379.01224,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,3500000,429.0069,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,4000000,420.19232,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,4500000,513.1328,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,5000000,547.7373,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-111,500000,209.79074,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,1000000,209.88354,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,1500000,209.99178,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,2000000,210.19574,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,2500000,210.02473,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,3000000,210.03946,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,3500000,210.01242,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,4000000,210.08092,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,4500000,210.21735,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,5000000,209.702,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
+110,500000,329.50897,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,1000000,243.9377,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,1500000,333.22723,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,2000000,304.34204,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,2500000,481.333,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,3000000,379.01224,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,3500000,429.0069,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,4000000,420.19232,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,4500000,513.1328,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,5000000,547.7373,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+111,500000,209.79074,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,1000000,209.88354,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,1500000,209.99178,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,2000000,210.19574,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,2500000,210.02473,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,3000000,210.03946,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,3500000,210.01242,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,4000000,210.08092,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,4500000,210.21735,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,5000000,209.702,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
 112,500000,744.34424,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,1000000,3594.3054,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,1500000,1075.5502,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
@@ -13929,16 +13929,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,1570.5354,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,4500000,2608.6409,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,5000000,3416.6802,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
-113,500000,3078.9004,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,1000000,4677.0083,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,1500000,4747.7207,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,2000000,1753.9928,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,2500000,3684.5625,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,3000000,4643.235,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,3500000,4246.799,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,4000000,4657.5034,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,4500000,3855.9233,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,5000000,4546.4277,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
+113,500000,3078.9004,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,1000000,4677.0083,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,1500000,4747.7207,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,2000000,1753.9928,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,2500000,3684.5625,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,3000000,4643.235,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,3500000,4246.799,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,4000000,4657.5034,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,4500000,3855.9233,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,5000000,4546.4277,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
 114,500000,403.57712,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,1000000,1057.8416,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,1500000,4200.4106,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
@@ -13949,16 +13949,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,362.19983,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,4500000,66.57096,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,5000000,51.16191,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
-115,500000,152.45532,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,1000000,279.71307,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,1500000,177.34372,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,2000000,94.34911,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,2500000,183.58301,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,3000000,259.10098,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,3500000,210.67645,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,4000000,209.50357,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,4500000,154.27509,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,5000000,214.61574,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
+115,500000,152.45532,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,1000000,279.71307,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,1500000,177.34372,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,2000000,94.34911,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,2500000,183.58301,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,3000000,259.10098,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,3500000,210.67645,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,4000000,209.50357,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,4500000,154.27509,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,5000000,214.61574,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
 116,500000,1845.3574,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,8
 116,1000000,3724.491,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,8
 116,1500000,2242.6436,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,8
@@ -13979,76 +13979,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4330.141,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,8
 117,4500000,4307.4043,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,8
 117,5000000,4317.697,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,8
-118,500000,222.76395,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,1000000,403.00488,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,1500000,416.50342,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,2000000,630.9172,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,2500000,539.7908,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,3000000,1120.066,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,3500000,1230.1952,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,4000000,1498.241,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,4500000,2087.6313,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-118,5000000,3484.5876,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
-119,500000,496.54388,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,1000000,3838.9207,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,1500000,4730.701,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,2000000,3357.6265,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,2500000,2990.0012,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,3000000,4265.0757,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,3500000,7267.966,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,4000000,5912.416,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,4500000,6552.455,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-119,5000000,7978.5244,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,8
-120,500000,360.74942,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,1000000,978.2095,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,1500000,3486.9434,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,2000000,2746.725,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,2500000,3782.6245,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,3000000,3456.7837,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,3500000,5759.092,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,4000000,5039.1973,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,4500000,5349.2114,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-120,5000000,2508.517,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,8
-121,500000,721.4607,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,1000000,6672.874,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,1500000,4307.871,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,2000000,5948.7783,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,2500000,5395.404,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,3000000,7103.996,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,3500000,287.2898,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,4000000,5228.978,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,4500000,2458.329,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-121,5000000,4596.213,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,8
-122,500000,313.46414,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,1000000,410.51184,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,1500000,436.5263,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,2000000,464.2192,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,2500000,480.54596,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,3000000,474.77753,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,3500000,503.06207,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,4000000,494.0689,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,4500000,506.71713,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-122,5000000,529.24634,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,8
-123,500000,327.84277,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,1000000,353.701,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,1500000,499.68237,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,2000000,473.35205,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,2500000,521.3779,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,3000000,798.98694,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,3500000,1077.6265,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,4000000,2027.0891,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,4500000,2812.5718,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-123,5000000,3274.0955,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,8
-124,500000,382.9571,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,1000000,505.69,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,1500000,916.35065,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,2000000,1855.784,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,2500000,4358.798,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,3000000,4651.158,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,3500000,5126.0703,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,4000000,4954.6587,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,4500000,5208.24,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
-124,5000000,5258.7627,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,8
+118,500000,222.76395,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,1000000,403.00488,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,1500000,416.50342,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,2000000,630.9172,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,2500000,539.7908,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,3000000,1120.066,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,3500000,1230.1952,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,4000000,1498.241,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,4500000,2087.6313,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+118,5000000,3484.5876,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,8
+119,500000,496.54388,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,1000000,3838.9207,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,1500000,4730.701,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,2000000,3357.6265,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,2500000,2990.0012,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,3000000,4265.0757,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,3500000,7267.966,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,4000000,5912.416,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,4500000,6552.455,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+119,5000000,7978.5244,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,8
+120,500000,360.74942,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,1000000,978.2095,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,1500000,3486.9434,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,2000000,2746.725,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,2500000,3782.6245,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,3000000,3456.7837,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,3500000,5759.092,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,4000000,5039.1973,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,4500000,5349.2114,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+120,5000000,2508.517,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,8
+121,500000,721.4607,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,1000000,6672.874,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,1500000,4307.871,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,2000000,5948.7783,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,2500000,5395.404,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,3000000,7103.996,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,3500000,287.2898,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,4000000,5228.978,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,4500000,2458.329,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+121,5000000,4596.213,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,8
+122,500000,313.46414,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,1000000,410.51184,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,1500000,436.5263,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,2000000,464.2192,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,2500000,480.54596,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,3000000,474.77753,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,3500000,503.06207,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,4000000,494.0689,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,4500000,506.71713,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+122,5000000,529.24634,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,8
+123,500000,327.84277,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,1000000,353.701,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,1500000,499.68237,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,2000000,473.35205,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,2500000,521.3779,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,3000000,798.98694,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,3500000,1077.6265,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,4000000,2027.0891,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,4500000,2812.5718,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+123,5000000,3274.0955,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,8
+124,500000,382.9571,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,1000000,505.69,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,1500000,916.35065,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,2000000,1855.784,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,2500000,4358.798,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,3000000,4651.158,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,3500000,5126.0703,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,4000000,4954.6587,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,4500000,5208.24,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
+124,5000000,5258.7627,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,8
 125,500000,374.1604,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,8
 125,1000000,497.38303,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,8
 125,1500000,637.24304,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,8
@@ -14069,26 +14069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,369.32095,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,8
 126,4500000,379.8854,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,8
 126,5000000,457.80426,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,8
-127,500000,525.82104,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,1000000,3778.6692,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,1500000,4476.908,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,2000000,4549.9517,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,2500000,4780.116,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,3000000,4644.0396,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,3500000,4833.875,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,4000000,4829.3354,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,4500000,4848.9233,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-127,5000000,4590.6816,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,8
-128,500000,1232.568,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,1000000,607.452,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,1500000,3505.2334,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,2000000,1383.5781,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,2500000,407.10724,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,3000000,4569.6035,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,3500000,358.18652,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,4000000,4020.191,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,4500000,5031.0938,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
-128,5000000,593.3225,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,8
+127,500000,525.82104,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,1000000,3778.6692,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,1500000,4476.908,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,2000000,4549.9517,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,2500000,4780.116,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,3000000,4644.0396,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,3500000,4833.875,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,4000000,4829.3354,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,4500000,4848.9233,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+127,5000000,4590.6816,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,8
+128,500000,1232.568,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,1000000,607.452,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,1500000,3505.2334,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,2000000,1383.5781,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,2500000,407.10724,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,3000000,4569.6035,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,3500000,358.18652,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,4000000,4020.191,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,4500000,5031.0938,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
+128,5000000,593.3225,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,8
 129,500000,360.6866,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,8
 129,1000000,499.7724,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,8
 129,1500000,517.0724,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,8
@@ -14103,42 +14103,42 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,1000000,394.45535,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
 130,1500000,412.95837,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
 130,2000000,378.4248,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-130,2500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-130,3000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-130,3500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-130,4000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-130,4500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-130,5000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
-131,500000,238.22906,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,1000000,427.166,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,1500000,490.81644,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,2000000,629.9752,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,2500000,848.98615,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,3000000,1579.7494,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,3500000,2915.6255,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,4000000,3398.9038,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,4500000,4394.1255,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-131,5000000,4663.379,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,8
-132,500000,487.2433,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,1000000,1993.1943,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,1500000,1930.2946,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,2000000,2228.9302,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,2500000,1252.8958,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,3000000,403.67932,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,3500000,2310.3179,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,4000000,534.7463,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,4500000,1867.1265,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-132,5000000,2871.145,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,8
-133,500000,423.1688,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,1000000,915.18677,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,1500000,4634.797,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,2000000,5464.13,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,2500000,5576.6235,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,3000000,5632.322,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,3500000,5693.8213,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,4000000,5901.7104,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,4500000,5865.072,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
-133,5000000,5880.3604,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,8
+130,2500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
+130,3000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
+130,3500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
+130,4000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
+130,4500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
+130,5000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
+131,500000,238.22906,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,1000000,427.166,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,1500000,490.81644,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,2000000,629.9752,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,2500000,848.98615,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,3000000,1579.7494,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,3500000,2915.6255,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,4000000,3398.9038,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,4500000,4394.1255,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+131,5000000,4663.379,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,8
+132,500000,487.2433,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,1000000,1993.1943,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,1500000,1930.2946,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,2000000,2228.9302,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,2500000,1252.8958,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,3000000,403.67932,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,3500000,2310.3179,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,4000000,534.7463,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,4500000,1867.1265,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+132,5000000,2871.145,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,8
+133,500000,423.1688,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,1000000,915.18677,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,1500000,4634.797,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,2000000,5464.13,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,2500000,5576.6235,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,3000000,5632.322,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,3500000,5693.8213,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,4000000,5901.7104,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,4500000,5865.072,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
+133,5000000,5880.3604,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,8
 134,500000,243.93617,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,1000000,399.27457,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,1500000,440.74246,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
@@ -14149,16 +14149,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,564.3185,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,4500000,212.95947,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,5000000,59.9767,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
-135,500000,469.84888,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,1000000,3532.022,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,1500000,5579.6123,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,2000000,5286.5273,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,2500000,5836.021,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,3000000,5907.59,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,3500000,5305.4766,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,4000000,5384.5312,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,4500000,5431.6787,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
-135,5000000,6160.9297,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,8
+135,500000,469.84888,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,1000000,3532.022,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,1500000,5579.6123,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,2000000,5286.5273,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,2500000,5836.021,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,3000000,5907.59,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,3500000,5305.4766,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,4000000,5384.5312,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,4500000,5431.6787,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
+135,5000000,6160.9297,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,8
 136,500000,434.8222,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,1000000,475.09796,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,1500000,471.34286,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
@@ -14169,86 +14169,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,184.9904,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,4500000,299.8074,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,5000000,239.31691,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
-137,500000,250.44127,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,1000000,368.29004,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,1500000,398.31543,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,2000000,460.53885,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,2500000,514.8664,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,3000000,365.39468,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,3500000,342.88116,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,4000000,550.87634,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,4500000,772.7618,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-137,5000000,846.6717,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,8
-138,500000,52.831894,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,1000000,419.562,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,1500000,254.99025,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,2000000,248.89447,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,2500000,65.922,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,3000000,232.78183,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,3500000,267.64926,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,4000000,229.34259,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,4500000,270.68604,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-138,5000000,308.94495,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,8
-139,500000,192.617,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,1000000,193.0412,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,1500000,229.28816,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,2000000,280.24884,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,2500000,280.46762,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,3000000,282.91077,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,3500000,282.6067,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,4000000,280.1005,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,4500000,222.90045,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-139,5000000,223.93109,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,8
-140,500000,388.61557,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,1000000,490.02924,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,1500000,1507.4015,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,2000000,4515.188,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,2500000,4807.0225,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,3000000,4643.29,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,3500000,4523.9253,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,4000000,4376.1436,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,4500000,4271.2876,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-140,5000000,4222.0757,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,8
-141,500000,450.19998,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,1000000,359.23642,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,1500000,407.29144,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,2000000,657.80994,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,2500000,1590.9208,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,3000000,5225.041,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,3500000,5196.621,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,4000000,5220.1807,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,4500000,5145.5317,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-141,5000000,5125.0547,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,8
-142,500000,592.61633,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,1000000,3527.3225,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,1500000,4104.7573,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,2000000,4616.5605,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,2500000,3189.351,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,3000000,4526.523,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,3500000,4553.039,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,4000000,4583.412,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,4500000,4148.166,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-142,5000000,4420.2144,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,8
-143,500000,346.34238,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,1000000,726.30115,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,1500000,3207.4502,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,2000000,2057.3254,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,2500000,4737.7974,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,3000000,4250.907,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,3500000,3807.4092,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,4000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,4500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-143,5000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,8
-144,500000,242.92268,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,1000000,511.31342,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,1500000,403.6792,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,2000000,318.32895,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,2500000,468.24347,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,3000000,381.53305,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,3500000,419.1657,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,4000000,872.7281,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,4500000,931.47235,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
-144,5000000,1527.0024,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,8
+137,500000,250.44127,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,1000000,368.29004,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,1500000,398.31543,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,2000000,460.53885,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,2500000,514.8664,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,3000000,365.39468,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,3500000,342.88116,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,4000000,550.87634,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,4500000,772.7618,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+137,5000000,846.6717,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,8
+138,500000,52.831894,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,1000000,419.562,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,1500000,254.99025,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,2000000,248.89447,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,2500000,65.922,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,3000000,232.78183,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,3500000,267.64926,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,4000000,229.34259,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,4500000,270.68604,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+138,5000000,308.94495,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,8
+139,500000,192.617,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,1000000,193.0412,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,1500000,229.28816,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,2000000,280.24884,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,2500000,280.46762,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,3000000,282.91077,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,3500000,282.6067,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,4000000,280.1005,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,4500000,222.90045,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+139,5000000,223.93109,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,8
+140,500000,388.61557,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,1000000,490.02924,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,1500000,1507.4015,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,2000000,4515.188,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,2500000,4807.0225,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,3000000,4643.29,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,3500000,4523.9253,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,4000000,4376.1436,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,4500000,4271.2876,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+140,5000000,4222.0757,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,8
+141,500000,450.19998,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,1000000,359.23642,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,1500000,407.29144,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,2000000,657.80994,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,2500000,1590.9208,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,3000000,5225.041,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,3500000,5196.621,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,4000000,5220.1807,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,4500000,5145.5317,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+141,5000000,5125.0547,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,8
+142,500000,592.61633,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,1000000,3527.3225,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,1500000,4104.7573,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,2000000,4616.5605,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,2500000,3189.351,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,3000000,4526.523,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,3500000,4553.039,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,4000000,4583.412,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,4500000,4148.166,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+142,5000000,4420.2144,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,8
+143,500000,346.34238,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,1000000,726.30115,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,1500000,3207.4502,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,2000000,2057.3254,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,2500000,4737.7974,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,3000000,4250.907,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,3500000,3807.4092,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,4000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,4500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+143,5000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,8
+144,500000,242.92268,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,1000000,511.31342,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,1500000,403.6792,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,2000000,318.32895,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,2500000,468.24347,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,3000000,381.53305,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,3500000,419.1657,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,4000000,872.7281,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,4500000,931.47235,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
+144,5000000,1527.0024,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,8
 145,500000,210.19324,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,8
 145,1000000,210.00587,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,8
 145,1500000,209.8776,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,8
@@ -14269,56 +14269,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,70.00943,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,8
 146,4500000,70.31561,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,8
 146,5000000,70.149124,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,8
-147,500000,401.16443,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,1000000,412.1924,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,1500000,629.06006,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,2000000,1427.3699,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,2500000,3464.0977,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,3000000,4330.5986,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,3500000,4535.2676,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,4000000,4610.967,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,4500000,4751.4653,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-147,5000000,4814.3335,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,8
-148,500000,103.40983,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,1000000,73.606895,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,1500000,74.16139,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,2000000,74.19813,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,2500000,68.72305,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,3000000,69.176384,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,3500000,68.905,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,4000000,69.27993,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,4500000,69.41264,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-148,5000000,69.54237,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,8
-149,500000,352.8823,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,1000000,415.36383,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,1500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,2000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,2500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,3000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,3500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,4000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,4500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-149,5000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,8
-150,500000,478.85938,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,1000000,4189.725,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,1500000,3350.4543,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,2000000,4301.2,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,2500000,4409.5186,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,3000000,5456.045,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,3500000,7019.4146,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,4000000,5657.2373,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,4500000,4508.2207,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-150,5000000,1711.9626,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,8
-151,500000,614.72437,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,1000000,4498.645,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,1500000,5758.9272,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,2000000,2310.171,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,2500000,5562.629,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,3000000,5884.6694,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,3500000,5024.744,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,4000000,5137.9893,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,4500000,4742.6567,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
-151,5000000,6677.4863,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,8
+147,500000,401.16443,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,1000000,412.1924,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,1500000,629.06006,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,2000000,1427.3699,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,2500000,3464.0977,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,3000000,4330.5986,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,3500000,4535.2676,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,4000000,4610.967,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,4500000,4751.4653,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+147,5000000,4814.3335,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,8
+148,500000,103.40983,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,1000000,73.606895,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,1500000,74.16139,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,2000000,74.19813,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,2500000,68.72305,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,3000000,69.176384,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,3500000,68.905,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,4000000,69.27993,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,4500000,69.41264,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+148,5000000,69.54237,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,8
+149,500000,352.8823,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,1000000,415.36383,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,1500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,2000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,2500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,3000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,3500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,4000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,4500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+149,5000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,8
+150,500000,478.85938,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,1000000,4189.725,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,1500000,3350.4543,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,2000000,4301.2,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,2500000,4409.5186,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,3000000,5456.045,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,3500000,7019.4146,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,4000000,5657.2373,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,4500000,4508.2207,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+150,5000000,1711.9626,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,8
+151,500000,614.72437,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,1000000,4498.645,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,1500000,5758.9272,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,2000000,2310.171,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,2500000,5562.629,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,3000000,5884.6694,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,3500000,5024.744,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,4000000,5137.9893,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,4500000,4742.6567,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
+151,5000000,6677.4863,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,8
 152,500000,355.3158,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,1000000,240.41614,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,1500000,243.2627,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
@@ -14329,26 +14329,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,229.91965,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,4500000,230.20319,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,5000000,232.16429,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
-153,500000,197.31332,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,1000000,474.12497,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,1500000,482.75192,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,2000000,848.30566,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,2500000,1525.7534,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,3000000,2415.3088,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,3500000,2740.0364,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,4000000,2329.3315,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,4500000,2574.6035,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-153,5000000,3021.9448,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,8
-154,500000,672.1123,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,1000000,1857.4207,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,1500000,2728.003,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,2000000,2887.6414,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,2500000,5208.6084,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,3000000,6464.5854,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,3500000,5651.0327,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,4000000,2056.6013,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,4500000,3810.8164,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
-154,5000000,5248.753,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,8
+153,500000,197.31332,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,1000000,474.12497,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,1500000,482.75192,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,2000000,848.30566,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,2500000,1525.7534,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,3000000,2415.3088,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,3500000,2740.0364,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,4000000,2329.3315,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,4500000,2574.6035,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+153,5000000,3021.9448,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,8
+154,500000,672.1123,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,1000000,1857.4207,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,1500000,2728.003,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,2000000,2887.6414,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,2500000,5208.6084,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,3000000,6464.5854,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,3500000,5651.0327,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,4000000,2056.6013,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,4500000,3810.8164,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
+154,5000000,5248.753,512,False,220051,0.00067488,6885,2.8638346,False,,,,,8
 155,500000,432.55255,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,1000000,3981.3787,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,1500000,3075.0889,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
@@ -14359,16 +14359,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4302.564,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,4500000,4561.311,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,5000000,3741.7002,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
-156,500000,395.63275,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,1000000,454.44022,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,1500000,463.17947,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,2000000,487.0133,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,2500000,462.42917,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,3000000,449.4322,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,3500000,439.92932,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,4000000,395.57135,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,4500000,403.39594,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
-156,5000000,419.59406,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,8
+156,500000,395.63275,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,1000000,454.44022,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,1500000,463.17947,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,2000000,487.0133,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,2500000,462.42917,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,3000000,449.4322,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,3500000,439.92932,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,4000000,395.57135,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,4500000,403.39594,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
+156,5000000,419.59406,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,8
 157,500000,283.1063,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,1000000,274.05423,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,1500000,440.71133,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
@@ -14379,36 +14379,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,609.4806,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,4500000,1062.133,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,5000000,4331.1953,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
-158,500000,274.6518,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,1000000,296.89752,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,1500000,289.2992,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,2000000,369.6559,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,2500000,336.7291,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,3000000,354.0235,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,3500000,348.28287,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,4000000,365.72186,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,4500000,384.66937,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-158,5000000,351.48468,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,8
-159,500000,3899.3628,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,1000000,3913.4165,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,1500000,4564.4697,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,2000000,911.93365,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,2500000,1148.5598,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,3000000,4406.557,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,3500000,1177.0139,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,4000000,3721.8442,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,4500000,3558.0696,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-159,5000000,2398.9185,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,8
-160,500000,480.3884,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,1000000,4337.954,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,1500000,3128.0881,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,2000000,3812.8918,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,2500000,5260.2285,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,3000000,4912.5312,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,3500000,279.0838,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,4000000,6947.298,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,4500000,6463.4595,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
-160,5000000,7347.251,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,8
+158,500000,274.6518,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,1000000,296.89752,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,1500000,289.2992,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,2000000,369.6559,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,2500000,336.7291,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,3000000,354.0235,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,3500000,348.28287,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,4000000,365.72186,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,4500000,384.66937,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+158,5000000,351.48468,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,8
+159,500000,3899.3628,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,1000000,3913.4165,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,1500000,4564.4697,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,2000000,911.93365,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,2500000,1148.5598,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,3000000,4406.557,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,3500000,1177.0139,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,4000000,3721.8442,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,4500000,3558.0696,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+159,5000000,2398.9185,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,8
+160,500000,480.3884,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,1000000,4337.954,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,1500000,3128.0881,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,2000000,3812.8918,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,2500000,5260.2285,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,3000000,4912.5312,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,3500000,279.0838,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,4000000,6947.298,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,4500000,6463.4595,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
+160,5000000,7347.251,512,False,331945,0.00213698,1379,8.86720294,False,,,,,8
 161,500000,303.65842,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,1000000,454.70618,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,1500000,533.2179,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
@@ -14419,36 +14419,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4638.598,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,4500000,4113.2207,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,5000000,4493.6714,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
-162,500000,383.5956,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,1000000,709.3816,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,1500000,1574.5294,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,2000000,4087.628,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,2500000,4651.865,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,3000000,4390.489,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,3500000,3650.522,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,4000000,4507.6025,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,4500000,4726.217,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-162,5000000,4778.747,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,8
-163,500000,994.39136,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,1000000,4621.033,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,1500000,4049.275,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,2000000,3680.3208,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,2500000,1835.1621,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,3000000,868.3085,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,3500000,4817.687,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,4000000,1110.6511,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,4500000,3173.6633,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-163,5000000,4350.667,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,8
-164,500000,72.49272,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,1000000,66.13985,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,1500000,177.97998,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,2000000,179.38576,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,2500000,263.6383,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,3000000,243.13608,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,3500000,311.35757,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,4000000,314.41278,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,4500000,311.91702,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
-164,5000000,372.72357,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,8
+162,500000,383.5956,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,1000000,709.3816,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,1500000,1574.5294,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,2000000,4087.628,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,2500000,4651.865,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,3000000,4390.489,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,3500000,3650.522,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,4000000,4507.6025,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,4500000,4726.217,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+162,5000000,4778.747,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,8
+163,500000,994.39136,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,1000000,4621.033,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,1500000,4049.275,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,2000000,3680.3208,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,2500000,1835.1621,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,3000000,868.3085,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,3500000,4817.687,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,4000000,1110.6511,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,4500000,3173.6633,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+163,5000000,4350.667,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,8
+164,500000,72.49272,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,1000000,66.13985,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,1500000,177.97998,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,2000000,179.38576,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,2500000,263.6383,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,3000000,243.13608,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,3500000,311.35757,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,4000000,314.41278,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,4500000,311.91702,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
+164,5000000,372.72357,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,8
 165,500000,653.26935,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,1000000,427.88068,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,1500000,586.2466,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
@@ -14459,86 +14459,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,271.12958,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,4500000,422.47992,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,5000000,1135.6711,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
-166,500000,1145.5061,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,1000000,2110.7507,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,1500000,4434.241,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,2000000,4237.055,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,2500000,4161.3267,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,3000000,4305.6104,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,3500000,4470.2095,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,4000000,2460.6372,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,4500000,5141.6626,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-166,5000000,677.75415,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,8
-167,500000,2795.6602,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,1000000,2736.6677,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,1500000,1589.5408,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,2000000,4906.249,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,2500000,650.0601,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,3000000,3733.466,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,3500000,4786.3486,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,4000000,2307.3945,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,4500000,1794.549,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-167,5000000,3799.817,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,8
-168,500000,381.03857,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,1000000,1109.7849,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,1500000,4374.1904,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,2000000,4739.4062,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,2500000,4775.616,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,3000000,5035.2915,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,3500000,4993.834,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,4000000,4696.6934,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,4500000,4014.265,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-168,5000000,5330.0454,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,8
-169,500000,4080.398,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,1000000,3054.6802,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,1500000,4281.5723,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,2000000,4081.517,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,2500000,4762.1035,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,3000000,4774.446,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,3500000,3915.675,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,4000000,4879.1123,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,4500000,1266.7621,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-169,5000000,4867.337,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,8
-170,500000,356.13876,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,1000000,581.00714,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,1500000,1679.2821,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,2000000,4252.8535,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,2500000,4671.4517,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,3000000,4570.5967,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,3500000,4556.885,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,4000000,4620.7524,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,4500000,4598.7354,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-170,5000000,4493.989,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,8
-171,500000,220.0068,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,1000000,219.65,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,1500000,219.30127,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,2000000,219.16074,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,2500000,219.58313,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,3000000,219.28215,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,3500000,219.09465,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,4000000,218.63249,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,4500000,217.67259,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-171,5000000,218.55548,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,8
-172,500000,1418.6465,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,1000000,1619.0378,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,1500000,2568.0618,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,2000000,2474.1416,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,2500000,1382.2512,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,3000000,2741.516,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,3500000,1074.5024,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,4000000,1932.242,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,4500000,3814.2212,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-172,5000000,3261.5798,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,8
-173,500000,208.47931,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,1000000,208.36186,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,1500000,208.40552,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,2000000,208.56879,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,2500000,209.05426,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,3000000,208.86661,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,3500000,208.99829,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,4000000,208.59317,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,4500000,208.78429,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
-173,5000000,208.87656,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,8
+166,500000,1145.5061,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,1000000,2110.7507,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,1500000,4434.241,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,2000000,4237.055,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,2500000,4161.3267,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,3000000,4305.6104,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,3500000,4470.2095,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,4000000,2460.6372,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,4500000,5141.6626,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+166,5000000,677.75415,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,8
+167,500000,2795.6602,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,1000000,2736.6677,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,1500000,1589.5408,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,2000000,4906.249,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,2500000,650.0601,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,3000000,3733.466,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,3500000,4786.3486,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,4000000,2307.3945,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,4500000,1794.549,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+167,5000000,3799.817,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,8
+168,500000,381.03857,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,1000000,1109.7849,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,1500000,4374.1904,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,2000000,4739.4062,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,2500000,4775.616,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,3000000,5035.2915,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,3500000,4993.834,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,4000000,4696.6934,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,4500000,4014.265,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+168,5000000,5330.0454,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,8
+169,500000,4080.398,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,1000000,3054.6802,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,1500000,4281.5723,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,2000000,4081.517,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,2500000,4762.1035,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,3000000,4774.446,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,3500000,3915.675,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,4000000,4879.1123,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,4500000,1266.7621,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+169,5000000,4867.337,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,8
+170,500000,356.13876,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,1000000,581.00714,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,1500000,1679.2821,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,2000000,4252.8535,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,2500000,4671.4517,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,3000000,4570.5967,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,3500000,4556.885,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,4000000,4620.7524,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,4500000,4598.7354,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+170,5000000,4493.989,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,8
+171,500000,220.0068,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,1000000,219.65,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,1500000,219.30127,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,2000000,219.16074,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,2500000,219.58313,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,3000000,219.28215,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,3500000,219.09465,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,4000000,218.63249,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,4500000,217.67259,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+171,5000000,218.55548,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,8
+172,500000,1418.6465,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,1000000,1619.0378,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,1500000,2568.0618,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,2000000,2474.1416,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,2500000,1382.2512,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,3000000,2741.516,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,3500000,1074.5024,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,4000000,1932.242,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,4500000,3814.2212,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+172,5000000,3261.5798,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,8
+173,500000,208.47931,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,1000000,208.36186,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,1500000,208.40552,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,2000000,208.56879,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,2500000,209.05426,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,3000000,208.86661,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,3500000,208.99829,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,4000000,208.59317,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,4500000,208.78429,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
+173,5000000,208.87656,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,8
 174,500000,4117.4473,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,8
 174,1000000,3493.2842,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,8
 174,1500000,121.820496,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,8
@@ -14569,46 +14569,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,403.36237,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,8
 176,4500000,430.6931,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,8
 176,5000000,412.1794,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,8
-177,500000,641.3083,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,1000000,5264.0054,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,1500000,6752.307,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,2000000,7312.299,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,2500000,6544.9326,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,3000000,7005.249,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,3500000,212.15636,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,4000000,7048.049,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,4500000,6783.76,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-177,5000000,698.0194,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,8
-178,500000,219.3676,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,1000000,217.86957,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,1500000,217.56998,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,2000000,217.32025,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,2500000,217.99352,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,3000000,217.68433,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,3500000,217.94713,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,4000000,217.49902,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,4500000,216.59404,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-178,5000000,216.75998,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,8
-179,500000,611.80096,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,1000000,2688.9846,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,1500000,2228.3389,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,2000000,4524.8364,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,2500000,4774.535,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,3000000,4666.45,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,3500000,2329.3843,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,4000000,4444.3843,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,4500000,6240.2505,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-179,5000000,2556.4585,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,8
-180,500000,543.8512,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,1000000,3783.31,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,1500000,3414.732,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,2000000,4383.456,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,2500000,962.64136,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,3000000,4400.4624,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,3500000,329.58008,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,4000000,4369.6406,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,4500000,4651.3057,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
-180,5000000,2163.6067,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,8
+177,500000,641.3083,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,1000000,5264.0054,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,1500000,6752.307,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,2000000,7312.299,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,2500000,6544.9326,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,3000000,7005.249,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,3500000,212.15636,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,4000000,7048.049,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,4500000,6783.76,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+177,5000000,698.0194,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,8
+178,500000,219.3676,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,1000000,217.86957,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,1500000,217.56998,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,2000000,217.32025,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,2500000,217.99352,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,3000000,217.68433,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,3500000,217.94713,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,4000000,217.49902,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,4500000,216.59404,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+178,5000000,216.75998,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,8
+179,500000,611.80096,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,1000000,2688.9846,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,1500000,2228.3389,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,2000000,4524.8364,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,2500000,4774.535,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,3000000,4666.45,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,3500000,2329.3843,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,4000000,4444.3843,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,4500000,6240.2505,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+179,5000000,2556.4585,512,False,152167,0.00020138,2123,0.10222915,False,,,,,8
+180,500000,543.8512,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,1000000,3783.31,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,1500000,3414.732,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,2000000,4383.456,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,2500000,962.64136,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,3000000,4400.4624,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,3500000,329.58008,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,4000000,4369.6406,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,4500000,4651.3057,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
+180,5000000,2163.6067,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,8
 181,500000,1362.9404,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,8
 181,1000000,4389.5576,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,8
 181,1500000,3807.757,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,8
@@ -14629,96 +14629,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,3884.3887,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,8
 182,4500000,3133.417,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,8
 182,5000000,4083.9229,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,8
-183,500000,526.90436,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,1000000,4152.1533,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,1500000,4764.9287,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,2000000,2324.5835,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,2500000,5282.2705,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,3000000,5253.4297,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,3500000,6190.1826,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,4000000,5551.0547,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,4500000,7061.889,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-183,5000000,6842.75,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,8
-184,500000,259.6317,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,1000000,191.24524,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,1500000,480.89636,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,2000000,264.45746,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,2500000,455.419,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,3000000,525.12756,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,3500000,554.40955,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,4000000,508.44382,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,4500000,693.3723,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-184,5000000,836.1653,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,8
-185,500000,210.2142,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,1000000,210.12883,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,1500000,210.08563,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,2000000,210.74637,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,2500000,210.57877,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,3000000,210.24484,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,3500000,210.19958,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,4000000,210.60583,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,4500000,209.90341,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-185,5000000,210.36682,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,8
-186,500000,297.7898,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,1000000,300.90466,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,1500000,350.24304,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,2000000,481.32617,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,2500000,330.02936,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,3000000,569.21045,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,3500000,597.5725,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,4000000,573.20166,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,4500000,530.6582,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-186,5000000,899.3083,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,8
-187,500000,464.59674,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,1000000,4733.936,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,1500000,3286.072,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,2000000,3853.6655,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,2500000,5003.0713,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,3000000,4166.602,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,3500000,5582.908,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,4000000,5132.8467,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,4500000,6794.9053,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-187,5000000,6281.045,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,8
-188,500000,2068.791,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,1000000,3983.8086,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,1500000,2712.8027,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,2000000,3996.8806,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,2500000,4869.4854,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,3000000,1031.6674,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,3500000,4086.6382,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,4000000,4001.1062,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,4500000,4707.8887,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-188,5000000,2374.5586,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,8
-189,500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,1000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,1500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,2000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,2500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,3000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,3500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,4000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,4500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-189,5000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,8
-190,500000,208.91275,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,1000000,209.15546,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,1500000,209.65625,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,2000000,209.22064,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,2500000,209.25493,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,3000000,209.74652,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,3500000,209.0208,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,4000000,209.50949,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,4500000,209.30096,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-190,5000000,209.91437,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,8
-191,500000,209.14099,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,1000000,209.70082,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,1500000,208.9465,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,2000000,209.62952,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,2500000,209.51205,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,3000000,209.78484,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,3500000,209.92625,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,4000000,209.9078,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,4500000,209.35144,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
-191,5000000,209.71591,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,8
+183,500000,526.90436,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,1000000,4152.1533,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,1500000,4764.9287,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,2000000,2324.5835,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,2500000,5282.2705,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,3000000,5253.4297,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,3500000,6190.1826,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,4000000,5551.0547,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,4500000,7061.889,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+183,5000000,6842.75,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,8
+184,500000,259.6317,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,1000000,191.24524,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,1500000,480.89636,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,2000000,264.45746,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,2500000,455.419,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,3000000,525.12756,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,3500000,554.40955,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,4000000,508.44382,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,4500000,693.3723,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+184,5000000,836.1653,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,8
+185,500000,210.2142,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,1000000,210.12883,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,1500000,210.08563,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,2000000,210.74637,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,2500000,210.57877,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,3000000,210.24484,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,3500000,210.19958,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,4000000,210.60583,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,4500000,209.90341,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+185,5000000,210.36682,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,8
+186,500000,297.7898,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,1000000,300.90466,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,1500000,350.24304,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,2000000,481.32617,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,2500000,330.02936,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,3000000,569.21045,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,3500000,597.5725,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,4000000,573.20166,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,4500000,530.6582,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+186,5000000,899.3083,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,8
+187,500000,464.59674,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,1000000,4733.936,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,1500000,3286.072,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,2000000,3853.6655,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,2500000,5003.0713,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,3000000,4166.602,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,3500000,5582.908,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,4000000,5132.8467,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,4500000,6794.9053,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+187,5000000,6281.045,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,8
+188,500000,2068.791,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,1000000,3983.8086,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,1500000,2712.8027,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,2000000,3996.8806,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,2500000,4869.4854,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,3000000,1031.6674,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,3500000,4086.6382,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,4000000,4001.1062,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,4500000,4707.8887,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+188,5000000,2374.5586,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,8
+189,500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,1000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,1500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,2000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,2500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,3000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,3500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,4000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,4500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+189,5000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,8
+190,500000,208.91275,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,1000000,209.15546,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,1500000,209.65625,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,2000000,209.22064,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,2500000,209.25493,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,3000000,209.74652,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,3500000,209.0208,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,4000000,209.50949,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,4500000,209.30096,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+190,5000000,209.91437,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,8
+191,500000,209.14099,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,1000000,209.70082,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,1500000,208.9465,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,2000000,209.62952,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,2500000,209.51205,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,3000000,209.78484,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,3500000,209.92625,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,4000000,209.9078,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,4500000,209.35144,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
+191,5000000,209.71591,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,8
 192,500000,1560.7471,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
 192,1000000,3191.4626,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
 192,1500000,4979.4263,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
@@ -14729,196 +14729,196 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,5259.2256,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
 192,4500000,5276.3633,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
 192,5000000,4154.2305,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
-193,500000,426.7243,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,1000000,637.7853,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,1500000,4450.88,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,2000000,2332.399,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,2500000,4253.0825,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,3000000,3531.231,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,3500000,4337.3584,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,4000000,4599.118,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,4500000,4627.5254,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-193,5000000,4580.289,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,8
-194,500000,313.9334,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,1000000,386.5726,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,1500000,557.7036,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,2000000,493.5969,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,2500000,1102.9089,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,3000000,2578.48,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,3500000,4117.6094,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,4000000,4529.555,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,4500000,4285.7725,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-194,5000000,4531.752,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,8
-195,500000,239.11508,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,1000000,349.59515,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,1500000,421.57315,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,2000000,358.64703,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,2500000,417.79312,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,3000000,396.64178,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,3500000,522.5231,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,4000000,574.48944,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,4500000,517.49445,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-195,5000000,474.3276,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,8
-196,500000,433.27057,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,1000000,457.15308,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,1500000,950.8562,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,2000000,4259.868,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,2500000,3558.006,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,3000000,3502.8982,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,3500000,4771.883,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,4000000,4936.933,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,4500000,4679.3506,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-196,5000000,4840.0967,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,8
-197,500000,352.05008,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,1000000,437.37708,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,1500000,444.3111,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,2000000,457.82153,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,2500000,489.53363,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,3000000,438.28278,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,3500000,912.1283,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,4000000,974.95404,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,4500000,1077.6201,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-197,5000000,3736.0684,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,8
-198,500000,178.3537,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,1000000,441.45587,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,1500000,285.89633,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,2000000,334.0807,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,2500000,415.56964,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,3000000,342.9356,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,3500000,493.60583,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,4000000,444.53464,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,4500000,547.6026,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-198,5000000,695.1593,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,8
-199,500000,209.4292,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,1000000,209.025,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,1500000,209.68011,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,2000000,209.42473,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,2500000,209.54175,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,3000000,209.57565,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,3500000,209.35873,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,4000000,209.70819,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,4500000,209.6131,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-199,5000000,209.36627,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,8
-200,500000,427.6765,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,1000000,2886.1987,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,1500000,1869.4343,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,2000000,4543.2197,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,2500000,5245.7285,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,3000000,5445.6465,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,3500000,6503.3994,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,4000000,6887.5464,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,4500000,4320.5815,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-200,5000000,7339.5557,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,8
-201,500000,390.15695,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,1000000,404.91113,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,1500000,420.23584,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,2000000,471.45767,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,2500000,461.99063,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,3000000,470.66608,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,3500000,468.75278,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,4000000,498.67273,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,4500000,482.9568,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-201,5000000,484.1144,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,8
-202,500000,245.74158,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,1000000,360.89813,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,1500000,461.12042,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,2000000,551.3474,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,2500000,601.72375,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,3000000,842.8086,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,3500000,1578.2169,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,4000000,3564.6692,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,4500000,4167.621,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
-202,5000000,4162.8237,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,8
+193,500000,426.7243,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,1000000,637.7853,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,1500000,4450.88,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,2000000,2332.399,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,2500000,4253.0825,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,3000000,3531.231,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,3500000,4337.3584,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,4000000,4599.118,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,4500000,4627.5254,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+193,5000000,4580.289,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,8
+194,500000,313.9334,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,1000000,386.5726,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,1500000,557.7036,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,2000000,493.5969,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,2500000,1102.9089,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,3000000,2578.48,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,3500000,4117.6094,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,4000000,4529.555,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,4500000,4285.7725,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+194,5000000,4531.752,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,8
+195,500000,239.11508,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,1000000,349.59515,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,1500000,421.57315,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,2000000,358.64703,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,2500000,417.79312,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,3000000,396.64178,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,3500000,522.5231,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,4000000,574.48944,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,4500000,517.49445,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+195,5000000,474.3276,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,8
+196,500000,433.27057,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,1000000,457.15308,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,1500000,950.8562,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,2000000,4259.868,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,2500000,3558.006,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,3000000,3502.8982,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,3500000,4771.883,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,4000000,4936.933,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,4500000,4679.3506,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+196,5000000,4840.0967,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,8
+197,500000,352.05008,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,1000000,437.37708,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,1500000,444.3111,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,2000000,457.82153,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,2500000,489.53363,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,3000000,438.28278,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,3500000,912.1283,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,4000000,974.95404,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,4500000,1077.6201,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+197,5000000,3736.0684,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,8
+198,500000,178.3537,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,1000000,441.45587,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,1500000,285.89633,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,2000000,334.0807,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,2500000,415.56964,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,3000000,342.9356,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,3500000,493.60583,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,4000000,444.53464,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,4500000,547.6026,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+198,5000000,695.1593,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,8
+199,500000,209.4292,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,1000000,209.025,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,1500000,209.68011,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,2000000,209.42473,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,2500000,209.54175,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,3000000,209.57565,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,3500000,209.35873,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,4000000,209.70819,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,4500000,209.6131,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+199,5000000,209.36627,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,8
+200,500000,427.6765,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,1000000,2886.1987,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,1500000,1869.4343,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,2000000,4543.2197,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,2500000,5245.7285,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,3000000,5445.6465,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,3500000,6503.3994,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,4000000,6887.5464,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,4500000,4320.5815,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+200,5000000,7339.5557,512,False,679978,0.00154826,9892,0.59109317,False,,,,,8
+201,500000,390.15695,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,1000000,404.91113,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,1500000,420.23584,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,2000000,471.45767,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,2500000,461.99063,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,3000000,470.66608,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,3500000,468.75278,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,4000000,498.67273,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,4500000,482.9568,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+201,5000000,484.1144,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,8
+202,500000,245.74158,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,1000000,360.89813,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,1500000,461.12042,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,2000000,551.3474,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,2500000,601.72375,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,3000000,842.8086,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,3500000,1578.2169,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,4000000,3564.6692,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,4500000,4167.621,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
+202,5000000,4162.8237,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,8
 203,500000,356.06638,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,1000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,1500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,2000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,2500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,3000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,3500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,4000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,4500000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-203,5000000,NaN,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
-204,500000,223.54016,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,1000000,223.4494,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,1500000,223.15509,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,2000000,223.5676,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,2500000,222.76965,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,3000000,222.66568,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,3500000,222.9722,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,4000000,222.763,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,4500000,222.97652,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-204,5000000,223.51427,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,8
-205,500000,521.3976,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,1000000,2004.4823,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,1500000,5105.372,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,2000000,5587.38,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,2500000,5647.0815,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,3000000,2410.3237,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,3500000,5441.9766,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,4000000,4954.5576,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,4500000,5761.256,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-205,5000000,1297.8523,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,8
-206,500000,334.72968,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,1000000,511.3308,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,1500000,1099.7913,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,2000000,3966.6863,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,2500000,4739.6094,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,3000000,4820.3823,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,3500000,5263.5776,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,4000000,5532.3257,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,4500000,5645.164,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-206,5000000,5227.166,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,8
-207,500000,426.9544,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,1000000,6060.6904,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,1500000,6838.6016,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,2000000,7417.9434,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,2500000,6954.0703,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,3000000,5967.0176,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,3500000,4284.2095,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,4000000,7471.0576,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,4500000,7057.49,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-207,5000000,7129.5386,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,8
-208,500000,168.34525,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,1000000,265.42737,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,1500000,240.73087,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,2000000,297.32626,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,2500000,482.01727,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,3000000,285.50763,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,3500000,294.628,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,4000000,413.04413,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,4500000,441.68353,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-208,5000000,484.05267,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,8
-209,500000,143.72008,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,1000000,2323.9448,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,1500000,5533.868,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,2000000,4506.456,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,2500000,4615.6123,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,3000000,3902.5435,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,3500000,3141.6753,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,4000000,6369.0,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,4500000,6234.991,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-209,5000000,3417.6938,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,8
-210,500000,426.69965,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,1000000,354.02148,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,1500000,373.49905,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,2000000,536.8513,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,2500000,388.87006,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,3000000,762.3639,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,3500000,966.2078,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,4000000,1744.1598,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,4500000,3529.2812,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-210,5000000,5065.3213,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,8
-211,500000,499.68384,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,1000000,5022.2046,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,1500000,5502.4834,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,2000000,5548.886,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,2500000,5034.287,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,3000000,5689.135,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,3500000,4389.3857,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,4000000,6181.8457,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,4500000,5931.4243,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
-211,5000000,6582.1445,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,8
+203,1000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,1500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,2000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,2500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,3000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,3500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,4000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,4500000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+203,5000000,,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
+204,500000,223.54016,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,1000000,223.4494,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,1500000,223.15509,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,2000000,223.5676,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,2500000,222.76965,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,3000000,222.66568,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,3500000,222.9722,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,4000000,222.763,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,4500000,222.97652,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+204,5000000,223.51427,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,8
+205,500000,521.3976,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,1000000,2004.4823,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,1500000,5105.372,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,2000000,5587.38,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,2500000,5647.0815,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,3000000,2410.3237,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,3500000,5441.9766,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,4000000,4954.5576,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,4500000,5761.256,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+205,5000000,1297.8523,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,8
+206,500000,334.72968,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,1000000,511.3308,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,1500000,1099.7913,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,2000000,3966.6863,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,2500000,4739.6094,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,3000000,4820.3823,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,3500000,5263.5776,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,4000000,5532.3257,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,4500000,5645.164,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+206,5000000,5227.166,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,8
+207,500000,426.9544,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,1000000,6060.6904,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,1500000,6838.6016,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,2000000,7417.9434,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,2500000,6954.0703,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,3000000,5967.0176,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,3500000,4284.2095,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,4000000,7471.0576,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,4500000,7057.49,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+207,5000000,7129.5386,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,8
+208,500000,168.34525,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,1000000,265.42737,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,1500000,240.73087,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,2000000,297.32626,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,2500000,482.01727,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,3000000,285.50763,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,3500000,294.628,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,4000000,413.04413,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,4500000,441.68353,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+208,5000000,484.05267,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,8
+209,500000,143.72008,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,1000000,2323.9448,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,1500000,5533.868,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,2000000,4506.456,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,2500000,4615.6123,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,3000000,3902.5435,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,3500000,3141.6753,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,4000000,6369.0,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,4500000,6234.991,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+209,5000000,3417.6938,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,8
+210,500000,426.69965,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,1000000,354.02148,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,1500000,373.49905,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,2000000,536.8513,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,2500000,388.87006,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,3000000,762.3639,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,3500000,966.2078,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,4000000,1744.1598,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,4500000,3529.2812,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+210,5000000,5065.3213,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,8
+211,500000,499.68384,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,1000000,5022.2046,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,1500000,5502.4834,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,2000000,5548.886,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,2500000,5034.287,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,3000000,5689.135,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,3500000,4389.3857,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,4000000,6181.8457,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,4500000,5931.4243,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
+211,5000000,6582.1445,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,8
 212,500000,257.62378,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
 212,1000000,259.75763,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
 212,1500000,269.5169,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
@@ -14929,16 +14929,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,261.80954,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
 212,4500000,275.02368,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
 212,5000000,254.80756,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
-213,500000,276.12714,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,1000000,444.23032,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,1500000,429.15106,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,2000000,553.2799,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,2500000,785.3449,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,3000000,1141.0935,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,3500000,1669.1536,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,4000000,2604.8145,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,4500000,4046.5342,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
-213,5000000,4332.044,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,8
+213,500000,276.12714,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,1000000,444.23032,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,1500000,429.15106,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,2000000,553.2799,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,2500000,785.3449,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,3000000,1141.0935,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,3500000,1669.1536,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,4000000,2604.8145,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,4500000,4046.5342,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
+213,5000000,4332.044,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,8
 214,500000,208.95813,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,1000000,209.6466,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,1500000,209.2561,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
@@ -14949,26 +14949,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,209.61517,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,4500000,209.03214,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,5000000,209.65619,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
-215,500000,1094.1599,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,1000000,4334.06,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,1500000,4438.173,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,2000000,4504.807,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,2500000,4409.2285,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,3000000,4447.3013,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,3500000,4360.257,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,4000000,4419.5293,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,4500000,4437.359,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-215,5000000,4390.805,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,8
-216,500000,411.87314,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,1000000,425.14694,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,1500000,435.0646,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,2000000,438.83807,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,2500000,421.47446,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,3000000,457.48926,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,3500000,458.29663,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,4000000,456.09265,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,4500000,476.7353,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
-216,5000000,468.70892,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,8
+215,500000,1094.1599,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,1000000,4334.06,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,1500000,4438.173,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,2000000,4504.807,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,2500000,4409.2285,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,3000000,4447.3013,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,3500000,4360.257,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,4000000,4419.5293,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,4500000,4437.359,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+215,5000000,4390.805,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,8
+216,500000,411.87314,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,1000000,425.14694,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,1500000,435.0646,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,2000000,438.83807,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,2500000,421.47446,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,3000000,457.48926,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,3500000,458.29663,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,4000000,456.09265,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,4500000,476.7353,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
+216,5000000,468.70892,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,8
 217,500000,320.50116,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,1000000,360.83264,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,1500000,505.39246,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
@@ -14979,116 +14979,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,527.6271,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,4500000,483.40643,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,5000000,515.02765,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
-218,500000,259.655,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,1000000,255.54907,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,1500000,267.69492,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,2000000,427.87433,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,2500000,399.7376,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,3000000,439.60782,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,3500000,461.45667,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,4000000,426.55573,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,4500000,472.58658,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-218,5000000,547.05457,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,8
-219,500000,4345.824,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,1000000,4384.986,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,1500000,4431.5986,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,2000000,3972.3496,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,2500000,4108.0596,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,3000000,2929.8335,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,3500000,718.59875,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,4000000,3485.0605,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,4500000,977.3821,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-219,5000000,732.80927,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,8
-220,500000,215.46661,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,1000000,215.1799,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,1500000,215.15857,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,2000000,215.12888,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,2500000,215.37308,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,3000000,215.14832,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,3500000,214.9879,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,4000000,214.76282,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,4500000,215.23631,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-220,5000000,214.42075,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,8
-221,500000,515.8335,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,1000000,1093.1326,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,1500000,4431.2354,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,2000000,3959.6155,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,2500000,4404.462,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,3000000,3204.1072,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,3500000,4496.249,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,4000000,4605.1143,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,4500000,4253.6396,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-221,5000000,4733.0054,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,8
-222,500000,548.744,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,1000000,3188.1965,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,1500000,667.3942,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,2000000,2888.521,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,2500000,966.8391,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,3000000,882.6743,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,3500000,1742.5378,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,4000000,3154.6377,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,4500000,552.4652,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-222,5000000,4648.198,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,8
-223,500000,217.91663,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,1000000,194.4107,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,1500000,256.5829,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,2000000,358.61942,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,2500000,348.00754,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,3000000,327.05304,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,3500000,340.88092,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,4000000,435.43256,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,4500000,449.27722,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-223,5000000,247.89044,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,8
-224,500000,3055.142,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,1000000,3949.893,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,1500000,2504.4778,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,2000000,4574.9927,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,2500000,4070.4849,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,3000000,4206.326,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,3500000,4525.489,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,4000000,3385.074,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,4500000,2691.7468,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-224,5000000,5187.0947,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,8
-225,500000,675.9481,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,1000000,3663.2334,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,1500000,2468.1433,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,2000000,2953.268,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,2500000,4645.953,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,3000000,4284.927,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,3500000,4592.424,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,4000000,3983.8477,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,4500000,3628.772,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-225,5000000,3754.2227,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,8
-226,500000,483.1679,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,1000000,3038.1772,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,1500000,3971.7358,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,2000000,1951.0791,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,2500000,3869.5557,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,3000000,3752.7766,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,3500000,606.96497,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,4000000,342.08228,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,4500000,5424.04,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-226,5000000,804.15576,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,8
-227,500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,1000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,1500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,2000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,2500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,3000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,3500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,4000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,4500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-227,5000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,8
-228,500000,561.16846,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,1000000,3404.4934,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,1500000,6040.885,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,2000000,5571.617,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,2500000,6579.6284,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,3000000,7111.9956,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,3500000,7376.9395,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,4000000,6460.3535,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,4500000,6346.881,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
-228,5000000,7540.3994,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,8
+218,500000,259.655,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,1000000,255.54907,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,1500000,267.69492,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,2000000,427.87433,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,2500000,399.7376,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,3000000,439.60782,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,3500000,461.45667,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,4000000,426.55573,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,4500000,472.58658,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+218,5000000,547.05457,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,8
+219,500000,4345.824,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,1000000,4384.986,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,1500000,4431.5986,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,2000000,3972.3496,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,2500000,4108.0596,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,3000000,2929.8335,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,3500000,718.59875,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,4000000,3485.0605,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,4500000,977.3821,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+219,5000000,732.80927,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,8
+220,500000,215.46661,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,1000000,215.1799,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,1500000,215.15857,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,2000000,215.12888,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,2500000,215.37308,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,3000000,215.14832,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,3500000,214.9879,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,4000000,214.76282,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,4500000,215.23631,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+220,5000000,214.42075,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,8
+221,500000,515.8335,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,1000000,1093.1326,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,1500000,4431.2354,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,2000000,3959.6155,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,2500000,4404.462,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,3000000,3204.1072,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,3500000,4496.249,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,4000000,4605.1143,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,4500000,4253.6396,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+221,5000000,4733.0054,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,8
+222,500000,548.744,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,1000000,3188.1965,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,1500000,667.3942,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,2000000,2888.521,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,2500000,966.8391,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,3000000,882.6743,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,3500000,1742.5378,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,4000000,3154.6377,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,4500000,552.4652,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+222,5000000,4648.198,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,8
+223,500000,217.91663,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,1000000,194.4107,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,1500000,256.5829,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,2000000,358.61942,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,2500000,348.00754,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,3000000,327.05304,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,3500000,340.88092,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,4000000,435.43256,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,4500000,449.27722,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+223,5000000,247.89044,512,False,853730,0.02406078,4160,0.14374896,False,,,,,8
+224,500000,3055.142,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,1000000,3949.893,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,1500000,2504.4778,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,2000000,4574.9927,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,2500000,4070.4849,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,3000000,4206.326,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,3500000,4525.489,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,4000000,3385.074,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,4500000,2691.7468,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+224,5000000,5187.0947,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,8
+225,500000,675.9481,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,1000000,3663.2334,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,1500000,2468.1433,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,2000000,2953.268,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,2500000,4645.953,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,3000000,4284.927,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,3500000,4592.424,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,4000000,3983.8477,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,4500000,3628.772,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+225,5000000,3754.2227,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,8
+226,500000,483.1679,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,1000000,3038.1772,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,1500000,3971.7358,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,2000000,1951.0791,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,2500000,3869.5557,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,3000000,3752.7766,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,3500000,606.96497,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,4000000,342.08228,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,4500000,5424.04,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+226,5000000,804.15576,2048,False,760704,0.00101898,11381,0.122051,False,,,,,8
+227,500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,1000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,1500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,2000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,2500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,3000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,3500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,4000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,4500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+227,5000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,8
+228,500000,561.16846,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,1000000,3404.4934,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,1500000,6040.885,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,2000000,5571.617,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,2500000,6579.6284,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,3000000,7111.9956,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,3500000,7376.9395,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,4000000,6460.3535,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,4500000,6346.881,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
+228,5000000,7540.3994,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,8
 229,500000,218.21677,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
 229,1000000,218.3848,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
 229,1500000,218.8208,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
@@ -15099,46 +15099,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,217.88243,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
 229,4500000,217.49391,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
 229,5000000,257.7482,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
-230,500000,656.2058,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,1000000,5205.6216,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,1500000,5586.7173,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,2000000,5706.833,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,2500000,6257.8716,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,3000000,3765.1602,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,3500000,5221.5264,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,4000000,6590.034,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,4500000,6887.6436,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-230,5000000,6941.354,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,8
-231,500000,345.65594,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,1000000,588.3291,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,1500000,1177.8271,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,2000000,2921.743,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,2500000,4730.5625,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,3000000,5055.8306,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,3500000,5022.3594,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,4000000,5045.278,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,4500000,5114.342,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-231,5000000,5013.496,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,8
-232,500000,1725.9862,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,1000000,2160.3594,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,1500000,2837.3691,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,2000000,2797.2249,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,2500000,1013.7642,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,3000000,1682.9443,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,3500000,4359.4775,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,4000000,1489.7002,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,4500000,3569.0083,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-232,5000000,1564.3755,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,8
-233,500000,184.91135,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,1000000,471.3014,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,1500000,387.59497,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,2000000,349.08005,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,2500000,367.41214,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,3000000,445.0711,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,3500000,338.66486,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,4000000,658.2893,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,4500000,1511.121,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
-233,5000000,2764.2483,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,8
+230,500000,656.2058,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,1000000,5205.6216,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,1500000,5586.7173,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,2000000,5706.833,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,2500000,6257.8716,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,3000000,3765.1602,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,3500000,5221.5264,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,4000000,6590.034,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,4500000,6887.6436,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+230,5000000,6941.354,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,8
+231,500000,345.65594,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,1000000,588.3291,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,1500000,1177.8271,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,2000000,2921.743,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,2500000,4730.5625,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,3000000,5055.8306,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,3500000,5022.3594,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,4000000,5045.278,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,4500000,5114.342,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+231,5000000,5013.496,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,8
+232,500000,1725.9862,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,1000000,2160.3594,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,1500000,2837.3691,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,2000000,2797.2249,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,2500000,1013.7642,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,3000000,1682.9443,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,3500000,4359.4775,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,4000000,1489.7002,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,4500000,3569.0083,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+232,5000000,1564.3755,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,8
+233,500000,184.91135,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,1000000,471.3014,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,1500000,387.59497,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,2000000,349.08005,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,2500000,367.41214,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,3000000,445.0711,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,3500000,338.66486,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,4000000,658.2893,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,4500000,1511.121,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
+233,5000000,2764.2483,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,8
 234,500000,451.02798,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,8
 234,1000000,422.17505,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,8
 234,1500000,437.58322,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,8
@@ -15149,126 +15149,126 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,59.131138,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,8
 234,4500000,151.27844,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,8
 234,5000000,219.86731,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,8
-235,500000,370.78436,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,1000000,3773.8745,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,1500000,4344.7256,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,2000000,3041.4163,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,2500000,3107.9712,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,3000000,4733.75,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,3500000,3243.8599,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,4000000,4186.2383,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,4500000,4188.0693,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-235,5000000,1478.6265,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,8
-236,500000,363.96408,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,1000000,4162.7803,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,1500000,5199.1836,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,2000000,3637.7036,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,2500000,5131.9546,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,3000000,5908.6123,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,3500000,6295.3477,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,4000000,4627.2344,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,4500000,5547.6206,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-236,5000000,2691.792,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,8
-237,500000,210.24971,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,1000000,210.285,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,1500000,210.18434,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,2000000,210.61801,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,2500000,209.98816,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,3000000,210.10703,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,3500000,210.45334,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,4000000,210.30229,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,4500000,210.0629,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-237,5000000,210.3744,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,8
-238,500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,1000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,1500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,2000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,2500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,3000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,3500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,4000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,4500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-238,5000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,8
-239,500000,561.1161,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,1000000,1371.2295,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,1500000,1539.079,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,2000000,1429.239,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,2500000,566.32715,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,3000000,1084.5299,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,3500000,3767.0571,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,4000000,634.876,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,4500000,1744.6315,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-239,5000000,1322.114,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,8
-240,500000,434.95697,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,1000000,2924.2942,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,1500000,5405.125,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,2000000,5409.539,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,2500000,5279.5303,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,3000000,5394.0117,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,3500000,5737.588,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,4000000,4972.2227,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,4500000,4959.216,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-240,5000000,5608.183,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,8
-241,500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,1000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,1500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,2000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,2500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,3000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,3500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,4000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,4500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-241,5000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
-242,500000,270.88422,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,1000000,295.89932,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,1500000,518.34595,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,2000000,579.31305,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,2500000,1271.0745,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,3000000,2264.007,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,3500000,3323.517,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,4000000,4174.0806,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,4500000,4474.6523,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-242,5000000,4257.002,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,8
-243,500000,209.8244,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,1000000,209.55638,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,1500000,210.18156,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,2000000,209.97928,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,2500000,210.18985,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,3000000,209.89558,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,3500000,209.7843,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,4000000,210.04158,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,4500000,209.79251,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-243,5000000,210.25842,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,8
-244,500000,1203.7332,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,1000000,552.00024,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,1500000,1577.1885,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,2000000,1256.4744,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,2500000,437.8682,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,3000000,4821.91,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,3500000,593.709,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,4000000,6010.539,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,4500000,350.76447,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-244,5000000,630.6786,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,8
-245,500000,397.0357,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,1000000,817.1504,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,1500000,2234.6995,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,2000000,3394.069,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,2500000,2300.2793,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,3000000,3116.6987,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,3500000,3369.2512,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,4000000,3645.038,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,4500000,3630.434,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-245,5000000,2075.3184,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,8
-246,500000,4659.467,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,1000000,4049.357,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,1500000,3250.1353,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,2000000,4683.692,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,2500000,4771.2144,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,3000000,4758.388,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,3500000,4716.4346,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,4000000,4740.774,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,4500000,4744.8647,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
-246,5000000,4454.8555,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,8
+235,500000,370.78436,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,1000000,3773.8745,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,1500000,4344.7256,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,2000000,3041.4163,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,2500000,3107.9712,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,3000000,4733.75,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,3500000,3243.8599,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,4000000,4186.2383,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,4500000,4188.0693,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+235,5000000,1478.6265,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,8
+236,500000,363.96408,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,1000000,4162.7803,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,1500000,5199.1836,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,2000000,3637.7036,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,2500000,5131.9546,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,3000000,5908.6123,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,3500000,6295.3477,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,4000000,4627.2344,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,4500000,5547.6206,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+236,5000000,2691.792,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,8
+237,500000,210.24971,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,1000000,210.285,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,1500000,210.18434,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,2000000,210.61801,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,2500000,209.98816,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,3000000,210.10703,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,3500000,210.45334,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,4000000,210.30229,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,4500000,210.0629,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+237,5000000,210.3744,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,8
+238,500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,1000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,1500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,2000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,2500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,3000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,3500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,4000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,4500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+238,5000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,8
+239,500000,561.1161,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,1000000,1371.2295,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,1500000,1539.079,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,2000000,1429.239,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,2500000,566.32715,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,3000000,1084.5299,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,3500000,3767.0571,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,4000000,634.876,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,4500000,1744.6315,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+239,5000000,1322.114,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,8
+240,500000,434.95697,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,1000000,2924.2942,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,1500000,5405.125,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,2000000,5409.539,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,2500000,5279.5303,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,3000000,5394.0117,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,3500000,5737.588,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,4000000,4972.2227,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,4500000,4959.216,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+240,5000000,5608.183,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,8
+241,500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,1000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,1500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,2000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,2500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,3000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,3500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,4000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,4500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+241,5000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,8
+242,500000,270.88422,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,1000000,295.89932,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,1500000,518.34595,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,2000000,579.31305,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,2500000,1271.0745,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,3000000,2264.007,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,3500000,3323.517,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,4000000,4174.0806,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,4500000,4474.6523,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+242,5000000,4257.002,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,8
+243,500000,209.8244,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,1000000,209.55638,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,1500000,210.18156,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,2000000,209.97928,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,2500000,210.18985,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,3000000,209.89558,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,3500000,209.7843,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,4000000,210.04158,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,4500000,209.79251,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+243,5000000,210.25842,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,8
+244,500000,1203.7332,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,1000000,552.00024,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,1500000,1577.1885,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,2000000,1256.4744,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,2500000,437.8682,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,3000000,4821.91,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,3500000,593.709,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,4000000,6010.539,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,4500000,350.76447,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+244,5000000,630.6786,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,8
+245,500000,397.0357,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,1000000,817.1504,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,1500000,2234.6995,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,2000000,3394.069,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,2500000,2300.2793,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,3000000,3116.6987,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,3500000,3369.2512,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,4000000,3645.038,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,4500000,3630.434,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+245,5000000,2075.3184,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,8
+246,500000,4659.467,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,1000000,4049.357,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,1500000,3250.1353,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,2000000,4683.692,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,2500000,4771.2144,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,3000000,4758.388,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,3500000,4716.4346,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,4000000,4740.774,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,4500000,4744.8647,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
+246,5000000,4454.8555,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,8
 247,500000,420.3095,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,1000000,2183.2388,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,1500000,3654.1587,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
@@ -15279,16 +15279,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,4064.214,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,4500000,4188.275,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,5000000,4376.885,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
-248,500000,335.78876,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,1000000,288.68143,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,1500000,513.64264,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,2000000,503.50494,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,2500000,676.16187,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,3000000,2225.0127,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,3500000,4924.216,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,4000000,4830.306,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,4500000,4892.5566,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,5000000,4459.6514,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
+248,500000,335.78876,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,1000000,288.68143,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,1500000,513.64264,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,2000000,503.50494,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,2500000,676.16187,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,3000000,2225.0127,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,3500000,4924.216,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,4000000,4830.306,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,4500000,4892.5566,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
+248,5000000,4459.6514,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
 249,500000,64.444885,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,8
 249,1000000,62.665497,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,8
 249,1500000,67.03943,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,8
@@ -15309,16 +15309,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4743.0254,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,8
 250,4500000,2411.8716,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,8
 250,5000000,3595.3684,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,8
-251,500000,616.1294,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,1000000,2926.0386,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,1500000,2502.085,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,2000000,552.8508,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,2500000,1422.6417,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,3000000,2668.4868,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,3500000,715.6333,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,4000000,2137.6067,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,4500000,1717.2598,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
-251,5000000,1488.1505,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
+251,500000,616.1294,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,1000000,2926.0386,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,1500000,2502.085,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,2000000,552.8508,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,2500000,1422.6417,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,3000000,2668.4868,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,3500000,715.6333,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,4000000,2137.6067,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,4500000,1717.2598,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
+251,5000000,1488.1505,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
 252,500000,488.10602,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,1000000,454.2998,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,1500000,605.578,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
@@ -15329,186 +15329,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,236.03339,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,4500000,134.79776,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,5000000,93.009926,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
-253,500000,217.38321,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,1000000,387.46243,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,1500000,296.9959,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,2000000,427.58035,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,2500000,736.32886,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,3000000,958.7806,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,3500000,1363.4465,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,4000000,1812.1394,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,4500000,2658.751,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-253,5000000,2851.4355,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,8
-254,500000,241.71707,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,1000000,63.81092,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,1500000,212.47758,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,2000000,69.117744,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,2500000,139.12604,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,3000000,61.97654,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,3500000,63.324924,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,4000000,65.79531,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,4500000,61.627472,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-254,5000000,60.01291,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,8
-255,500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,1000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,1500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,8
-0,500000,4469.5566,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,1000000,4612.7505,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,1500000,4574.913,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,2000000,1476.7283,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,2500000,4609.4956,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,3000000,4147.1255,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,3500000,3712.855,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,4000000,4734.1836,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,4500000,4627.3906,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-0,5000000,3993.4468,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,4
-1,500000,357.43707,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,1000000,337.94342,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,1500000,400.45117,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,2000000,428.2995,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,2500000,482.3896,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,3000000,466.67035,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,3500000,510.49072,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,4000000,428.74854,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,4500000,562.12415,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-1,5000000,531.9351,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,4
-2,500000,556.4303,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,1000000,2284.5032,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,1500000,2197.62,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,2000000,3009.4036,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,2500000,4274.895,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,3000000,3257.7285,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,3500000,6186.2456,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,4000000,104.971176,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,4500000,282.8831,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-2,5000000,2105.629,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,4
-3,500000,502.54016,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,1000000,5777.651,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,1500000,6526.915,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,2000000,1879.7223,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,2500000,4236.08,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,3000000,3337.4375,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,3500000,5201.696,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,4000000,1218.5461,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,4500000,5070.8594,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-3,5000000,5379.917,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,4
-4,500000,412.8593,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,1000000,519.9393,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,1500000,689.7283,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,2000000,876.1047,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,2500000,3214.9648,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,3000000,4590.543,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,3500000,5022.4443,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,4000000,5057.825,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,4500000,5001.2715,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-4,5000000,4584.531,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,4
-5,500000,3454.3857,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,1000000,4225.759,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,1500000,4053.7502,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,2000000,4357.4346,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,2500000,4546.7837,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,3000000,4710.1396,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,3500000,3611.3062,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,4000000,3398.3809,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,4500000,4716.3965,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-5,5000000,2621.5903,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,4
-6,500000,257.1101,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,1000000,352.40036,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,1500000,407.56293,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,2000000,387.4678,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,2500000,565.0095,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,3000000,564.09534,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,3500000,581.348,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,4000000,723.07666,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,4500000,835.06525,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-6,5000000,1445.3448,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,4
-7,500000,437.3928,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,1000000,4367.683,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,1500000,4321.482,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,2000000,3819.7983,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,2500000,4105.424,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,3000000,3796.728,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,3500000,3192.956,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,4000000,3878.923,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,4500000,4475.06,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-7,5000000,4460.4424,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,4
-8,500000,2915.1917,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,1000000,4996.3965,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,1500000,994.59204,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,2000000,261.4369,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,2500000,182.2528,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,3000000,80.36692,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,3500000,89.73413,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,4000000,66.31537,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,4500000,80.19839,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-8,5000000,59.67913,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,4
-9,500000,483.30386,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,1000000,2464.949,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,1500000,2948.3862,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,2000000,1952.5045,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,2500000,625.8732,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,3000000,3150.9148,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,3500000,5327.802,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,4000000,5799.1064,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,4500000,4679.3926,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-9,5000000,6108.162,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,4
-10,500000,456.41693,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,1000000,653.17334,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,1500000,2901.6196,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,2000000,4510.253,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,2500000,4888.4395,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,3000000,5152.779,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,3500000,5113.987,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,4000000,5263.064,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,4500000,5375.5986,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-10,5000000,5366.9688,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,4
-11,500000,3054.5664,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,1000000,4452.575,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,1500000,2602.9644,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,2000000,1860.3304,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,2500000,4266.658,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,3000000,4656.212,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,3500000,4653.8877,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,4000000,4489.806,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,4500000,4589.7466,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-11,5000000,4827.1934,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,4
-12,500000,445.94965,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,1000000,5119.636,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,1500000,6411.1104,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,2000000,4261.925,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,2500000,6373.4863,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,3000000,6090.6733,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,3500000,6721.9434,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,4000000,6063.2515,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,4500000,290.71957,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-12,5000000,4331.309,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,4
-13,500000,196.29147,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,1000000,373.22223,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,1500000,301.9226,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,2000000,430.1242,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,2500000,377.1511,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,3000000,376.774,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,3500000,451.0664,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,4000000,987.9878,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,4500000,1241.2095,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-13,5000000,2567.523,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,4
-14,500000,394.3551,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,1000000,4880.8965,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,1500000,5740.581,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,2000000,5357.228,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,2500000,3008.111,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,3000000,5371.2393,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,3500000,5250.639,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,4000000,6016.0537,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,4500000,5230.66,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
-14,5000000,6443.6826,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,4
+253,500000,217.38321,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,1000000,387.46243,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,1500000,296.9959,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,2000000,427.58035,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,2500000,736.32886,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,3000000,958.7806,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,3500000,1363.4465,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,4000000,1812.1394,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,4500000,2658.751,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+253,5000000,2851.4355,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,8
+254,500000,241.71707,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,1000000,63.81092,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,1500000,212.47758,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,2000000,69.117744,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,2500000,139.12604,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,3000000,61.97654,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,3500000,63.324924,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,4000000,65.79531,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,4500000,61.627472,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+254,5000000,60.01291,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,8
+255,500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,1000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,1500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,8
+0,500000,4469.5566,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,1000000,4612.7505,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,1500000,4574.913,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,2000000,1476.7283,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,2500000,4609.4956,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,3000000,4147.1255,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,3500000,3712.855,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,4000000,4734.1836,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,4500000,4627.3906,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+0,5000000,3993.4468,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,4
+1,500000,357.43707,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,1000000,337.94342,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,1500000,400.45117,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,2000000,428.2995,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,2500000,482.3896,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,3000000,466.67035,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,3500000,510.49072,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,4000000,428.74854,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,4500000,562.12415,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+1,5000000,531.9351,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,4
+2,500000,556.4303,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,1000000,2284.5032,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,1500000,2197.62,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,2000000,3009.4036,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,2500000,4274.895,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,3000000,3257.7285,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,3500000,6186.2456,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,4000000,104.971176,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,4500000,282.8831,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+2,5000000,2105.629,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,4
+3,500000,502.54016,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,1000000,5777.651,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,1500000,6526.915,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,2000000,1879.7223,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,2500000,4236.08,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,3000000,3337.4375,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,3500000,5201.696,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,4000000,1218.5461,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,4500000,5070.8594,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+3,5000000,5379.917,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,4
+4,500000,412.8593,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,1000000,519.9393,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,1500000,689.7283,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,2000000,876.1047,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,2500000,3214.9648,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,3000000,4590.543,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,3500000,5022.4443,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,4000000,5057.825,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,4500000,5001.2715,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+4,5000000,4584.531,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,4
+5,500000,3454.3857,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,1000000,4225.759,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,1500000,4053.7502,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,2000000,4357.4346,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,2500000,4546.7837,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,3000000,4710.1396,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,3500000,3611.3062,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,4000000,3398.3809,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,4500000,4716.3965,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+5,5000000,2621.5903,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,4
+6,500000,257.1101,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,1000000,352.40036,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,1500000,407.56293,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,2000000,387.4678,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,2500000,565.0095,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,3000000,564.09534,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,3500000,581.348,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,4000000,723.07666,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,4500000,835.06525,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+6,5000000,1445.3448,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,4
+7,500000,437.3928,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,1000000,4367.683,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,1500000,4321.482,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,2000000,3819.7983,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,2500000,4105.424,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,3000000,3796.728,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,3500000,3192.956,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,4000000,3878.923,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,4500000,4475.06,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+7,5000000,4460.4424,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,4
+8,500000,2915.1917,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,1000000,4996.3965,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,1500000,994.59204,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,2000000,261.4369,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,2500000,182.2528,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,3000000,80.36692,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,3500000,89.73413,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,4000000,66.31537,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,4500000,80.19839,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+8,5000000,59.67913,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,4
+9,500000,483.30386,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,1000000,2464.949,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,1500000,2948.3862,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,2000000,1952.5045,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,2500000,625.8732,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,3000000,3150.9148,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,3500000,5327.802,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,4000000,5799.1064,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,4500000,4679.3926,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+9,5000000,6108.162,512,False,540763,0.00474209,15765,0.31441719,False,,,,,4
+10,500000,456.41693,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,1000000,653.17334,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,1500000,2901.6196,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,2000000,4510.253,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,2500000,4888.4395,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,3000000,5152.779,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,3500000,5113.987,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,4000000,5263.064,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,4500000,5375.5986,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+10,5000000,5366.9688,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,4
+11,500000,3054.5664,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,1000000,4452.575,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,1500000,2602.9644,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,2000000,1860.3304,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,2500000,4266.658,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,3000000,4656.212,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,3500000,4653.8877,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,4000000,4489.806,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,4500000,4589.7466,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+11,5000000,4827.1934,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,4
+12,500000,445.94965,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,1000000,5119.636,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,1500000,6411.1104,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,2000000,4261.925,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,2500000,6373.4863,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,3000000,6090.6733,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,3500000,6721.9434,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,4000000,6063.2515,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,4500000,290.71957,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+12,5000000,4331.309,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,4
+13,500000,196.29147,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,1000000,373.22223,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,1500000,301.9226,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,2000000,430.1242,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,2500000,377.1511,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,3000000,376.774,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,3500000,451.0664,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,4000000,987.9878,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,4500000,1241.2095,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+13,5000000,2567.523,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,4
+14,500000,394.3551,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,1000000,4880.8965,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,1500000,5740.581,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,2000000,5357.228,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,2500000,3008.111,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,3000000,5371.2393,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,3500000,5250.639,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,4000000,6016.0537,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,4500000,5230.66,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
+14,5000000,6443.6826,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,4
 15,500000,1759.9802,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,1000000,2946.92,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,1500000,4641.153,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
@@ -15519,26 +15519,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,905.03735,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,4500000,4954.1567,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,5000000,3561.3035,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
-16,500000,271.52655,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,1000000,198.80878,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,1500000,349.32358,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,2000000,437.7385,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,2500000,353.87836,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,3000000,326.64874,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,3500000,301.95236,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,4000000,331.65884,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,4500000,436.02988,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-16,5000000,583.5093,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
-17,500000,413.15463,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,1000000,3045.669,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,1500000,4419.5923,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,2000000,4120.1333,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,2500000,4364.6387,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,3000000,4205.192,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,3500000,4920.0264,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,4000000,4658.51,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,4500000,4173.713,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
-17,5000000,5106.544,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,4
+16,500000,271.52655,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,1000000,198.80878,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,1500000,349.32358,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,2000000,437.7385,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,2500000,353.87836,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,3000000,326.64874,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,3500000,301.95236,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,4000000,331.65884,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,4500000,436.02988,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+16,5000000,583.5093,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,4
+17,500000,413.15463,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,1000000,3045.669,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,1500000,4419.5923,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,2000000,4120.1333,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,2500000,4364.6387,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,3000000,4205.192,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,3500000,4920.0264,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,4000000,4658.51,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,4500000,4173.713,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,5000000,5106.544,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
 18,500000,3922.082,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,1000000,2845.8516,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,1500000,579.6975,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
@@ -15549,36 +15549,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,2148.773,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,4500000,3752.872,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,5000000,4170.043,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
-19,500000,460.0588,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,1000000,1038.6222,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,1500000,1429.198,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,2000000,952.56525,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,2500000,1765.3586,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,3000000,645.7832,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,3500000,778.785,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,4000000,4426.0938,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,4500000,2665.412,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-19,5000000,2726.6606,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
-20,500000,480.60107,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,1000000,1385.925,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,1500000,1725.5857,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,2000000,2382.1108,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,2500000,2766.247,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,3000000,3736.3062,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,3500000,1513.2227,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,4000000,2429.967,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,4500000,4576.993,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-20,5000000,2740.6912,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,4
-21,500000,431.31384,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,1000000,446.2896,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,1500000,4259.968,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,2000000,4124.6353,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,2500000,4195.045,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,3000000,4056.9922,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,3500000,3716.606,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,4000000,4102.2812,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,4500000,4139.0273,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
-21,5000000,4085.7085,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,4
+19,500000,460.0588,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,1000000,1038.6222,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,1500000,1429.198,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,2000000,952.56525,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,2500000,1765.3586,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,3000000,645.7832,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,3500000,778.785,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,4000000,4426.0938,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,4500000,2665.412,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+19,5000000,2726.6606,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,4
+20,500000,480.60107,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,1000000,1385.925,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,1500000,1725.5857,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,2000000,2382.1108,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,2500000,2766.247,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,3000000,3736.3062,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,3500000,1513.2227,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,4000000,2429.967,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,4500000,4576.993,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+20,5000000,2740.6912,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,4
+21,500000,431.31384,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,1000000,446.2896,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,1500000,4259.968,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,2000000,4124.6353,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,2500000,4195.045,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,3000000,4056.9922,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,3500000,3716.606,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,4000000,4102.2812,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,4500000,4139.0273,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
+21,5000000,4085.7085,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
 22,500000,636.0249,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,1000000,4086.767,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,1500000,2171.3818,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
@@ -15589,66 +15589,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,3739.628,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,4500000,4367.787,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,5000000,4032.7124,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
-23,500000,509.8525,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,1000000,1997.3114,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,1500000,1173.481,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,2000000,1349.6248,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,2500000,138.18758,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,3000000,235.575,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,3500000,120.66361,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,4000000,123.06091,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,4500000,66.865234,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-23,5000000,65.2734,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,4
-24,500000,573.76904,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,1000000,4010.4966,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,1500000,1274.4255,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,2000000,1684.6829,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,2500000,818.11005,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,3000000,3702.441,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,3500000,328.31552,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,4000000,838.10895,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,4500000,1183.8479,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-24,5000000,229.86595,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,4
-25,500000,402.38144,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,1000000,3053.3276,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,1500000,6463.6924,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,2000000,5952.3823,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,2500000,2145.877,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,3000000,4404.9717,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,3500000,4882.2144,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,4000000,2742.6365,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,4500000,3112.7695,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-25,5000000,6098.423,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,4
-26,500000,572.4321,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,1000000,1713.9293,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,1500000,4463.4688,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,2000000,2444.5198,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,2500000,2976.2935,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,3000000,686.99225,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,3500000,763.3225,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,4000000,4255.372,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,4500000,6108.7217,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-26,5000000,2822.0518,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,4
-27,500000,212.91476,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,1000000,212.63336,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,1500000,213.22829,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,2000000,213.06006,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,2500000,212.52618,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,3000000,212.72116,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,3500000,212.35805,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,4000000,213.08136,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,4500000,212.41101,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-27,5000000,212.58447,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,4
-28,500000,354.35474,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,1000000,338.56735,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,1500000,494.6938,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,2000000,423.6079,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,2500000,688.19855,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,3000000,787.9809,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,3500000,1014.3879,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,4000000,5088.834,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,4500000,5113.575,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
-28,5000000,5123.132,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,4
+23,500000,509.8525,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,1000000,1997.3114,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,1500000,1173.481,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,2000000,1349.6248,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,2500000,138.18758,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,3000000,235.575,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,3500000,120.66361,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,4000000,123.06091,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,4500000,66.865234,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+23,5000000,65.2734,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,4
+24,500000,573.76904,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,1000000,4010.4966,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,1500000,1274.4255,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,2000000,1684.6829,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,2500000,818.11005,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,3000000,3702.441,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,3500000,328.31552,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,4000000,838.10895,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,4500000,1183.8479,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+24,5000000,229.86595,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,4
+25,500000,402.38144,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,1000000,3053.3276,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,1500000,6463.6924,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,2000000,5952.3823,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,2500000,2145.877,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,3000000,4404.9717,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,3500000,4882.2144,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,4000000,2742.6365,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,4500000,3112.7695,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+25,5000000,6098.423,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,4
+26,500000,572.4321,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,1000000,1713.9293,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,1500000,4463.4688,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,2000000,2444.5198,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,2500000,2976.2935,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,3000000,686.99225,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,3500000,763.3225,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,4000000,4255.372,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,4500000,6108.7217,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+26,5000000,2822.0518,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,4
+27,500000,212.91476,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,1000000,212.63336,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,1500000,213.22829,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,2000000,213.06006,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,2500000,212.52618,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,3000000,212.72116,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,3500000,212.35805,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,4000000,213.08136,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,4500000,212.41101,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+27,5000000,212.58447,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,4
+28,500000,354.35474,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,1000000,338.56735,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,1500000,494.6938,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,2000000,423.6079,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,2500000,688.19855,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,3000000,787.9809,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,3500000,1014.3879,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,4000000,5088.834,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,4500000,5113.575,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
+28,5000000,5123.132,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,4
 29,500000,229.41809,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,1000000,235.0593,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,1500000,405.3062,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
@@ -15659,16 +15659,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,627.08374,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,4500000,1861.2379,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,5000000,3370.0857,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
-30,500000,854.5799,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,1000000,1785.751,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,1500000,1048.6442,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,2000000,4904.923,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,2500000,683.44385,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,3000000,1040.6018,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,3500000,2492.9497,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,4000000,1357.4165,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,4500000,1340.1797,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
-30,5000000,3740.114,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,4
+30,500000,854.5799,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,1000000,1785.751,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,1500000,1048.6442,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,2000000,4904.923,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,2500000,683.44385,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,3000000,1040.6018,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,3500000,2492.9497,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,4000000,1357.4165,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,4500000,1340.1797,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
+30,5000000,3740.114,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,4
 31,500000,377.9389,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,1000000,382.36182,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,1500000,329.86655,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
@@ -15679,46 +15679,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,305.69183,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,4500000,312.41452,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,5000000,308.2898,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
-32,500000,3057.5947,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,1000000,4605.312,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,1500000,2662.2566,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,2000000,3050.9136,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,2500000,4224.4697,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,3000000,1781.5376,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,3500000,3843.771,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,4000000,3239.4055,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,4500000,297.1949,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-32,5000000,4276.7876,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,4
-33,500000,663.1047,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,1000000,5900.677,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,1500000,6487.296,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,2000000,4175.369,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,2500000,1411.137,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,3000000,5864.0024,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,3500000,4082.4097,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,4000000,804.68353,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,4500000,7712.0713,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-33,5000000,7044.8657,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,4
-34,500000,214.30142,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,1000000,214.20724,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,1500000,214.29305,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,2000000,214.49426,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,2500000,214.0774,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,3000000,214.28633,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,3500000,214.37827,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,4000000,214.02121,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,4500000,214.92976,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-34,5000000,214.16296,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,4
-35,500000,4092.8145,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,1000000,1619.3711,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,1500000,263.04022,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,2000000,206.82016,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,2500000,153.94453,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,3000000,68.83649,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,3500000,73.91802,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,4000000,78.14676,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,4500000,84.57646,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
-35,5000000,73.72317,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,4
+32,500000,3057.5947,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,1000000,4605.312,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,1500000,2662.2566,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,2000000,3050.9136,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,2500000,4224.4697,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,3000000,1781.5376,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,3500000,3843.771,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,4000000,3239.4055,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,4500000,297.1949,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+32,5000000,4276.7876,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,4
+33,500000,663.1047,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,1000000,5900.677,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,1500000,6487.296,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,2000000,4175.369,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,2500000,1411.137,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,3000000,5864.0024,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,3500000,4082.4097,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,4000000,804.68353,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,4500000,7712.0713,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+33,5000000,7044.8657,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,4
+34,500000,214.30142,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,1000000,214.20724,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,1500000,214.29305,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,2000000,214.49426,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,2500000,214.0774,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,3000000,214.28633,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,3500000,214.37827,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,4000000,214.02121,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,4500000,214.92976,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+34,5000000,214.16296,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,4
+35,500000,4092.8145,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,1000000,1619.3711,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,1500000,263.04022,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,2000000,206.82016,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,2500000,153.94453,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,3000000,68.83649,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,3500000,73.91802,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,4000000,78.14676,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,4500000,84.57646,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
+35,5000000,73.72317,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,4
 36,500000,258.9178,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,1000000,316.1244,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,1500000,322.34308,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
@@ -15729,26 +15729,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,484.461,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,4500000,529.14026,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,5000000,417.46088,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
-37,500000,286.6938,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,1000000,255.91527,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,1500000,341.4111,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,2000000,417.64343,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,2500000,326.26904,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,3000000,396.88412,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,3500000,445.08472,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,4000000,507.893,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,4500000,496.0961,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-37,5000000,419.92145,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
-38,500000,209.90118,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,1000000,209.86624,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,1500000,209.7825,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,2000000,210.07677,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,2500000,210.06555,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,3000000,209.94392,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,3500000,210.01645,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,4000000,209.75085,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,4500000,210.02818,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
-38,5000000,210.32486,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,4
+37,500000,286.6938,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,1000000,255.91527,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,1500000,341.4111,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,2000000,417.64343,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,2500000,326.26904,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,3000000,396.88412,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,3500000,445.08472,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,4000000,507.893,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,4500000,496.0961,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+37,5000000,419.92145,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,4
+38,500000,209.90118,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,1000000,209.86624,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,1500000,209.7825,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,2000000,210.07677,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,2500000,210.06555,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,3000000,209.94392,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,3500000,210.01645,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,4000000,209.75085,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,4500000,210.02818,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
+38,5000000,210.32486,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
 39,500000,468.23883,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,1000000,461.1965,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,1500000,664.8657,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
@@ -15759,16 +15759,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,3909.1636,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,4500000,3778.0168,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,5000000,4105.1665,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
-40,500000,249.6094,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,1000000,436.7121,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,1500000,285.379,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,2000000,273.7207,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,2500000,336.90167,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,3000000,521.037,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,3500000,282.78534,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,4000000,486.98535,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,4500000,450.34113,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,5000000,344.26862,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
+40,500000,249.6094,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,1000000,436.7121,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,1500000,285.379,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,2000000,273.7207,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,2500000,336.90167,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,3000000,521.037,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,3500000,282.78534,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,4000000,486.98535,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,4500000,450.34113,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,5000000,344.26862,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
 41,500000,215.05777,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,1000000,214.15842,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,1500000,215.03592,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
@@ -15779,36 +15779,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,213.93237,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,4500000,214.06503,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,5000000,214.16635,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
-42,500000,379.8023,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,1000000,289.93384,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,1500000,454.35007,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,2000000,690.6663,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,2500000,2596.0645,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,3000000,4808.8535,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,3500000,4854.3965,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,4000000,4761.7344,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,4500000,4656.0205,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,5000000,4563.728,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-43,500000,2083.478,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,1000000,5108.083,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,1500000,2626.8254,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,2000000,2421.1553,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,2500000,4284.9004,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,3000000,358.70355,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,3500000,3169.998,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,4000000,1613.3492,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,4500000,3879.9648,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-43,5000000,2723.4766,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,4
-44,500000,210.44403,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,1000000,210.3505,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,1500000,210.55936,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,2000000,210.40498,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,2500000,210.25256,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,3000000,210.50635,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,3500000,210.30865,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,4000000,210.55806,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,4500000,210.2695,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
-44,5000000,210.43536,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,4
+42,500000,379.8023,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,1000000,289.93384,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,1500000,454.35007,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,2000000,690.6663,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,2500000,2596.0645,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,3000000,4808.8535,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,3500000,4854.3965,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,4000000,4761.7344,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,4500000,4656.0205,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+42,5000000,4563.728,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,4
+43,500000,2083.478,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,1000000,5108.083,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,1500000,2626.8254,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,2000000,2421.1553,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,2500000,4284.9004,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,3000000,358.70355,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,3500000,3169.998,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,4000000,1613.3492,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,4500000,3879.9648,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+43,5000000,2723.4766,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,4
+44,500000,210.44403,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,1000000,210.3505,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,1500000,210.55936,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,2000000,210.40498,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,2500000,210.25256,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,3000000,210.50635,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,3500000,210.30865,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,4000000,210.55806,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,4500000,210.2695,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,5000000,210.43536,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
 45,500000,444.1117,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,1000000,596.0034,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,1500000,1635.9146,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
@@ -15819,26 +15819,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4278.8315,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,4500000,4627.5215,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,5000000,4605.3257,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
-46,500000,438.2213,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,1000000,2783.3843,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,1500000,2633.5488,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,2000000,4374.411,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,2500000,3380.7546,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,3000000,2945.8425,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,3500000,2617.192,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,4000000,3501.4175,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,4500000,3178.0813,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,5000000,2980.2324,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-47,500000,384.3297,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,1000000,3942.3213,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,1500000,5487.6826,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,2000000,5313.6553,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,2500000,2244.6821,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,3000000,4524.673,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,3500000,5397.3906,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,4000000,4696.3975,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,4500000,6091.343,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
-47,5000000,5294.2314,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,4
+46,500000,438.2213,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,1000000,2783.3843,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,1500000,2633.5488,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,2000000,4374.411,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,2500000,3380.7546,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,3000000,2945.8425,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,3500000,2617.192,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,4000000,3501.4175,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,4500000,3178.0813,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+46,5000000,2980.2324,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,4
+47,500000,384.3297,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,1000000,3942.3213,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,1500000,5487.6826,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,2000000,5313.6553,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,2500000,2244.6821,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,3000000,4524.673,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,3500000,5397.3906,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,4000000,4696.3975,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,4500000,6091.343,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
+47,5000000,5294.2314,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
 48,500000,827.8388,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,4
 48,1000000,4511.4863,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,4
 48,1500000,3881.878,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,4
@@ -15869,16 +15869,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,3654.6636,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,4
 50,4500000,5189.3486,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,4
 50,5000000,4871.6143,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,4
-51,500000,398.20874,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,1000000,5792.422,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,1500000,6017.3994,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,2000000,6494.0884,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,2500000,3126.3398,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,3000000,5893.4478,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,3500000,6447.7344,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,4000000,7423.8945,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,4500000,6844.867,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
-51,5000000,6662.244,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
+51,500000,398.20874,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,1000000,5792.422,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,1500000,6017.3994,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,2000000,6494.0884,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,2500000,3126.3398,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,3000000,5893.4478,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,3500000,6447.7344,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,4000000,7423.8945,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,4500000,6844.867,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,5000000,6662.244,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
 52,500000,354.89722,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,1000000,448.82318,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,1500000,559.97266,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
@@ -15889,66 +15889,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,3493.7427,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,4500000,2415.4316,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,5000000,2873.1467,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
-53,500000,254.45383,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,1000000,290.71545,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,1500000,493.8947,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,2000000,382.34894,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,2500000,270.4474,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,3000000,322.20123,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,3500000,558.369,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,4000000,501.42438,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,4500000,449.174,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,5000000,408.86295,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-54,500000,674.4282,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,1000000,4509.948,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,1500000,4380.5728,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,2000000,4498.203,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,2500000,4754.9517,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,3000000,4822.518,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,3500000,4721.617,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,4000000,4783.6196,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,4500000,4632.4443,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
-54,5000000,4852.2773,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,4
+53,500000,254.45383,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,1000000,290.71545,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,1500000,493.8947,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,2000000,382.34894,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,2500000,270.4474,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,3000000,322.20123,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,3500000,558.369,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,4000000,501.42438,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,4500000,449.174,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+53,5000000,408.86295,512,False,495568,1.58e-06,982,0.13248206,False,,,,,4
+54,500000,674.4282,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,1000000,4509.948,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,1500000,4380.5728,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,2000000,4498.203,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,2500000,4754.9517,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,3000000,4822.518,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,3500000,4721.617,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,4000000,4783.6196,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,4500000,4632.4443,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
+54,5000000,4852.2773,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
 55,500000,393.9165,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,1000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,1500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,2000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,2500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,3000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,3500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,4000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,4500000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-55,5000000,NaN,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
-56,500000,213.48166,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,1000000,213.61295,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,1500000,213.01476,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,2000000,213.36035,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,2500000,213.0856,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,3000000,213.2916,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,3500000,212.86163,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,4000000,213.12512,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,4500000,213.16458,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-56,5000000,213.10764,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,4
-57,500000,323.32285,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,1000000,370.72894,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,1500000,276.40305,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,2000000,456.2819,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,2500000,331.70337,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,3000000,529.16327,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,3500000,461.07086,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,4000000,677.5432,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,4500000,1197.1084,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-57,5000000,2929.954,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,4
-58,500000,206.38867,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,1000000,206.69766,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,1500000,206.48183,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,2000000,206.76479,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,2500000,206.73492,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,3000000,206.87735,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,3500000,206.75888,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,4000000,206.76817,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,4500000,207.09268,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
-58,5000000,206.96498,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,4
+55,1000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,1500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,2000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,2500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,3000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,3500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,4000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,4500000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+55,5000000,,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
+56,500000,213.48166,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,1000000,213.61295,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,1500000,213.01476,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,2000000,213.36035,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,2500000,213.0856,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,3000000,213.2916,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,3500000,212.86163,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,4000000,213.12512,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,4500000,213.16458,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+56,5000000,213.10764,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,4
+57,500000,323.32285,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,1000000,370.72894,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,1500000,276.40305,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,2000000,456.2819,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,2500000,331.70337,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,3000000,529.16327,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,3500000,461.07086,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,4000000,677.5432,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,4500000,1197.1084,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+57,5000000,2929.954,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,4
+58,500000,206.38867,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,1000000,206.69766,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,1500000,206.48183,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,2000000,206.76479,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,2500000,206.73492,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,3000000,206.87735,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,3500000,206.75888,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,4000000,206.76817,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,4500000,207.09268,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
+58,5000000,206.96498,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
 59,500000,215.37248,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,1000000,402.6498,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,1500000,467.32544,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
@@ -15959,46 +15959,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,3740.0544,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,4500000,1700.4272,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,5000000,2713.629,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
-60,500000,348.34607,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,1000000,1222.7871,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,1500000,3803.8752,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,2000000,4583.169,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,2500000,4345.127,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,3000000,4579.6025,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,3500000,4628.7905,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,4000000,4515.697,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,4500000,4575.2188,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,5000000,4623.5957,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-61,500000,403.5102,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,1000000,333.59418,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,1500000,434.57678,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,2000000,422.17905,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,2500000,423.92053,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,3000000,442.04364,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,3500000,433.7645,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,4000000,456.4344,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,4500000,459.69455,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-61,5000000,452.29822,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,4
-62,500000,497.76303,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,1000000,856.4298,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,1500000,1228.2766,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,2000000,4547.374,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,2500000,1911.1515,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,3000000,2103.7654,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,3500000,6614.2246,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,4000000,4171.7754,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,4500000,6138.4033,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-62,5000000,4687.3525,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,4
-63,500000,431.6211,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,1000000,383.92444,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,1500000,557.1723,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,2000000,757.08984,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,2500000,1370.8472,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,3000000,4123.243,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,3500000,4339.0654,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,4000000,4530.5176,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,4500000,4517.333,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
-63,5000000,4361.925,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,4
+60,500000,348.34607,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,1000000,1222.7871,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,1500000,3803.8752,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,2000000,4583.169,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,2500000,4345.127,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,3000000,4579.6025,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,3500000,4628.7905,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,4000000,4515.697,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,4500000,4575.2188,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+60,5000000,4623.5957,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,4
+61,500000,403.5102,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,1000000,333.59418,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,1500000,434.57678,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,2000000,422.17905,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,2500000,423.92053,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,3000000,442.04364,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,3500000,433.7645,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,4000000,456.4344,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,4500000,459.69455,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+61,5000000,452.29822,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,4
+62,500000,497.76303,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,1000000,856.4298,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,1500000,1228.2766,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,2000000,4547.374,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,2500000,1911.1515,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,3000000,2103.7654,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,3500000,6614.2246,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,4000000,4171.7754,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,4500000,6138.4033,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+62,5000000,4687.3525,512,False,220480,0.00107533,11522,1.86025571,False,,,,,4
+63,500000,431.6211,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,1000000,383.92444,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,1500000,557.1723,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,2000000,757.08984,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,2500000,1370.8472,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,3000000,4123.243,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,3500000,4339.0654,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,4000000,4530.5176,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,4500000,4517.333,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,5000000,4361.925,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
 64,500000,162.4762,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,1000000,131.63663,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,1500000,357.56226,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
@@ -16009,26 +16009,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,426.5458,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,4500000,484.6358,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,5000000,525.5022,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
-65,500000,344.6836,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,1000000,529.96094,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,1500000,1061.3304,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,2000000,3657.4756,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,2500000,4557.8423,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,3000000,4930.807,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,3500000,5101.97,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,4000000,5711.4707,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,4500000,5736.9346,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,5000000,5638.2837,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-66,500000,1035.5437,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,1000000,4663.4976,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,1500000,4202.34,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,2000000,4064.3076,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,2500000,4112.3774,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,3000000,4712.501,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,3500000,4443.758,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,4000000,4314.714,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,4500000,4486.445,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
-66,5000000,4714.6367,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,4
+65,500000,344.6836,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,1000000,529.96094,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,1500000,1061.3304,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,2000000,3657.4756,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,2500000,4557.8423,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,3000000,4930.807,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,3500000,5101.97,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,4000000,5711.4707,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,4500000,5736.9346,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+65,5000000,5638.2837,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,4
+66,500000,1035.5437,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,1000000,4663.4976,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,1500000,4202.34,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,2000000,4064.3076,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,2500000,4112.3774,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,3000000,4712.501,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,3500000,4443.758,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,4000000,4314.714,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,4500000,4486.445,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,5000000,4714.6367,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
 67,500000,205.5427,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,1000000,347.74475,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,1500000,320.7251,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
@@ -16039,26 +16039,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,703.125,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,4500000,1189.0615,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,5000000,3266.6982,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
-68,500000,2143.1792,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,1000000,1215.0654,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,1500000,1047.0865,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,2000000,4631.5723,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,2500000,1806.3254,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,3000000,3317.4722,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,3500000,4702.201,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,4000000,1032.9866,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,4500000,5163.54,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,5000000,4704.454,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-69,500000,374.63763,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,1000000,1931.8884,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,1500000,6018.478,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,2000000,5036.3877,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,2500000,3119.2288,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,3000000,5971.3887,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,3500000,3925.9668,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,4000000,6665.879,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,4500000,3603.334,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
-69,5000000,6852.5093,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,4
+68,500000,2143.1792,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,1000000,1215.0654,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,1500000,1047.0865,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,2000000,4631.5723,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,2500000,1806.3254,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,3000000,3317.4722,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,3500000,4702.201,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,4000000,1032.9866,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,4500000,5163.54,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+68,5000000,4704.454,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,4
+69,500000,374.63763,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,1000000,1931.8884,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,1500000,6018.478,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,2000000,5036.3877,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,2500000,3119.2288,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,3000000,5971.3887,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,3500000,3925.9668,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,4000000,6665.879,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,4500000,3603.334,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
+69,5000000,6852.5093,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
 70,500000,391.28247,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,1000000,492.79495,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,1500000,619.50507,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
@@ -16069,16 +16069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4961.5215,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,4500000,4808.657,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,5000000,4469.2197,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
-71,500000,348.7681,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,1000000,486.50125,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,1500000,391.38962,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,2000000,379.37375,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,2500000,381.4726,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,3000000,391.297,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,3500000,575.4767,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,4000000,968.30237,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,4500000,3782.247,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
-71,5000000,4552.0605,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,4
+71,500000,348.7681,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,1000000,486.50125,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,1500000,391.38962,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,2000000,379.37375,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,2500000,381.4726,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,3000000,391.297,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,3500000,575.4767,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,4000000,968.30237,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,4500000,3782.247,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
+71,5000000,4552.0605,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
 72,500000,207.54514,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,1000000,207.27025,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,1500000,207.6268,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
@@ -16089,16 +16089,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,208.0759,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,4500000,207.85617,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,5000000,208.01706,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
-73,500000,207.84427,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,1000000,207.75185,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,1500000,207.94699,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,2000000,208.30695,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,2500000,208.08542,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,3000000,208.43353,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,3500000,207.96713,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,4000000,208.555,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,4500000,208.4498,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
-73,5000000,208.75337,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,4
+73,500000,207.84427,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,1000000,207.75185,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,1500000,207.94699,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,2000000,208.30695,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,2500000,208.08542,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,3000000,208.43353,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,3500000,207.96713,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,4000000,208.555,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,4500000,208.4498,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
+73,5000000,208.75337,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,4
 74,500000,720.2276,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,4
 74,1000000,3130.1533,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,4
 74,1500000,4482.1235,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,4
@@ -16129,56 +16129,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,4566.3984,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,4
 76,4500000,254.2648,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,4
 76,5000000,158.07617,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,4
-77,500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,1000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,1500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,2000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,2500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,3000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,3500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,4000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,4500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-77,5000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,4
-78,500000,212.87338,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,1000000,213.07637,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,1500000,212.74957,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,2000000,213.28752,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,2500000,212.81384,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,3000000,212.85739,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,3500000,212.59322,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,4000000,212.73763,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,4500000,213.3386,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-78,5000000,213.23138,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,4
-79,500000,3219.6829,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,1000000,3912.207,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,1500000,3306.8745,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,2000000,4202.384,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,2500000,4751.867,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,3000000,4847.642,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,3500000,3882.4478,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,4000000,4164.286,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,4500000,1481.5933,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-79,5000000,668.5763,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,4
-80,500000,391.90057,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,1000000,448.27576,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,1500000,1101.9819,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,2000000,929.0174,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,2500000,1484.5618,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,3000000,1773.862,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,3500000,2258.9985,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,4000000,2232.1355,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,4500000,3339.8254,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-80,5000000,2759.5605,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,4
-81,500000,547.08234,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,1000000,3205.8281,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,1500000,5211.6646,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,2000000,2825.326,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,2500000,4405.1777,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,3000000,4189.1626,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,3500000,913.1384,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,4000000,315.91647,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,4500000,4420.5537,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
-81,5000000,5292.729,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,4
+77,500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,1000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,1500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,2000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,2500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,3000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,3500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,4000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,4500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+77,5000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,4
+78,500000,212.87338,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,1000000,213.07637,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,1500000,212.74957,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,2000000,213.28752,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,2500000,212.81384,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,3000000,212.85739,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,3500000,212.59322,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,4000000,212.73763,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,4500000,213.3386,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+78,5000000,213.23138,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,4
+79,500000,3219.6829,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,1000000,3912.207,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,1500000,3306.8745,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,2000000,4202.384,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,2500000,4751.867,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,3000000,4847.642,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,3500000,3882.4478,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,4000000,4164.286,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,4500000,1481.5933,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+79,5000000,668.5763,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,4
+80,500000,391.90057,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,1000000,448.27576,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,1500000,1101.9819,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,2000000,929.0174,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,2500000,1484.5618,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,3000000,1773.862,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,3500000,2258.9985,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,4000000,2232.1355,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,4500000,3339.8254,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+80,5000000,2759.5605,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,4
+81,500000,547.08234,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,1000000,3205.8281,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,1500000,5211.6646,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,2000000,2825.326,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,2500000,4405.1777,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,3000000,4189.1626,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,3500000,913.1384,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,4000000,315.91647,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,4500000,4420.5537,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,5000000,5292.729,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
 82,500000,213.20415,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,1000000,213.4031,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,1500000,213.91641,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
@@ -16189,26 +16189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,213.51784,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,4500000,213.3936,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,5000000,213.61084,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
-83,500000,478.1737,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,1000000,1380.4951,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,1500000,4478.397,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,2000000,4372.5537,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,2500000,4355.0205,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,3000000,4314.9043,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,3500000,4290.7783,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,4000000,4309.6177,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,4500000,4468.242,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,5000000,4494.2324,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-84,500000,342.28763,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,1000000,455.9024,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,1500000,238.23442,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,2000000,387.13104,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,2500000,368.72302,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,3000000,412.5382,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,3500000,433.92563,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,4000000,357.35028,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,4500000,395.04672,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
-84,5000000,575.686,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,4
+83,500000,478.1737,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,1000000,1380.4951,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,1500000,4478.397,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,2000000,4372.5537,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,2500000,4355.0205,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,3000000,4314.9043,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,3500000,4290.7783,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,4000000,4309.6177,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,4500000,4468.242,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+83,5000000,4494.2324,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,4
+84,500000,342.28763,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,1000000,455.9024,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,1500000,238.23442,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,2000000,387.13104,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,2500000,368.72302,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,3000000,412.5382,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,3500000,433.92563,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,4000000,357.35028,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,4500000,395.04672,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,5000000,575.686,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
 85,500000,828.9813,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,4
 85,1000000,4263.4443,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,4
 85,1500000,4459.5107,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,4
@@ -16229,46 +16229,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,367.28992,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,4
 86,4500000,399.99854,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,4
 86,5000000,389.0318,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,4
-87,500000,534.3641,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,1000000,515.2488,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,1500000,2401.249,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,2000000,4745.375,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,2500000,4522.2383,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,3000000,4685.088,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,3500000,4588.3276,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,4000000,4027.4897,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,4500000,4508.254,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,5000000,4466.8057,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-88,500000,284.66116,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,1000000,253.62788,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,1500000,417.6703,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,2000000,442.82855,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,2500000,367.1015,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,3000000,565.48114,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,3500000,812.1194,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,4000000,1208.203,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,4500000,2989.0786,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-88,5000000,4126.6846,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,4
-89,500000,4285.155,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,1000000,1814.6674,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,1500000,5002.2275,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,2000000,4912.166,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,2500000,1098.3881,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,3000000,1003.0688,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,3500000,3746.858,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,4000000,3102.5105,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,4500000,436.91028,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-89,5000000,4906.655,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,4
-90,500000,344.67212,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,1000000,492.97583,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,1500000,1741.2096,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,2000000,2279.4312,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,2500000,3867.8545,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,3000000,3391.3953,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,3500000,4084.497,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,4000000,3448.218,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,4500000,3779.676,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
-90,5000000,3999.2012,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,4
+87,500000,534.3641,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,1000000,515.2488,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,1500000,2401.249,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,2000000,4745.375,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,2500000,4522.2383,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,3000000,4685.088,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,3500000,4588.3276,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,4000000,4027.4897,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,4500000,4508.254,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+87,5000000,4466.8057,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,4
+88,500000,284.66116,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,1000000,253.62788,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,1500000,417.6703,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,2000000,442.82855,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,2500000,367.1015,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,3000000,565.48114,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,3500000,812.1194,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,4000000,1208.203,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,4500000,2989.0786,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+88,5000000,4126.6846,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,4
+89,500000,4285.155,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,1000000,1814.6674,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,1500000,5002.2275,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,2000000,4912.166,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,2500000,1098.3881,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,3000000,1003.0688,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,3500000,3746.858,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,4000000,3102.5105,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,4500000,436.91028,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+89,5000000,4906.655,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,4
+90,500000,344.67212,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,1000000,492.97583,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,1500000,1741.2096,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,2000000,2279.4312,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,2500000,3867.8545,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,3000000,3391.3953,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,3500000,4084.497,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,4000000,3448.218,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,4500000,3779.676,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
+90,5000000,3999.2012,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,4
 91,500000,112.487885,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,1000000,230.14825,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,1500000,268.25482,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
@@ -16279,26 +16279,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,498.0389,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,4500000,478.37866,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,5000000,532.0914,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
-92,500000,335.4048,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,1000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,1500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,2000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,2500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,3000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,3500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,4000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,4500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-92,5000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
-93,500000,447.34692,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,1000000,1250.9138,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,1500000,4833.734,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,2000000,4584.5654,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,2500000,4839.457,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,3000000,2545.145,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,3500000,4758.0957,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,4000000,4941.9854,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,4500000,1441.1284,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
-93,5000000,4390.8125,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,4
+92,500000,335.4048,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,1000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,1500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,2000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,2500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,3000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,3500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,4000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,4500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+92,5000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,4
+93,500000,447.34692,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,1000000,1250.9138,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,1500000,4833.734,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,2000000,4584.5654,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,2500000,4839.457,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,3000000,2545.145,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,3500000,4758.0957,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,4000000,4941.9854,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,4500000,1441.1284,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
+93,5000000,4390.8125,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,4
 94,500000,516.88184,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,1000000,1003.8641,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,1500000,3806.7212,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
@@ -16309,66 +16309,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4431.3213,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,4500000,4482.4146,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,5000000,4265.6377,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
-95,500000,2911.6853,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,1000000,4533.8154,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,1500000,5091.9604,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,2000000,5115.3037,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,2500000,5010.534,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,3000000,5003.087,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,3500000,4800.4854,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,4000000,4983.6465,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,4500000,5280.0215,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-95,5000000,5238.8003,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,4
-96,500000,2256.9453,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,1000000,4956.738,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,1500000,4891.258,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,2000000,4840.7593,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,2500000,5048.535,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,3000000,3615.6392,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,3500000,4642.4717,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,4000000,5152.346,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,4500000,5266.171,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-96,5000000,3516.147,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,4
-97,500000,230.95444,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,1000000,255.96472,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,1500000,183.45291,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,2000000,293.52637,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,2500000,538.74133,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,3000000,343.3437,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,3500000,337.4729,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,4000000,482.22275,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,4500000,640.00964,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-97,5000000,887.15375,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,4
-98,500000,421.99548,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,1000000,2720.5825,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,1500000,5084.486,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,2000000,2051.9468,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,2500000,2420.2375,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,3000000,6688.923,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,3500000,6457.5977,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,4000000,6922.9883,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,4500000,4890.0137,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-98,5000000,5967.4814,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,4
-99,500000,558.2598,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,1000000,1657.508,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,1500000,1772.6162,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,2000000,2275.8118,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,2500000,3578.6123,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,3000000,469.95868,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,3500000,4312.8403,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,4000000,2685.3171,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,4500000,1730.7341,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-99,5000000,784.051,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,4
-100,500000,278.2124,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,1000000,947.4851,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,1500000,1145.6486,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,2000000,1112.9701,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,2500000,1641.1678,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,3000000,2239.4624,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,3500000,5488.258,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,4000000,3678.0068,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,4500000,4053.0903,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
-100,5000000,2664.6147,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,4
+95,500000,2911.6853,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,1000000,4533.8154,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,1500000,5091.9604,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,2000000,5115.3037,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,2500000,5010.534,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,3000000,5003.087,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,3500000,4800.4854,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,4000000,4983.6465,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,4500000,5280.0215,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+95,5000000,5238.8003,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,4
+96,500000,2256.9453,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,1000000,4956.738,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,1500000,4891.258,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,2000000,4840.7593,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,2500000,5048.535,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,3000000,3615.6392,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,3500000,4642.4717,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,4000000,5152.346,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,4500000,5266.171,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+96,5000000,3516.147,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,4
+97,500000,230.95444,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,1000000,255.96472,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,1500000,183.45291,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,2000000,293.52637,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,2500000,538.74133,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,3000000,343.3437,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,3500000,337.4729,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,4000000,482.22275,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,4500000,640.00964,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+97,5000000,887.15375,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,4
+98,500000,421.99548,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,1000000,2720.5825,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,1500000,5084.486,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,2000000,2051.9468,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,2500000,2420.2375,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,3000000,6688.923,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,3500000,6457.5977,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,4000000,6922.9883,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,4500000,4890.0137,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+98,5000000,5967.4814,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,4
+99,500000,558.2598,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,1000000,1657.508,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,1500000,1772.6162,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,2000000,2275.8118,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,2500000,3578.6123,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,3000000,469.95868,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,3500000,4312.8403,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,4000000,2685.3171,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,4500000,1730.7341,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+99,5000000,784.051,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,4
+100,500000,278.2124,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,1000000,947.4851,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,1500000,1145.6486,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,2000000,1112.9701,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,2500000,1641.1678,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,3000000,2239.4624,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,3500000,5488.258,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,4000000,3678.0068,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,4500000,4053.0903,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
+100,5000000,2664.6147,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
 101,500000,463.48764,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,4
 101,1000000,741.72614,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,4
 101,1500000,239.26111,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,4
@@ -16389,16 +16389,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,211.9988,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,4
 102,4500000,211.68784,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,4
 102,5000000,211.87274,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,4
-103,500000,213.09521,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,1000000,213.13576,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,1500000,212.62592,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,2000000,212.80011,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,2500000,213.02,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,3000000,213.35413,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,3500000,212.12665,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,4000000,212.38333,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,4500000,212.81558,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,5000000,213.21553,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
+103,500000,213.09521,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,1000000,213.13576,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,1500000,212.62592,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,2000000,212.80011,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,2500000,213.02,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,3000000,213.35413,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,3500000,212.12665,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,4000000,212.38333,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,4500000,212.81558,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
+103,5000000,213.21553,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
 104,500000,1690.5865,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,4
 104,1000000,4427.5347,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,4
 104,1500000,4038.2915,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,4
@@ -16429,26 +16429,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,210.93652,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,4
 106,4500000,210.41452,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,4
 106,5000000,210.59447,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,4
-107,500000,873.33246,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,1000000,4402.0566,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,1500000,79.65866,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,2000000,92.791626,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,2500000,46.085464,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,3000000,55.893936,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,3500000,52.98421,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,4000000,48.276653,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,4500000,51.988525,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,5000000,54.54934,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-108,500000,213.8392,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,1000000,214.03204,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,1500000,213.30103,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,2000000,213.90497,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,2500000,213.6174,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,3000000,213.50763,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,3500000,212.93547,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,4000000,212.94182,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,4500000,213.27184,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
-108,5000000,213.2308,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,4
+107,500000,873.33246,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,1000000,4402.0566,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,1500000,79.65866,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,2000000,92.791626,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,2500000,46.085464,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,3000000,55.893936,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,3500000,52.98421,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,4000000,48.276653,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,4500000,51.988525,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+107,5000000,54.54934,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,4
+108,500000,213.8392,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,1000000,214.03204,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,1500000,213.30103,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,2000000,213.90497,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,2500000,213.6174,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,3000000,213.50763,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,3500000,212.93547,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,4000000,212.94182,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,4500000,213.27184,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
+108,5000000,213.2308,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,4
 109,500000,210.00175,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,1000000,210.11368,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,1500000,210.15692,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
@@ -16459,26 +16459,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,210.37268,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,4500000,210.58795,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,5000000,210.16302,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
-110,500000,284.92096,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,1000000,213.73022,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,1500000,328.54758,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,2000000,312.13184,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,2500000,366.1507,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,3000000,401.67215,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,3500000,390.65808,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,4000000,368.26883,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,4500000,491.60294,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,5000000,429.68915,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-111,500000,214.47955,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,1000000,214.29419,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,1500000,214.36577,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,2000000,213.9786,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,2500000,214.23276,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,3000000,214.29474,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,3500000,214.22754,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,4000000,214.26831,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,4500000,213.97484,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
-111,5000000,214.52237,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,4
+110,500000,284.92096,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,1000000,213.73022,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,1500000,328.54758,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,2000000,312.13184,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,2500000,366.1507,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,3000000,401.67215,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,3500000,390.65808,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,4000000,368.26883,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,4500000,491.60294,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+110,5000000,429.68915,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,4
+111,500000,214.47955,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,1000000,214.29419,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,1500000,214.36577,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,2000000,213.9786,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,2500000,214.23276,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,3000000,214.29474,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,3500000,214.22754,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,4000000,214.26831,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,4500000,213.97484,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
+111,5000000,214.52237,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,4
 112,500000,2897.629,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,1000000,1655.3615,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,1500000,76.007614,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
@@ -16489,36 +16489,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,135.7894,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,4500000,148.74353,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,5000000,137.8971,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
-113,500000,470.64468,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,1000000,2617.0972,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,1500000,3294.3164,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,2000000,4034.7178,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,2500000,4573.944,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,3000000,4373.3066,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,3500000,2007.4534,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,4000000,4900.7007,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,4500000,4215.1953,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,5000000,3571.607,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-114,500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,1000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,1500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,2000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,2500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,3000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,3500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,4000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,4500000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-114,5000000,NaN,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
-115,500000,191.18646,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,1000000,97.503044,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,1500000,237.28339,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,2000000,230.42387,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,2500000,217.31705,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,3000000,206.17224,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,3500000,98.22143,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,4000000,364.6873,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,4500000,204.60744,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
-115,5000000,233.1897,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,4
+113,500000,470.64468,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,1000000,2617.0972,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,1500000,3294.3164,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,2000000,4034.7178,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,2500000,4573.944,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,3000000,4373.3066,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,3500000,2007.4534,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,4000000,4900.7007,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,4500000,4215.1953,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+113,5000000,3571.607,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
+114,500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,1000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,1500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,2000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,2500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,3000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,3500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,4000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,4500000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+114,5000000,,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
+115,500000,191.18646,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,1000000,97.503044,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,1500000,237.28339,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,2000000,230.42387,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,2500000,217.31705,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,3000000,206.17224,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,3500000,98.22143,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,4000000,364.6873,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,4500000,204.60744,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
+115,5000000,233.1897,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
 116,500000,1009.62317,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,4
 116,1000000,3567.358,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,4
 116,1500000,4119.5195,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,4
@@ -16539,76 +16539,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4352.745,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,4
 117,4500000,4396.3115,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,4
 117,5000000,4377.0146,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,4
-118,500000,245.52971,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,1000000,379.30762,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,1500000,430.4533,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,2000000,402.02518,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,2500000,491.81616,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,3000000,545.63086,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,3500000,626.0657,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,4000000,721.77655,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,4500000,952.81146,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-118,5000000,1098.2605,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,4
-119,500000,453.50836,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,1000000,1967.7747,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,1500000,2872.7935,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,2000000,4500.079,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,2500000,5743.16,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,3000000,7222.96,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,3500000,5559.2617,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,4000000,5911.309,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,4500000,7998.175,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-119,5000000,3559.942,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,4
-120,500000,440.26062,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,1000000,1535.7083,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,1500000,4381.0996,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,2000000,5333.3096,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,2500000,5171.3223,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,3000000,4873.7393,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,3500000,4060.319,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,4000000,3812.6802,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,4500000,3652.5574,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-120,5000000,3513.7017,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,4
-121,500000,444.675,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,1000000,4628.541,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,1500000,4053.8481,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,2000000,4495.932,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,2500000,4967.763,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,3000000,4640.7373,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,3500000,5961.319,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,4000000,6918.577,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,4500000,4934.3037,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-121,5000000,5224.111,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,4
-122,500000,1267.9138,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,1000000,1708.288,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,1500000,2022.5155,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,2000000,2518.481,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,2500000,1469.2212,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,3000000,1058.6768,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,3500000,4609.154,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,4000000,2128.0432,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,4500000,3314.6406,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-122,5000000,1823.7075,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,4
-123,500000,251.99031,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,1000000,365.08057,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,1500000,438.9035,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,2000000,462.22076,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,2500000,547.1741,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,3000000,620.34094,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,3500000,676.8953,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,4000000,989.0658,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,4500000,1729.5615,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-123,5000000,3061.4854,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,4
-124,500000,368.12445,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,1000000,392.40594,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,1500000,785.38324,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,2000000,1425.7001,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,2500000,4491.8555,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,3000000,4799.51,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,3500000,4975.3784,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,4000000,4851.414,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,4500000,5227.2607,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
-124,5000000,5093.497,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,4
+118,500000,245.52971,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,1000000,379.30762,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,1500000,430.4533,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,2000000,402.02518,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,2500000,491.81616,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,3000000,545.63086,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,3500000,626.0657,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,4000000,721.77655,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,4500000,952.81146,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+118,5000000,1098.2605,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,4
+119,500000,453.50836,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,1000000,1967.7747,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,1500000,2872.7935,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,2000000,4500.079,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,2500000,5743.16,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,3000000,7222.96,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,3500000,5559.2617,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,4000000,5911.309,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,4500000,7998.175,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+119,5000000,3559.942,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,4
+120,500000,440.26062,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,1000000,1535.7083,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,1500000,4381.0996,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,2000000,5333.3096,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,2500000,5171.3223,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,3000000,4873.7393,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,3500000,4060.319,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,4000000,3812.6802,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,4500000,3652.5574,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+120,5000000,3513.7017,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,4
+121,500000,444.675,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,1000000,4628.541,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,1500000,4053.8481,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,2000000,4495.932,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,2500000,4967.763,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,3000000,4640.7373,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,3500000,5961.319,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,4000000,6918.577,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,4500000,4934.3037,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+121,5000000,5224.111,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,4
+122,500000,1267.9138,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,1000000,1708.288,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,1500000,2022.5155,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,2000000,2518.481,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,2500000,1469.2212,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,3000000,1058.6768,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,3500000,4609.154,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,4000000,2128.0432,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,4500000,3314.6406,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+122,5000000,1823.7075,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,4
+123,500000,251.99031,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,1000000,365.08057,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,1500000,438.9035,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,2000000,462.22076,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,2500000,547.1741,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,3000000,620.34094,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,3500000,676.8953,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,4000000,989.0658,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,4500000,1729.5615,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+123,5000000,3061.4854,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,4
+124,500000,368.12445,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,1000000,392.40594,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,1500000,785.38324,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,2000000,1425.7001,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,2500000,4491.8555,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,3000000,4799.51,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,3500000,4975.3784,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,4000000,4851.414,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,4500000,5227.2607,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
+124,5000000,5093.497,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,4
 125,500000,441.14423,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,4
 125,1000000,510.92603,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,4
 125,1500000,1498.8274,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,4
@@ -16629,26 +16629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,3894.0317,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,4
 126,4500000,4316.3613,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,4
 126,5000000,4061.2905,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,4
-127,500000,538.807,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,1000000,3905.7275,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,1500000,4447.811,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,2000000,4425.549,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,2500000,4726.538,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,3000000,4638.508,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,3500000,4728.798,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,4000000,4314.176,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,4500000,4745.548,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-127,5000000,4652.0566,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,4
-128,500000,706.15674,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,1000000,734.8552,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,1500000,2098.081,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,2000000,291.34543,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,2500000,878.6099,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,3000000,622.3854,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,3500000,4597.3716,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,4000000,4791.9585,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,4500000,4473.9106,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
-128,5000000,3066.233,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,4
+127,500000,538.807,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,1000000,3905.7275,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,1500000,4447.811,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,2000000,4425.549,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,2500000,4726.538,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,3000000,4638.508,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,3500000,4728.798,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,4000000,4314.176,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,4500000,4745.548,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+127,5000000,4652.0566,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,4
+128,500000,706.15674,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,1000000,734.8552,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,1500000,2098.081,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,2000000,291.34543,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,2500000,878.6099,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,3000000,622.3854,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,3500000,4597.3716,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,4000000,4791.9585,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,4500000,4473.9106,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
+128,5000000,3066.233,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,4
 129,500000,350.2231,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,4
 129,1000000,444.41547,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,4
 129,1500000,507.26505,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,4
@@ -16663,42 +16663,42 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,1000000,235.25064,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
 130,1500000,295.52563,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
 130,2000000,195.38339,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-130,2500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-130,3000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-130,3500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-130,4000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-130,4500000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-130,5000000,NaN,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
-131,500000,270.99527,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,1000000,361.00665,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,1500000,402.13354,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,2000000,523.9546,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,2500000,719.2849,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,3000000,1268.7395,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,3500000,2856.525,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,4000000,4360.446,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,4500000,4457.64,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-131,5000000,4585.526,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,4
-132,500000,449.74097,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,1000000,4065.934,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,1500000,1676.8306,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,2000000,866.0047,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,2500000,701.9177,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,3000000,5080.4946,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,3500000,313.80353,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,4000000,7947.3545,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,4500000,328.271,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-132,5000000,733.7113,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,4
-133,500000,387.43805,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,1000000,1028.7388,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,1500000,3597.0393,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,2000000,5036.912,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,2500000,5356.291,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,3000000,5645.94,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,3500000,5251.3438,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,4000000,5570.4463,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,4500000,4700.832,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
-133,5000000,5762.716,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,4
+130,2500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
+130,3000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
+130,3500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
+130,4000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
+130,4500000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
+130,5000000,,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
+131,500000,270.99527,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,1000000,361.00665,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,1500000,402.13354,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,2000000,523.9546,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,2500000,719.2849,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,3000000,1268.7395,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,3500000,2856.525,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,4000000,4360.446,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,4500000,4457.64,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+131,5000000,4585.526,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,4
+132,500000,449.74097,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,1000000,4065.934,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,1500000,1676.8306,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,2000000,866.0047,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,2500000,701.9177,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,3000000,5080.4946,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,3500000,313.80353,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,4000000,7947.3545,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,4500000,328.271,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+132,5000000,733.7113,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,4
+133,500000,387.43805,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,1000000,1028.7388,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,1500000,3597.0393,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,2000000,5036.912,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,2500000,5356.291,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,3000000,5645.94,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,3500000,5251.3438,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,4000000,5570.4463,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,4500000,4700.832,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
+133,5000000,5762.716,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,4
 134,500000,183.94185,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,1000000,255.67426,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,1500000,295.3952,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
@@ -16709,16 +16709,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,895.36804,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,4500000,999.47064,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,5000000,1014.38354,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
-135,500000,280.03018,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,1000000,2882.684,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,1500000,5365.4497,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,2000000,5717.74,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,2500000,4425.8057,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,3000000,6157.3813,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,3500000,4841.748,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,4000000,6664.986,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,4500000,6418.887,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
-135,5000000,6266.241,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,4
+135,500000,280.03018,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,1000000,2882.684,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,1500000,5365.4497,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,2000000,5717.74,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,2500000,4425.8057,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,3000000,6157.3813,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,3500000,4841.748,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,4000000,6664.986,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,4500000,6418.887,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
+135,5000000,6266.241,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,4
 136,500000,357.5439,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,1000000,726.98425,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,1500000,1108.5265,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
@@ -16729,86 +16729,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,4909.1284,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,4500000,4678.0176,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,5000000,4835.8936,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
-137,500000,246.87369,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,1000000,382.2701,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,1500000,369.60297,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,2000000,291.4493,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,2500000,459.1256,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,3000000,489.41852,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,3500000,436.10025,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,4000000,567.0771,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,4500000,424.97662,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-137,5000000,715.0843,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,4
-138,500000,185.82849,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,1000000,106.51824,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,1500000,175.98138,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,2000000,175.50752,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,2500000,213.14946,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,3000000,215.98352,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,3500000,241.94797,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,4000000,216.18295,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,4500000,217.4367,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-138,5000000,323.46277,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,4
-139,500000,212.79216,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,1000000,212.81023,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,1500000,213.09302,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,2000000,213.0238,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,2500000,212.83966,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,3000000,213.21034,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,3500000,213.39812,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,4000000,212.80615,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,4500000,213.05377,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-139,5000000,213.53139,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,4
-140,500000,280.36084,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,1000000,378.3875,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,1500000,1044.5737,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,2000000,4803.0527,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,2500000,4794.794,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,3000000,4692.916,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,3500000,4541.0444,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,4000000,4310.835,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,4500000,4332.4297,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-140,5000000,4326.61,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,4
-141,500000,374.24478,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,1000000,389.35114,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,1500000,569.66736,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,2000000,442.3888,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,2500000,1035.8132,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,3000000,3134.845,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,3500000,5133.3984,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,4000000,5113.5684,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,4500000,5120.293,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-141,5000000,5097.962,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,4
-142,500000,806.06616,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,1000000,4598.3154,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,1500000,4243.245,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,2000000,4710.865,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,2500000,4593.01,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,3000000,4222.9805,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,3500000,4436.981,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,4000000,4553.8486,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,4500000,4496.3955,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-142,5000000,4501.7544,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,4
-143,500000,372.11456,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,1000000,345.72974,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,1500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,2000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,2500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,3000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,3500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,4000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,4500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-143,5000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,4
-144,500000,135.95831,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,1000000,448.04602,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,1500000,353.0157,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,2000000,529.8274,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,2500000,405.3839,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,3000000,335.46762,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,3500000,517.0483,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,4000000,426.45728,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,4500000,444.9875,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
-144,5000000,729.7507,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,4
+137,500000,246.87369,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,1000000,382.2701,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,1500000,369.60297,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,2000000,291.4493,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,2500000,459.1256,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,3000000,489.41852,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,3500000,436.10025,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,4000000,567.0771,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,4500000,424.97662,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+137,5000000,715.0843,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,4
+138,500000,185.82849,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,1000000,106.51824,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,1500000,175.98138,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,2000000,175.50752,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,2500000,213.14946,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,3000000,215.98352,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,3500000,241.94797,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,4000000,216.18295,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,4500000,217.4367,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+138,5000000,323.46277,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,4
+139,500000,212.79216,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,1000000,212.81023,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,1500000,213.09302,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,2000000,213.0238,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,2500000,212.83966,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,3000000,213.21034,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,3500000,213.39812,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,4000000,212.80615,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,4500000,213.05377,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+139,5000000,213.53139,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,4
+140,500000,280.36084,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,1000000,378.3875,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,1500000,1044.5737,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,2000000,4803.0527,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,2500000,4794.794,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,3000000,4692.916,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,3500000,4541.0444,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,4000000,4310.835,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,4500000,4332.4297,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+140,5000000,4326.61,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,4
+141,500000,374.24478,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,1000000,389.35114,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,1500000,569.66736,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,2000000,442.3888,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,2500000,1035.8132,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,3000000,3134.845,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,3500000,5133.3984,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,4000000,5113.5684,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,4500000,5120.293,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+141,5000000,5097.962,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,4
+142,500000,806.06616,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,1000000,4598.3154,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,1500000,4243.245,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,2000000,4710.865,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,2500000,4593.01,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,3000000,4222.9805,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,3500000,4436.981,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,4000000,4553.8486,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,4500000,4496.3955,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+142,5000000,4501.7544,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,4
+143,500000,372.11456,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,1000000,345.72974,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,1500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,2000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,2500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,3000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,3500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,4000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,4500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+143,5000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,4
+144,500000,135.95831,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,1000000,448.04602,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,1500000,353.0157,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,2000000,529.8274,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,2500000,405.3839,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,3000000,335.46762,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,3500000,517.0483,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,4000000,426.45728,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,4500000,444.9875,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
+144,5000000,729.7507,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,4
 145,500000,213.67876,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,4
 145,1000000,213.94199,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,4
 145,1500000,214.12622,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,4
@@ -16829,56 +16829,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,443.42017,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,4
 146,4500000,430.44473,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,4
 146,5000000,459.98486,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,4
-147,500000,366.53485,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,1000000,353.46198,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,1500000,591.71655,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,2000000,2813.2966,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,2500000,4342.2344,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,3000000,4558.305,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,3500000,4345.932,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,4000000,4445.6704,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,4500000,4555.032,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-147,5000000,4472.5654,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,4
-148,500000,216.10663,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,1000000,237.93811,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,1500000,244.70142,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,2000000,247.93796,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,2500000,247.78664,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,3000000,250.35051,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,3500000,251.59981,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,4000000,254.0648,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,4500000,254.66434,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-148,5000000,252.43408,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,4
-149,500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,1000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,1500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,2000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,2500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,3000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,3500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,4000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,4500000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-149,5000000,NaN,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,4
-150,500000,380.98773,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,1000000,4023.3633,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,1500000,2848.329,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,2000000,2869.7996,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,2500000,6096.417,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,3000000,5935.532,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,3500000,6668.8677,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,4000000,6582.6523,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,4500000,2983.5264,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-150,5000000,4941.927,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,4
-151,500000,410.44324,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,1000000,4856.5137,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,1500000,5154.566,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,2000000,4970.4355,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,2500000,5577.6895,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,3000000,3676.2803,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,3500000,5989.5146,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,4000000,4617.41,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,4500000,7363.7954,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
-151,5000000,5696.1406,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,4
+147,500000,366.53485,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,1000000,353.46198,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,1500000,591.71655,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,2000000,2813.2966,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,2500000,4342.2344,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,3000000,4558.305,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,3500000,4345.932,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,4000000,4445.6704,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,4500000,4555.032,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+147,5000000,4472.5654,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,4
+148,500000,216.10663,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,1000000,237.93811,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,1500000,244.70142,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,2000000,247.93796,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,2500000,247.78664,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,3000000,250.35051,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,3500000,251.59981,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,4000000,254.0648,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,4500000,254.66434,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+148,5000000,252.43408,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,4
+149,500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,1000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,1500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,2000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,2500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,3000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,3500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,4000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,4500000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+149,5000000,,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,4
+150,500000,380.98773,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,1000000,4023.3633,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,1500000,2848.329,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,2000000,2869.7996,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,2500000,6096.417,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,3000000,5935.532,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,3500000,6668.8677,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,4000000,6582.6523,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,4500000,2983.5264,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+150,5000000,4941.927,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,4
+151,500000,410.44324,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,1000000,4856.5137,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,1500000,5154.566,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,2000000,4970.4355,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,2500000,5577.6895,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,3000000,3676.2803,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,3500000,5989.5146,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,4000000,4617.41,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,4500000,7363.7954,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
+151,5000000,5696.1406,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
 152,500000,336.27057,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,1000000,398.0164,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,1500000,372.56052,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
@@ -16889,26 +16889,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,431.25766,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,4500000,395.29187,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,5000000,454.74417,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
-153,500000,352.1844,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,1000000,339.58862,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,1500000,503.21765,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,2000000,594.16174,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,2500000,817.2057,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,3000000,861.90906,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,3500000,1395.3066,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,4000000,2843.502,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,4500000,4281.414,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-153,5000000,4747.903,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,4
-154,500000,601.0242,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,1000000,1927.0522,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,1500000,1791.6696,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,2000000,4453.879,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,2500000,5822.5312,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,3000000,5434.2188,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,3500000,3199.0068,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,4000000,4435.443,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,4500000,4645.2007,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
-154,5000000,7485.1274,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,4
+153,500000,352.1844,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,1000000,339.58862,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,1500000,503.21765,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,2000000,594.16174,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,2500000,817.2057,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,3000000,861.90906,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,3500000,1395.3066,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,4000000,2843.502,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,4500000,4281.414,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+153,5000000,4747.903,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,4
+154,500000,601.0242,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,1000000,1927.0522,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,1500000,1791.6696,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,2000000,4453.879,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,2500000,5822.5312,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,3000000,5434.2188,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,3500000,3199.0068,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,4000000,4435.443,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,4500000,4645.2007,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
+154,5000000,7485.1274,512,False,220051,0.00067488,6885,2.8638346,False,,,,,4
 155,500000,457.82092,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,1000000,3069.8997,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,1500000,3981.588,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
@@ -16919,16 +16919,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4519.291,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,4500000,4394.5728,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,5000000,4460.815,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
-156,500000,362.5539,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,1000000,425.86176,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,1500000,446.5553,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,2000000,411.483,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,2500000,470.34778,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,3000000,436.67935,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,3500000,435.95404,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,4000000,419.36014,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,4500000,426.24768,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,5000000,446.28534,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
+156,500000,362.5539,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,1000000,425.86176,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,1500000,446.5553,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,2000000,411.483,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,2500000,470.34778,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,3000000,436.67935,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,3500000,435.95404,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,4000000,419.36014,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,4500000,426.24768,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
+156,5000000,446.28534,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
 157,500000,371.43124,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,1000000,335.26822,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,1500000,352.74182,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
@@ -16939,36 +16939,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,735.1426,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,4500000,1363.6771,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,5000000,2664.4414,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
-158,500000,210.31525,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,1000000,197.85861,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,1500000,303.69186,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,2000000,406.28302,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,2500000,368.84076,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,3000000,429.4602,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,3500000,337.9235,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,4000000,414.19067,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,4500000,450.799,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-158,5000000,401.7549,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,4
-159,500000,4761.5527,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,1000000,762.53156,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,1500000,527.0211,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,2000000,1491.2788,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,2500000,455.6875,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,3000000,4666.6567,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,3500000,3874.3296,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,4000000,4360.9746,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,4500000,1808.6183,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-159,5000000,4128.3438,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,4
-160,500000,436.0495,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,1000000,4122.424,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,1500000,4178.3257,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,2000000,4931.551,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,2500000,4825.8457,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,3000000,5915.789,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,3500000,4865.321,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,4000000,7116.9365,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,4500000,6440.1787,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
-160,5000000,6914.8276,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,4
+158,500000,210.31525,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,1000000,197.85861,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,1500000,303.69186,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,2000000,406.28302,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,2500000,368.84076,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,3000000,429.4602,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,3500000,337.9235,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,4000000,414.19067,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,4500000,450.799,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+158,5000000,401.7549,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,4
+159,500000,4761.5527,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,1000000,762.53156,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,1500000,527.0211,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,2000000,1491.2788,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,2500000,455.6875,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,3000000,4666.6567,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,3500000,3874.3296,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,4000000,4360.9746,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,4500000,1808.6183,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+159,5000000,4128.3438,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,4
+160,500000,436.0495,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,1000000,4122.424,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,1500000,4178.3257,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,2000000,4931.551,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,2500000,4825.8457,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,3000000,5915.789,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,3500000,4865.321,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,4000000,7116.9365,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,4500000,6440.1787,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
+160,5000000,6914.8276,512,False,331945,0.00213698,1379,8.86720294,False,,,,,4
 161,500000,427.16034,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,1000000,553.4837,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,1500000,338.27036,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
@@ -16979,36 +16979,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4304.023,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,4500000,4164.869,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,5000000,4405.4033,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
-162,500000,421.92407,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,1000000,883.1325,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,1500000,3203.6587,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,2000000,4367.2344,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,2500000,4824.322,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,3000000,4653.3535,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,3500000,4903.711,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,4000000,4539.3945,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,4500000,4780.448,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-162,5000000,4613.4463,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,4
-163,500000,4310.098,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,1000000,2174.6675,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,1500000,4771.123,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,2000000,4689.825,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,2500000,3967.009,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,3000000,4880.2896,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,3500000,2309.9595,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,4000000,3686.8186,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,4500000,4889.49,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-163,5000000,588.13245,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,4
-164,500000,60.3741,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,1000000,151.82399,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,1500000,248.45978,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,2000000,388.45947,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,2500000,324.7757,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,3000000,371.40558,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,3500000,319.34076,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,4000000,351.625,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,4500000,216.8111,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
-164,5000000,377.19983,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,4
+162,500000,421.92407,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,1000000,883.1325,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,1500000,3203.6587,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,2000000,4367.2344,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,2500000,4824.322,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,3000000,4653.3535,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,3500000,4903.711,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,4000000,4539.3945,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,4500000,4780.448,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+162,5000000,4613.4463,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,4
+163,500000,4310.098,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,1000000,2174.6675,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,1500000,4771.123,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,2000000,4689.825,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,2500000,3967.009,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,3000000,4880.2896,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,3500000,2309.9595,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,4000000,3686.8186,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,4500000,4889.49,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+163,5000000,588.13245,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,4
+164,500000,60.3741,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,1000000,151.82399,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,1500000,248.45978,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,2000000,388.45947,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,2500000,324.7757,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,3000000,371.40558,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,3500000,319.34076,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,4000000,351.625,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,4500000,216.8111,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
+164,5000000,377.19983,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,4
 165,500000,491.15338,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,4
 165,1000000,416.9195,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,4
 165,1500000,562.08936,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,4
@@ -17019,86 +17019,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,367.96347,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,4
 165,4500000,378.90167,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,4
 165,5000000,429.19714,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,4
-166,500000,2047.6176,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,1000000,1161.2286,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,1500000,1239.9929,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,2000000,2991.5308,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,2500000,4563.17,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,3000000,4894.4277,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,3500000,4595.0356,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,4000000,4922.4814,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,4500000,4361.542,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-166,5000000,3811.0393,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,4
-167,500000,1796.8584,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,1000000,4594.7627,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,1500000,4757.371,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,2000000,4794.8594,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,2500000,4473.007,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,3000000,2286.623,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,3500000,2858.5652,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,4000000,3230.5762,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,4500000,2135.3848,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-167,5000000,2696.7832,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,4
-168,500000,440.51755,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,1000000,1359.2966,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,1500000,4715.8965,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,2000000,4243.1943,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,2500000,3516.8499,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,3000000,5120.868,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,3500000,4157.125,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,4000000,5165.782,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,4500000,5379.3335,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-168,5000000,5329.2236,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,4
-169,500000,1560.3472,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,1000000,4213.4697,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,1500000,3553.688,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,2000000,3719.2532,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,2500000,2600.7524,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,3000000,4473.0835,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,3500000,1302.8235,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,4000000,130.2221,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,4500000,272.56497,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-169,5000000,70.708725,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,4
-170,500000,424.35925,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,1000000,600.54346,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,1500000,2229.8203,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,2000000,4523.7686,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,2500000,4325.4697,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,3000000,4433.1055,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,3500000,4339.027,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,4000000,4286.1416,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,4500000,4300.0303,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-170,5000000,4334.5127,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,4
-171,500000,213.51523,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,1000000,213.62933,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,1500000,214.14693,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,2000000,213.57928,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,2500000,213.48401,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,3000000,213.66507,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,3500000,213.92,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,4000000,213.91243,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,4500000,213.70213,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-171,5000000,213.40256,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,4
-172,500000,1313.4463,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,1000000,1104.3141,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,1500000,2731.212,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,2000000,4950.1875,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,2500000,5403.95,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,3000000,1055.1226,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,3500000,1708.1697,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,4000000,1775.2644,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,4500000,3542.3733,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-172,5000000,2004.5195,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,4
-173,500000,207.60947,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,1000000,207.96883,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,1500000,208.0462,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,2000000,208.07422,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,2500000,208.06708,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,3000000,207.88458,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,3500000,207.5654,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,4000000,207.63663,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,4500000,208.24968,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
-173,5000000,208.52855,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,4
+166,500000,2047.6176,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,1000000,1161.2286,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,1500000,1239.9929,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,2000000,2991.5308,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,2500000,4563.17,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,3000000,4894.4277,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,3500000,4595.0356,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,4000000,4922.4814,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,4500000,4361.542,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+166,5000000,3811.0393,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,4
+167,500000,1796.8584,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,1000000,4594.7627,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,1500000,4757.371,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,2000000,4794.8594,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,2500000,4473.007,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,3000000,2286.623,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,3500000,2858.5652,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,4000000,3230.5762,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,4500000,2135.3848,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+167,5000000,2696.7832,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,4
+168,500000,440.51755,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,1000000,1359.2966,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,1500000,4715.8965,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,2000000,4243.1943,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,2500000,3516.8499,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,3000000,5120.868,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,3500000,4157.125,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,4000000,5165.782,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,4500000,5379.3335,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+168,5000000,5329.2236,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,4
+169,500000,1560.3472,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,1000000,4213.4697,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,1500000,3553.688,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,2000000,3719.2532,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,2500000,2600.7524,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,3000000,4473.0835,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,3500000,1302.8235,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,4000000,130.2221,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,4500000,272.56497,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+169,5000000,70.708725,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,4
+170,500000,424.35925,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,1000000,600.54346,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,1500000,2229.8203,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,2000000,4523.7686,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,2500000,4325.4697,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,3000000,4433.1055,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,3500000,4339.027,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,4000000,4286.1416,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,4500000,4300.0303,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+170,5000000,4334.5127,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,4
+171,500000,213.51523,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,1000000,213.62933,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,1500000,214.14693,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,2000000,213.57928,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,2500000,213.48401,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,3000000,213.66507,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,3500000,213.92,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,4000000,213.91243,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,4500000,213.70213,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+171,5000000,213.40256,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,4
+172,500000,1313.4463,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,1000000,1104.3141,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,1500000,2731.212,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,2000000,4950.1875,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,2500000,5403.95,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,3000000,1055.1226,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,3500000,1708.1697,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,4000000,1775.2644,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,4500000,3542.3733,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+172,5000000,2004.5195,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,4
+173,500000,207.60947,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,1000000,207.96883,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,1500000,208.0462,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,2000000,208.07422,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,2500000,208.06708,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,3000000,207.88458,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,3500000,207.5654,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,4000000,207.63663,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,4500000,208.24968,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
+173,5000000,208.52855,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,4
 174,500000,4352.5264,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,4
 174,1000000,2978.5078,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,4
 174,1500000,4173.1963,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,4
@@ -17129,46 +17129,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,331.6468,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,4
 176,4500000,242.74628,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,4
 176,5000000,285.11688,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,4
-177,500000,582.30994,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,1000000,3580.6184,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,1500000,4072.2349,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,2000000,6848.582,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,2500000,7101.2207,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,3000000,7071.63,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,3500000,6221.759,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,4000000,6701.0083,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,4500000,6921.258,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-177,5000000,5118.323,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,4
-178,500000,212.74611,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,1000000,212.01088,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,1500000,212.13214,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,2000000,212.18675,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,2500000,212.51596,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,3000000,212.04239,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,3500000,212.37686,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,4000000,212.15308,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,4500000,212.29643,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-178,5000000,212.43143,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,4
-179,500000,722.2784,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,1000000,1675.0845,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,1500000,2727.338,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,2000000,4586.216,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,2500000,588.0938,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,3000000,2932.2651,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,3500000,5477.331,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,4000000,5814.6323,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,4500000,6166.914,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-179,5000000,1837.2124,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,4
-180,500000,1219.0227,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,1000000,1517.8457,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,1500000,4954.3574,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,2000000,4883.05,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,2500000,4856.1836,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,3000000,4565.7783,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,3500000,3468.8472,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,4000000,3398.977,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,4500000,3735.2505,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
-180,5000000,4656.3066,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,4
+177,500000,582.30994,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,1000000,3580.6184,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,1500000,4072.2349,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,2000000,6848.582,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,2500000,7101.2207,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,3000000,7071.63,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,3500000,6221.759,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,4000000,6701.0083,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,4500000,6921.258,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+177,5000000,5118.323,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,4
+178,500000,212.74611,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,1000000,212.01088,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,1500000,212.13214,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,2000000,212.18675,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,2500000,212.51596,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,3000000,212.04239,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,3500000,212.37686,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,4000000,212.15308,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,4500000,212.29643,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+178,5000000,212.43143,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,4
+179,500000,722.2784,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,1000000,1675.0845,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,1500000,2727.338,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,2000000,4586.216,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,2500000,588.0938,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,3000000,2932.2651,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,3500000,5477.331,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,4000000,5814.6323,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,4500000,6166.914,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+179,5000000,1837.2124,512,False,152167,0.00020138,2123,0.10222915,False,,,,,4
+180,500000,1219.0227,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,1000000,1517.8457,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,1500000,4954.3574,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,2000000,4883.05,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,2500000,4856.1836,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,3000000,4565.7783,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,3500000,3468.8472,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,4000000,3398.977,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,4500000,3735.2505,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
+180,5000000,4656.3066,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,4
 181,500000,1347.6638,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,4
 181,1000000,4410.7407,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,4
 181,1500000,3299.7876,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,4
@@ -17189,96 +17189,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4425.923,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,4
 182,4500000,4325.283,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,4
 182,5000000,4605.0337,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,4
-183,500000,449.51654,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,1000000,3946.3472,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,1500000,3181.552,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,2000000,5595.07,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,2500000,4531.042,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,3000000,5560.6934,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,3500000,4953.9434,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,4000000,6156.022,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,4500000,6638.797,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-183,5000000,5803.2324,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,4
-184,500000,73.9762,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,1000000,473.61932,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,1500000,328.27814,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,2000000,254.92801,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,2500000,394.142,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,3000000,517.2511,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,3500000,404.35608,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,4000000,512.30096,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,4500000,689.8706,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-184,5000000,872.1677,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,4
-185,500000,212.00201,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,1000000,211.57379,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,1500000,212.39151,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,2000000,211.94904,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,2500000,211.70583,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,3000000,212.43448,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,3500000,211.90955,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,4000000,211.93024,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,4500000,212.32642,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-185,5000000,212.17442,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,4
-186,500000,299.4037,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,1000000,443.22937,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,1500000,432.9059,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,2000000,338.8907,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,2500000,447.35422,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,3000000,447.78522,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,3500000,613.5947,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,4000000,596.6474,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,4500000,582.4795,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-186,5000000,698.3562,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,4
-187,500000,521.81696,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,1000000,4600.7314,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,1500000,5583.818,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,2000000,3029.1467,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,2500000,5492.0776,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,3000000,6553.789,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,3500000,6476.6025,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,4000000,6025.15,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,4500000,5777.898,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-187,5000000,5757.4233,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,4
-188,500000,3486.7488,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,1000000,4857.337,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,1500000,4283.078,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,2000000,4273.3633,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,2500000,881.62103,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,3000000,2685.5503,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,3500000,3903.6167,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,4000000,1774.1655,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,4500000,4101.8154,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-188,5000000,3774.5347,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,4
-189,500000,257.653,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,1000000,207.27179,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,1500000,346.57343,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,2000000,358.44174,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,2500000,377.97726,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,3000000,357.85962,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,3500000,358.60016,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,4000000,372.09848,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,4500000,438.69952,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-189,5000000,429.25873,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,4
-190,500000,207.78902,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,1000000,208.28893,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,1500000,208.32565,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,2000000,208.17375,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,2500000,208.62268,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,3000000,207.48819,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,3500000,208.27803,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,4000000,208.35864,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,4500000,208.15842,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-190,5000000,208.65952,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,4
-191,500000,206.76788,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,1000000,207.55685,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,1500000,208.15921,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,2000000,207.82779,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,2500000,207.51147,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,3000000,207.94,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,3500000,208.10367,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,4000000,207.72644,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,4500000,208.49112,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
-191,5000000,208.08197,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,4
+183,500000,449.51654,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,1000000,3946.3472,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,1500000,3181.552,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,2000000,5595.07,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,2500000,4531.042,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,3000000,5560.6934,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,3500000,4953.9434,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,4000000,6156.022,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,4500000,6638.797,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+183,5000000,5803.2324,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,4
+184,500000,73.9762,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,1000000,473.61932,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,1500000,328.27814,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,2000000,254.92801,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,2500000,394.142,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,3000000,517.2511,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,3500000,404.35608,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,4000000,512.30096,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,4500000,689.8706,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+184,5000000,872.1677,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,4
+185,500000,212.00201,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,1000000,211.57379,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,1500000,212.39151,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,2000000,211.94904,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,2500000,211.70583,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,3000000,212.43448,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,3500000,211.90955,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,4000000,211.93024,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,4500000,212.32642,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+185,5000000,212.17442,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,4
+186,500000,299.4037,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,1000000,443.22937,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,1500000,432.9059,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,2000000,338.8907,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,2500000,447.35422,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,3000000,447.78522,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,3500000,613.5947,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,4000000,596.6474,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,4500000,582.4795,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+186,5000000,698.3562,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,4
+187,500000,521.81696,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,1000000,4600.7314,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,1500000,5583.818,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,2000000,3029.1467,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,2500000,5492.0776,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,3000000,6553.789,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,3500000,6476.6025,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,4000000,6025.15,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,4500000,5777.898,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+187,5000000,5757.4233,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,4
+188,500000,3486.7488,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,1000000,4857.337,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,1500000,4283.078,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,2000000,4273.3633,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,2500000,881.62103,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,3000000,2685.5503,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,3500000,3903.6167,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,4000000,1774.1655,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,4500000,4101.8154,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+188,5000000,3774.5347,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,4
+189,500000,257.653,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,1000000,207.27179,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,1500000,346.57343,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,2000000,358.44174,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,2500000,377.97726,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,3000000,357.85962,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,3500000,358.60016,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,4000000,372.09848,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,4500000,438.69952,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+189,5000000,429.25873,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,4
+190,500000,207.78902,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,1000000,208.28893,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,1500000,208.32565,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,2000000,208.17375,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,2500000,208.62268,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,3000000,207.48819,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,3500000,208.27803,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,4000000,208.35864,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,4500000,208.15842,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+190,5000000,208.65952,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,4
+191,500000,206.76788,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,1000000,207.55685,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,1500000,208.15921,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,2000000,207.82779,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,2500000,207.51147,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,3000000,207.94,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,3500000,208.10367,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,4000000,207.72644,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,4500000,208.49112,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
+191,5000000,208.08197,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,4
 192,500000,774.8556,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
 192,1000000,3799.2407,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
 192,1500000,4564.6665,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
@@ -17289,106 +17289,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,3908.2502,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
 192,4500000,4305.6465,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
 192,5000000,4624.754,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
-193,500000,314.18716,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,1000000,815.78174,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,1500000,2705.4126,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,2000000,3993.4414,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,2500000,4648.2188,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,3000000,4648.835,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,3500000,4603.304,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,4000000,4624.755,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,4500000,4673.932,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-193,5000000,4693.253,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,4
-194,500000,365.604,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,1000000,402.55716,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,1500000,485.69012,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,2000000,471.63214,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,2500000,1019.2446,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,3000000,1811.7421,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,3500000,3894.1228,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,4000000,4527.414,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,4500000,4642.4062,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-194,5000000,4565.3154,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,4
-195,500000,330.7838,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,1000000,356.1685,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,1500000,287.50583,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,2000000,431.18213,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,2500000,563.5707,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,3000000,479.92432,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,3500000,570.83563,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,4000000,410.62598,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,4500000,409.56058,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-195,5000000,352.6748,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,4
-196,500000,347.73044,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,1000000,470.6107,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,1500000,1011.75476,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,2000000,2473.5237,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,2500000,4454.953,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,3000000,4855.669,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,3500000,5095.537,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,4000000,4780.694,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,4500000,4920.1904,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-196,5000000,4929.9575,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,4
-197,500000,345.3523,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,1000000,345.90515,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,1500000,395.92786,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,2000000,411.44058,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,2500000,392.39734,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,3000000,544.80304,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,3500000,618.1461,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,4000000,830.4996,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,4500000,1745.9478,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-197,5000000,3597.8135,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,4
-198,500000,238.28148,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,1000000,298.0674,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,1500000,275.1488,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,2000000,328.99066,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,2500000,424.04193,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,3000000,411.00372,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,3500000,334.35925,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,4000000,442.6892,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,4500000,485.235,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-198,5000000,566.0531,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,4
-199,500000,206.37689,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,1000000,206.84196,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,1500000,207.2623,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,2000000,206.88812,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,2500000,207.21204,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,3000000,207.28995,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,3500000,207.83208,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,4000000,206.82062,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,4500000,207.71393,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-199,5000000,207.1778,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,4
-200,500000,607.0965,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,1000000,5186.992,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,1500000,3937.1145,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,2000000,5149.9893,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,2500000,5346.16,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,3000000,5765.0557,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,3500000,5160.996,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,4000000,6505.1094,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,4500000,6816.151,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-200,5000000,3912.8853,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,4
-201,500000,450.24774,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,1000000,462.5213,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,1500000,481.8814,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,2000000,455.25824,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,2500000,475.55096,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,3000000,421.18472,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,3500000,485.24332,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,4000000,491.67084,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,4500000,434.95364,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-201,5000000,413.24017,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,4
-202,500000,378.50934,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,1000000,385.41055,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,1500000,388.70593,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,2000000,512.2181,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,2500000,581.03033,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,3000000,853.2395,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,3500000,1008.54614,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,4000000,2818.8687,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,4500000,4389.2617,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
-202,5000000,4461.4326,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,4
+193,500000,314.18716,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,1000000,815.78174,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,1500000,2705.4126,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,2000000,3993.4414,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,2500000,4648.2188,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,3000000,4648.835,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,3500000,4603.304,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,4000000,4624.755,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,4500000,4673.932,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+193,5000000,4693.253,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,4
+194,500000,365.604,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,1000000,402.55716,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,1500000,485.69012,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,2000000,471.63214,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,2500000,1019.2446,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,3000000,1811.7421,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,3500000,3894.1228,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,4000000,4527.414,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,4500000,4642.4062,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+194,5000000,4565.3154,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,4
+195,500000,330.7838,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,1000000,356.1685,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,1500000,287.50583,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,2000000,431.18213,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,2500000,563.5707,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,3000000,479.92432,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,3500000,570.83563,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,4000000,410.62598,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,4500000,409.56058,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+195,5000000,352.6748,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,4
+196,500000,347.73044,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,1000000,470.6107,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,1500000,1011.75476,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,2000000,2473.5237,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,2500000,4454.953,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,3000000,4855.669,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,3500000,5095.537,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,4000000,4780.694,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,4500000,4920.1904,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+196,5000000,4929.9575,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,4
+197,500000,345.3523,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,1000000,345.90515,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,1500000,395.92786,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,2000000,411.44058,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,2500000,392.39734,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,3000000,544.80304,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,3500000,618.1461,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,4000000,830.4996,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,4500000,1745.9478,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+197,5000000,3597.8135,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,4
+198,500000,238.28148,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,1000000,298.0674,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,1500000,275.1488,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,2000000,328.99066,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,2500000,424.04193,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,3000000,411.00372,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,3500000,334.35925,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,4000000,442.6892,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,4500000,485.235,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+198,5000000,566.0531,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,4
+199,500000,206.37689,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,1000000,206.84196,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,1500000,207.2623,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,2000000,206.88812,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,2500000,207.21204,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,3000000,207.28995,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,3500000,207.83208,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,4000000,206.82062,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,4500000,207.71393,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+199,5000000,207.1778,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,4
+200,500000,607.0965,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,1000000,5186.992,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,1500000,3937.1145,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,2000000,5149.9893,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,2500000,5346.16,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,3000000,5765.0557,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,3500000,5160.996,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,4000000,6505.1094,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,4500000,6816.151,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+200,5000000,3912.8853,512,False,679978,0.00154826,9892,0.59109317,False,,,,,4
+201,500000,450.24774,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,1000000,462.5213,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,1500000,481.8814,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,2000000,455.25824,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,2500000,475.55096,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,3000000,421.18472,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,3500000,485.24332,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,4000000,491.67084,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,4500000,434.95364,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+201,5000000,413.24017,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,4
+202,500000,378.50934,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,1000000,385.41055,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,1500000,388.70593,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,2000000,512.2181,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,2500000,581.03033,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,3000000,853.2395,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,3500000,1008.54614,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,4000000,2818.8687,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,4500000,4389.2617,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
+202,5000000,4461.4326,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,4
 203,500000,256.69366,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,4
 203,1000000,430.91937,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,4
 203,1500000,468.81067,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,4
@@ -17399,86 +17399,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,365.74396,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,4
 203,4500000,401.50708,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,4
 203,5000000,338.7909,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,4
-204,500000,212.15211,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,1000000,211.58714,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,1500000,212.15787,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,2000000,211.6384,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,2500000,212.17685,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,3000000,211.62064,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,3500000,211.99892,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,4000000,211.998,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,4500000,212.25659,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-204,5000000,212.27997,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,4
-205,500000,347.0136,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,1000000,917.011,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,1500000,2538.6165,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,2000000,5003.728,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,2500000,5106.6685,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,3000000,5574.327,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,3500000,2641.084,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,4000000,749.20953,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,4500000,6272.866,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-205,5000000,5466.022,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,4
-206,500000,289.92255,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,1000000,538.62524,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,1500000,960.7263,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,2000000,4302.852,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,2500000,4733.738,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,3000000,4943.243,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,3500000,5033.4995,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,4000000,4869.4307,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,4500000,5143.707,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-206,5000000,5147.447,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,4
-207,500000,425.1394,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,1000000,5515.991,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,1500000,6029.2627,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,2000000,6575.797,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,2500000,6948.9346,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,3000000,4581.176,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,3500000,6716.6714,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,4000000,5636.3213,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,4500000,6873.507,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-207,5000000,7284.793,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,4
-208,500000,179.90866,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,1000000,199.05344,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,1500000,178.23549,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,2000000,238.25215,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,2500000,326.57812,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,3000000,379.87125,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,3500000,403.66187,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,4000000,378.1528,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,4500000,425.04602,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-208,5000000,475.86133,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,4
-209,500000,502.72894,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,1000000,3647.4683,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,1500000,6332.8086,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,2000000,3359.7542,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,2500000,5052.877,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,3000000,4982.8066,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,3500000,4536.61,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,4000000,4673.9897,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,4500000,3109.0479,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-209,5000000,5152.853,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,4
-210,500000,395.279,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,1000000,457.96002,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,1500000,364.78308,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,2000000,518.80756,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,2500000,384.23517,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,3000000,503.68835,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,3500000,703.0988,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,4000000,1054.0134,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,4500000,2842.472,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-210,5000000,3820.227,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,4
-211,500000,466.02722,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,1000000,4453.8516,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,1500000,6642.368,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,2000000,6273.673,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,2500000,6039.815,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,3000000,3788.388,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,3500000,6974.1514,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,4000000,6088.1714,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,4500000,4545.5747,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
-211,5000000,6689.6025,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,4
+204,500000,212.15211,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,1000000,211.58714,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,1500000,212.15787,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,2000000,211.6384,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,2500000,212.17685,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,3000000,211.62064,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,3500000,211.99892,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,4000000,211.998,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,4500000,212.25659,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+204,5000000,212.27997,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,4
+205,500000,347.0136,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,1000000,917.011,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,1500000,2538.6165,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,2000000,5003.728,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,2500000,5106.6685,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,3000000,5574.327,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,3500000,2641.084,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,4000000,749.20953,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,4500000,6272.866,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+205,5000000,5466.022,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,4
+206,500000,289.92255,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,1000000,538.62524,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,1500000,960.7263,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,2000000,4302.852,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,2500000,4733.738,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,3000000,4943.243,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,3500000,5033.4995,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,4000000,4869.4307,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,4500000,5143.707,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+206,5000000,5147.447,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,4
+207,500000,425.1394,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,1000000,5515.991,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,1500000,6029.2627,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,2000000,6575.797,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,2500000,6948.9346,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,3000000,4581.176,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,3500000,6716.6714,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,4000000,5636.3213,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,4500000,6873.507,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+207,5000000,7284.793,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,4
+208,500000,179.90866,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,1000000,199.05344,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,1500000,178.23549,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,2000000,238.25215,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,2500000,326.57812,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,3000000,379.87125,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,3500000,403.66187,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,4000000,378.1528,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,4500000,425.04602,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+208,5000000,475.86133,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,4
+209,500000,502.72894,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,1000000,3647.4683,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,1500000,6332.8086,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,2000000,3359.7542,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,2500000,5052.877,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,3000000,4982.8066,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,3500000,4536.61,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,4000000,4673.9897,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,4500000,3109.0479,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+209,5000000,5152.853,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,4
+210,500000,395.279,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,1000000,457.96002,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,1500000,364.78308,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,2000000,518.80756,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,2500000,384.23517,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,3000000,503.68835,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,3500000,703.0988,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,4000000,1054.0134,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,4500000,2842.472,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+210,5000000,3820.227,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,4
+211,500000,466.02722,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,1000000,4453.8516,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,1500000,6642.368,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,2000000,6273.673,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,2500000,6039.815,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,3000000,3788.388,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,3500000,6974.1514,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,4000000,6088.1714,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,4500000,4545.5747,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
+211,5000000,6689.6025,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,4
 212,500000,270.89966,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,1000000,262.71817,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,1500000,223.04262,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
@@ -17489,16 +17489,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,66.11761,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,4500000,73.497116,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,5000000,74.18744,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
-213,500000,316.34433,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,1000000,415.87744,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,1500000,423.1656,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,2000000,552.42566,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,2500000,566.1383,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,3000000,947.5094,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,3500000,1008.50323,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,4000000,2440.495,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,4500000,4358.96,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
-213,5000000,4299.4014,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,4
+213,500000,316.34433,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,1000000,415.87744,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,1500000,423.1656,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,2000000,552.42566,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,2500000,566.1383,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,3000000,947.5094,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,3500000,1008.50323,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,4000000,2440.495,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,4500000,4358.96,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
+213,5000000,4299.4014,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,4
 214,500000,212.22571,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,1000000,212.74126,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,1500000,212.70471,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
@@ -17509,26 +17509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,212.93622,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,4500000,212.79727,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,5000000,212.93182,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
-215,500000,781.40247,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,1000000,4037.4597,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,1500000,4131.965,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,2000000,4298.629,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,2500000,3264.8909,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,3000000,3644.0947,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,3500000,3706.553,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,4000000,4335.623,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,4500000,3983.9756,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-215,5000000,4482.02,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,4
-216,500000,1710.9343,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,1000000,1686.748,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,1500000,657.3655,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,2000000,4167.421,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,2500000,2459.2761,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,3000000,3505.1592,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,3500000,4037.0833,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,4000000,1584.6753,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,4500000,3647.7197,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
-216,5000000,4062.6846,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,4
+215,500000,781.40247,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,1000000,4037.4597,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,1500000,4131.965,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,2000000,4298.629,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,2500000,3264.8909,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,3000000,3644.0947,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,3500000,3706.553,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,4000000,4335.623,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,4500000,3983.9756,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+215,5000000,4482.02,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,4
+216,500000,1710.9343,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,1000000,1686.748,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,1500000,657.3655,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,2000000,4167.421,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,2500000,2459.2761,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,3000000,3505.1592,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,3500000,4037.0833,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,4000000,1584.6753,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,4500000,3647.7197,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
+216,5000000,4062.6846,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,4
 217,500000,336.63452,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,4
 217,1000000,424.27832,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,4
 217,1500000,358.64453,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,4
@@ -17539,116 +17539,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,406.16583,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,4
 217,4500000,441.9119,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,4
 217,5000000,449.22192,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,4
-218,500000,213.48134,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,1000000,231.76105,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,1500000,306.62573,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,2000000,336.58917,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,2500000,330.76706,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,3000000,516.79236,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,3500000,528.09644,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,4000000,564.67816,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,4500000,517.19885,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-218,5000000,519.62744,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,4
-219,500000,2162.367,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,1000000,4476.035,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,1500000,3541.0144,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,2000000,3873.0684,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,2500000,2678.317,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,3000000,1495.1763,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,3500000,636.5505,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,4000000,4461.7197,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,4500000,2027.6393,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-219,5000000,4471.6875,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,4
-220,500000,210.4826,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,1000000,210.67282,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,1500000,210.29988,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,2000000,210.51047,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,2500000,210.86803,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,3000000,210.57086,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,3500000,210.74825,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,4000000,210.90906,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,4500000,210.69899,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-220,5000000,210.68657,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,4
-221,500000,419.82764,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,1000000,1673.5208,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,1500000,4579.465,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,2000000,4649.5195,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,2500000,4576.951,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,3000000,3136.0977,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,3500000,4864.203,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,4000000,4739.944,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,4500000,4785.949,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-221,5000000,4369.6367,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,4
-222,500000,613.7127,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,1000000,536.59265,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,1500000,3259.8784,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,2000000,1176.9924,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,2500000,2899.547,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,3000000,2104.8672,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,3500000,1823.1963,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,4000000,788.18317,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,4500000,930.59534,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-222,5000000,4602.4863,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,4
-223,500000,181.41803,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,1000000,194.85458,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,1500000,196.76318,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,2000000,210.29941,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,2500000,238.70853,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,3000000,205.77298,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,3500000,253.29758,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,4000000,309.7611,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,4500000,356.54697,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-223,5000000,225.38635,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,4
-224,500000,3836.8206,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,1000000,4091.037,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,1500000,2354.3843,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,2000000,3385.768,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,2500000,3848.0964,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,3000000,5560.742,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,3500000,5643.3364,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,4000000,6085.289,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,4500000,6204.6455,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-224,5000000,5944.645,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,4
-225,500000,658.5354,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,1000000,3334.0718,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,1500000,3556.1108,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,2000000,4699.748,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,2500000,2365.9429,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,3000000,4313.428,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,3500000,1565.4576,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,4000000,3139.5518,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,4500000,4605.5254,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-225,5000000,2056.538,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,4
-226,500000,331.0656,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,1000000,3669.7944,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,1500000,2238.9155,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,2000000,3092.8162,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,2500000,4046.036,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,3000000,5753.689,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,3500000,2834.5713,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,4000000,6088.8203,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,4500000,330.1416,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-226,5000000,6569.628,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,4
-227,500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,1000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,1500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,2000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,2500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,3000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,3500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,4000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,4500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-227,5000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,4
-228,500000,620.57654,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,1000000,3242.7,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,1500000,6809.1436,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,2000000,6927.4116,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,2500000,6322.8325,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,3000000,4768.0146,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,3500000,5638.058,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,4000000,7008.1475,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,4500000,6078.375,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
-228,5000000,7057.5957,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,4
+218,500000,213.48134,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,1000000,231.76105,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,1500000,306.62573,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,2000000,336.58917,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,2500000,330.76706,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,3000000,516.79236,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,3500000,528.09644,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,4000000,564.67816,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,4500000,517.19885,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+218,5000000,519.62744,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,4
+219,500000,2162.367,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,1000000,4476.035,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,1500000,3541.0144,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,2000000,3873.0684,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,2500000,2678.317,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,3000000,1495.1763,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,3500000,636.5505,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,4000000,4461.7197,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,4500000,2027.6393,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+219,5000000,4471.6875,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,4
+220,500000,210.4826,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,1000000,210.67282,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,1500000,210.29988,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,2000000,210.51047,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,2500000,210.86803,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,3000000,210.57086,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,3500000,210.74825,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,4000000,210.90906,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,4500000,210.69899,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+220,5000000,210.68657,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,4
+221,500000,419.82764,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,1000000,1673.5208,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,1500000,4579.465,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,2000000,4649.5195,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,2500000,4576.951,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,3000000,3136.0977,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,3500000,4864.203,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,4000000,4739.944,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,4500000,4785.949,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+221,5000000,4369.6367,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,4
+222,500000,613.7127,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,1000000,536.59265,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,1500000,3259.8784,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,2000000,1176.9924,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,2500000,2899.547,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,3000000,2104.8672,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,3500000,1823.1963,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,4000000,788.18317,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,4500000,930.59534,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+222,5000000,4602.4863,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,4
+223,500000,181.41803,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,1000000,194.85458,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,1500000,196.76318,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,2000000,210.29941,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,2500000,238.70853,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,3000000,205.77298,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,3500000,253.29758,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,4000000,309.7611,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,4500000,356.54697,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+223,5000000,225.38635,512,False,853730,0.02406078,4160,0.14374896,False,,,,,4
+224,500000,3836.8206,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,1000000,4091.037,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,1500000,2354.3843,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,2000000,3385.768,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,2500000,3848.0964,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,3000000,5560.742,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,3500000,5643.3364,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,4000000,6085.289,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,4500000,6204.6455,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+224,5000000,5944.645,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,4
+225,500000,658.5354,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,1000000,3334.0718,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,1500000,3556.1108,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,2000000,4699.748,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,2500000,2365.9429,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,3000000,4313.428,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,3500000,1565.4576,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,4000000,3139.5518,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,4500000,4605.5254,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+225,5000000,2056.538,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,4
+226,500000,331.0656,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,1000000,3669.7944,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,1500000,2238.9155,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,2000000,3092.8162,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,2500000,4046.036,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,3000000,5753.689,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,3500000,2834.5713,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,4000000,6088.8203,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,4500000,330.1416,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+226,5000000,6569.628,2048,False,760704,0.00101898,11381,0.122051,False,,,,,4
+227,500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,1000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,1500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,2000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,2500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,3000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,3500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,4000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,4500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+227,5000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,4
+228,500000,620.57654,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,1000000,3242.7,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,1500000,6809.1436,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,2000000,6927.4116,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,2500000,6322.8325,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,3000000,4768.0146,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,3500000,5638.058,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,4000000,7008.1475,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,4500000,6078.375,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
+228,5000000,7057.5957,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,4
 229,500000,212.39462,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,4
 229,1000000,212.71698,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,4
 229,1500000,212.35574,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,4
@@ -17659,46 +17659,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,258.85065,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,4
 229,4500000,259.55316,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,4
 229,5000000,255.25003,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,4
-230,500000,488.2564,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,1000000,4509.243,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,1500000,7259.6025,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,2000000,5755.403,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,2500000,6422.8145,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,3000000,6487.2363,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,3500000,6212.6787,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,4000000,4597.1025,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,4500000,7028.492,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-230,5000000,7275.3174,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,4
-231,500000,248.63733,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,1000000,598.0917,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,1500000,1042.1536,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,2000000,2749.2212,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,2500000,4972.508,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,3000000,4695.0645,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,3500000,5014.4824,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,4000000,5267.861,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,4500000,4325.022,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-231,5000000,4901.9795,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,4
-232,500000,1686.6807,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,1000000,4629.569,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,1500000,708.7395,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,2000000,2840.812,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,2500000,4436.699,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,3000000,985.81793,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,3500000,4082.5134,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,4000000,2671.897,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,4500000,4007.2422,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-232,5000000,2041.1973,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,4
-233,500000,284.01697,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,1000000,365.85297,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,1500000,448.23724,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,2000000,364.5516,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,2500000,412.1678,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,3000000,624.33704,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,3500000,654.50916,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,4000000,897.54895,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,4500000,1042.4967,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
-233,5000000,2115.3518,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,4
+230,500000,488.2564,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,1000000,4509.243,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,1500000,7259.6025,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,2000000,5755.403,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,2500000,6422.8145,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,3000000,6487.2363,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,3500000,6212.6787,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,4000000,4597.1025,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,4500000,7028.492,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+230,5000000,7275.3174,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,4
+231,500000,248.63733,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,1000000,598.0917,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,1500000,1042.1536,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,2000000,2749.2212,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,2500000,4972.508,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,3000000,4695.0645,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,3500000,5014.4824,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,4000000,5267.861,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,4500000,4325.022,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+231,5000000,4901.9795,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,4
+232,500000,1686.6807,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,1000000,4629.569,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,1500000,708.7395,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,2000000,2840.812,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,2500000,4436.699,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,3000000,985.81793,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,3500000,4082.5134,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,4000000,2671.897,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,4500000,4007.2422,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+232,5000000,2041.1973,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,4
+233,500000,284.01697,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,1000000,365.85297,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,1500000,448.23724,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,2000000,364.5516,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,2500000,412.1678,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,3000000,624.33704,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,3500000,654.50916,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,4000000,897.54895,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,4500000,1042.4967,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
+233,5000000,2115.3518,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,4
 234,500000,241.01544,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
 234,1000000,345.6531,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
 234,1500000,425.06122,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
@@ -17709,66 +17709,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,4551.8047,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
 234,4500000,4365.468,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
 234,5000000,4542.7656,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
-235,500000,399.02838,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,1000000,2856.8467,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,1500000,4330.686,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,2000000,2764.9175,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,2500000,3954.292,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,3000000,2567.2446,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,3500000,3656.7017,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,4000000,5150.7485,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,4500000,3347.2056,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-235,5000000,4339.175,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,4
-236,500000,656.024,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,1000000,1917.645,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,1500000,5768.988,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,2000000,6506.007,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,2500000,5404.068,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,3000000,6193.88,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,3500000,5673.461,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,4000000,5905.165,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,4500000,3398.2466,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-236,5000000,3328.9734,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,4
-237,500000,211.78067,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,1000000,212.09354,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,1500000,211.92056,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,2000000,211.76036,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,2500000,211.56645,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,3000000,211.49635,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,3500000,211.63048,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,4000000,211.8706,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,4500000,211.68973,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-237,5000000,211.71913,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,4
-238,500000,479.4101,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,1000000,612.2605,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,1500000,2429.2334,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,2000000,1182.0604,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,2500000,1474.657,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,3000000,3195.037,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,3500000,1596.8842,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,4000000,2029.8945,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,4500000,2436.372,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-238,5000000,4009.488,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,4
-239,500000,543.6044,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,1000000,1700.5043,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,1500000,1824.8126,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,2000000,5392.4956,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,2500000,1451.095,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,3000000,478.10577,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,3500000,2706.2178,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,4000000,4713.6357,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,4500000,1986.6116,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-239,5000000,336.4517,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,4
-240,500000,529.22015,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,1000000,4460.2173,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,1500000,5662.108,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,2000000,5795.386,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,2500000,5047.945,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,3000000,5277.744,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,3500000,5511.1104,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,4000000,5864.625,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,4500000,5133.51,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
-240,5000000,4925.086,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,4
+235,500000,399.02838,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,1000000,2856.8467,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,1500000,4330.686,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,2000000,2764.9175,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,2500000,3954.292,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,3000000,2567.2446,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,3500000,3656.7017,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,4000000,5150.7485,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,4500000,3347.2056,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+235,5000000,4339.175,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,4
+236,500000,656.024,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,1000000,1917.645,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,1500000,5768.988,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,2000000,6506.007,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,2500000,5404.068,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,3000000,6193.88,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,3500000,5673.461,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,4000000,5905.165,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,4500000,3398.2466,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+236,5000000,3328.9734,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,4
+237,500000,211.78067,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,1000000,212.09354,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,1500000,211.92056,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,2000000,211.76036,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,2500000,211.56645,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,3000000,211.49635,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,3500000,211.63048,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,4000000,211.8706,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,4500000,211.68973,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+237,5000000,211.71913,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,4
+238,500000,479.4101,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,1000000,612.2605,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,1500000,2429.2334,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,2000000,1182.0604,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,2500000,1474.657,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,3000000,3195.037,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,3500000,1596.8842,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,4000000,2029.8945,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,4500000,2436.372,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+238,5000000,4009.488,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,4
+239,500000,543.6044,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,1000000,1700.5043,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,1500000,1824.8126,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,2000000,5392.4956,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,2500000,1451.095,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,3000000,478.10577,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,3500000,2706.2178,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,4000000,4713.6357,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,4500000,1986.6116,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+239,5000000,336.4517,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,4
+240,500000,529.22015,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,1000000,4460.2173,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,1500000,5662.108,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,2000000,5795.386,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,2500000,5047.945,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,3000000,5277.744,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,3500000,5511.1104,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,4000000,5864.625,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,4500000,5133.51,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
+240,5000000,4925.086,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,4
 241,500000,209.61542,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
 241,1000000,210.05676,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
 241,1500000,210.27641,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
@@ -17779,56 +17779,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,210.01175,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
 241,4500000,209.48715,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
 241,5000000,209.85178,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
-242,500000,359.9328,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,1000000,296.16895,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,1500000,489.58264,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,2000000,633.68134,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,2500000,1235.3679,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,3000000,2828.8406,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,3500000,3882.0415,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,4000000,4231.695,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,4500000,4473.163,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-242,5000000,4461.324,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,4
-243,500000,212.38927,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,1000000,212.16008,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,1500000,212.64378,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,2000000,212.08029,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,2500000,212.58871,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,3000000,211.89848,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,3500000,212.27274,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,4000000,212.25229,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,4500000,212.5846,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-243,5000000,212.6795,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,4
-244,500000,644.7971,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,1000000,1235.1455,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,1500000,1451.2661,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,2000000,2381.253,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,2500000,483.5904,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,3000000,374.8401,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,3500000,1045.5989,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,4000000,6471.7236,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,4500000,490.09058,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-244,5000000,1634.0869,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,4
-245,500000,291.13513,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,1000000,399.77548,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,1500000,714.2842,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,2000000,937.7243,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,2500000,1217.7004,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,3000000,1870.6072,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,3500000,1966.7842,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,4000000,2209.4875,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,4500000,3344.346,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-245,5000000,2346.7021,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,4
-246,500000,3965.4514,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,1000000,4590.2646,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,1500000,3917.3008,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,2000000,4780.2007,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,2500000,4681.775,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,3000000,3997.1755,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,3500000,4625.173,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,4000000,4602.408,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,4500000,4607.8096,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
-246,5000000,4666.8667,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,4
+242,500000,359.9328,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,1000000,296.16895,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,1500000,489.58264,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,2000000,633.68134,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,2500000,1235.3679,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,3000000,2828.8406,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,3500000,3882.0415,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,4000000,4231.695,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,4500000,4473.163,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+242,5000000,4461.324,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,4
+243,500000,212.38927,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,1000000,212.16008,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,1500000,212.64378,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,2000000,212.08029,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,2500000,212.58871,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,3000000,211.89848,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,3500000,212.27274,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,4000000,212.25229,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,4500000,212.5846,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+243,5000000,212.6795,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,4
+244,500000,644.7971,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,1000000,1235.1455,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,1500000,1451.2661,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,2000000,2381.253,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,2500000,483.5904,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,3000000,374.8401,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,3500000,1045.5989,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,4000000,6471.7236,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,4500000,490.09058,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+244,5000000,1634.0869,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,4
+245,500000,291.13513,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,1000000,399.77548,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,1500000,714.2842,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,2000000,937.7243,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,2500000,1217.7004,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,3000000,1870.6072,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,3500000,1966.7842,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,4000000,2209.4875,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,4500000,3344.346,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+245,5000000,2346.7021,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,4
+246,500000,3965.4514,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,1000000,4590.2646,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,1500000,3917.3008,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,2000000,4780.2007,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,2500000,4681.775,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,3000000,3997.1755,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,3500000,4625.173,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,4000000,4602.408,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,4500000,4607.8096,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
+246,5000000,4666.8667,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
 247,500000,426.16565,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,1000000,442.2146,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,1500000,419.67712,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
@@ -17839,26 +17839,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1265.8081,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,4500000,3568.8462,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,5000000,1036.6774,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
-248,500000,416.46576,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,1000000,406.99344,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,1500000,410.07675,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,2000000,488.229,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,2500000,1856.065,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,3000000,1564.9839,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,3500000,4933.0254,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,4000000,4916.649,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,4500000,4914.9873,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,5000000,4826.632,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
+248,500000,416.46576,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,1000000,406.99344,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,1500000,410.07675,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,2000000,488.229,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,2500000,1856.065,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,3000000,1564.9839,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,3500000,4933.0254,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,4000000,4916.649,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,4500000,4914.9873,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
+248,5000000,4826.632,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,4
 249,500000,229.252,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,1000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,1500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,2000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,2500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,3000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,3500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,4000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,4500000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
-249,5000000,NaN,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,1000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,1500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,2000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,2500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,3000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,3500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,4000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,4500000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
+249,5000000,,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
 250,500000,1203.0059,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
 250,1000000,4676.098,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
 250,1500000,4464.2,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
@@ -17869,16 +17869,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4676.7764,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
 250,4500000,4770.684,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
 250,5000000,4671.0635,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
-251,500000,672.5084,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,1000000,3399.0625,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,1500000,635.0386,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,2000000,3843.4111,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,2500000,4447.118,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,3000000,3382.0474,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,3500000,7396.3853,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,4000000,3821.688,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,4500000,1429.8389,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
-251,5000000,8047.91,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,4
+251,500000,672.5084,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,1000000,3399.0625,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,1500000,635.0386,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,2000000,3843.4111,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,2500000,4447.118,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,3000000,3382.0474,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,3500000,7396.3853,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,4000000,3821.688,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,4500000,1429.8389,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
+251,5000000,8047.91,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,4
 252,500000,396.8954,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
 252,1000000,417.75354,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
 252,1500000,725.04047,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
@@ -17889,186 +17889,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,4533.242,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
 252,4500000,49.625664,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
 252,5000000,140.00725,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
-253,500000,359.93298,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,1000000,398.62384,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,1500000,361.7914,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,2000000,397.214,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,2500000,498.77435,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,3000000,515.4497,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,3500000,809.96484,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,4000000,1588.6792,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,4500000,2892.3994,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-253,5000000,3387.102,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,4
-254,500000,82.28439,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,1000000,358.7527,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,1500000,590.0416,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,2000000,1329.6061,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,2500000,1309.9862,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,3000000,2841.2715,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,3500000,3776.5525,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,4000000,3115.9683,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,4500000,2166.478,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-254,5000000,3126.3855,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,4
-255,500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,1000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,1500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,4
-0,500000,4411.1816,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,1000000,4694.084,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,1500000,4537.5513,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,2000000,1986.3138,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,2500000,4764.055,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,3000000,4559.8325,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,3500000,4495.1216,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,4000000,3510.5396,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,4500000,4987.501,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-0,5000000,1758.1455,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,3
-1,500000,267.74493,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,1000000,423.72046,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,1500000,426.25543,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,2000000,413.45392,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,2500000,336.89487,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,3000000,436.95773,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,3500000,509.7154,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,4000000,518.09595,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,4500000,501.7752,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-1,5000000,679.73456,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,3
-2,500000,565.4378,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,1000000,1943.5317,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,1500000,3069.4094,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,2000000,1300.0051,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,2500000,3858.0112,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,3000000,5541.3086,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,3500000,6372.673,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,4000000,5086.022,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,4500000,5646.8735,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-2,5000000,5359.925,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,3
-3,500000,398.84348,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,1000000,3660.9585,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,1500000,6729.069,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,2000000,3168.6711,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,2500000,5397.159,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,3000000,5916.29,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,3500000,6145.658,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,4000000,5307.293,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,4500000,2683.8193,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-3,5000000,5672.246,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,3
-4,500000,286.31805,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,1000000,478.523,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,1500000,536.856,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,2000000,931.7821,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,2500000,3641.0908,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,3000000,5095.009,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,3500000,5179.561,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,4000000,5133.705,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,4500000,5093.8804,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-4,5000000,4958.699,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,3
-5,500000,2431.71,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,1000000,3539.7974,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,1500000,4468.7124,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,2000000,4211.6035,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,2500000,4578.5566,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,3000000,3443.8706,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,3500000,4642.24,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,4000000,4533.341,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,4500000,4709.1763,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-5,5000000,3401.2036,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,3
-6,500000,368.50565,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,1000000,205.37419,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,1500000,349.5107,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,2000000,444.5108,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,2500000,572.15576,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,3000000,571.80286,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,3500000,790.98425,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,4000000,1206.6277,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,4500000,2042.8306,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-6,5000000,3641.6821,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,3
-7,500000,443.3836,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,1000000,4261.578,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,1500000,4004.5454,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,2000000,4563.164,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,2500000,4622.717,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,3000000,4681.126,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,3500000,4467.193,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,4000000,4228.257,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,4500000,4363.1855,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-7,5000000,4411.567,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,3
-8,500000,4750.5176,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,1000000,4523.8877,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,1500000,194.87277,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,2000000,80.29509,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,2500000,89.18788,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,3000000,71.94346,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,3500000,90.26053,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,4000000,70.64938,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,4500000,62.95062,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-8,5000000,62.534977,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,3
-9,500000,522.73676,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,1000000,1859.9822,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,1500000,4519.421,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,2000000,5101.105,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,2500000,4137.3335,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,3000000,3943.8481,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,3500000,2323.794,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,4000000,155.6036,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,4500000,3224.1133,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-9,5000000,4296.05,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,3
-10,500000,370.4039,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,1000000,664.9376,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,1500000,1865.0938,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,2000000,3796.8613,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,2500000,4853.248,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,3000000,5008.706,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,3500000,4890.844,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,4000000,5313.547,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,4500000,5225.0977,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-10,5000000,4580.798,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,3
-11,500000,3511.683,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,1000000,4723.498,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,1500000,4674.2285,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,2000000,4598.1973,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,2500000,4088.895,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,3000000,4556.174,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,3500000,4414.908,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,4000000,4835.55,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,4500000,4795.853,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-11,5000000,4490.3447,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,3
-12,500000,463.36182,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,1000000,6178.158,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,1500000,6627.6436,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,2000000,3283.2227,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,2500000,6494.157,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,3000000,6921.1816,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,3500000,6827.031,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,4000000,2193.8013,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,4500000,5696.633,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-12,5000000,7666.421,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,3
-13,500000,286.7774,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,1000000,330.73828,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,1500000,306.94464,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,2000000,400.20978,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,2500000,434.11838,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,3000000,631.4679,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,3500000,841.8561,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,4000000,1230.4783,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,4500000,1808.9578,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-13,5000000,3806.045,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,3
-14,500000,512.5625,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,1000000,4794.1934,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,1500000,5915.46,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,2000000,5848.7134,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,2500000,3552.469,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,3000000,3146.5508,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,3500000,3827.4937,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,4000000,7140.158,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,4500000,6459.2866,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
-14,5000000,5563.9883,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,3
+253,500000,359.93298,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,1000000,398.62384,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,1500000,361.7914,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,2000000,397.214,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,2500000,498.77435,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,3000000,515.4497,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,3500000,809.96484,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,4000000,1588.6792,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,4500000,2892.3994,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+253,5000000,3387.102,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,4
+254,500000,82.28439,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,1000000,358.7527,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,1500000,590.0416,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,2000000,1329.6061,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,2500000,1309.9862,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,3000000,2841.2715,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,3500000,3776.5525,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,4000000,3115.9683,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,4500000,2166.478,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+254,5000000,3126.3855,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,4
+255,500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,1000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,1500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,4
+0,500000,4411.1816,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,1000000,4694.084,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,1500000,4537.5513,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,2000000,1986.3138,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,2500000,4764.055,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,3000000,4559.8325,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,3500000,4495.1216,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,4000000,3510.5396,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,4500000,4987.501,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+0,5000000,1758.1455,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,3
+1,500000,267.74493,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,1000000,423.72046,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,1500000,426.25543,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,2000000,413.45392,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,2500000,336.89487,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,3000000,436.95773,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,3500000,509.7154,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,4000000,518.09595,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,4500000,501.7752,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+1,5000000,679.73456,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,3
+2,500000,565.4378,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,1000000,1943.5317,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,1500000,3069.4094,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,2000000,1300.0051,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,2500000,3858.0112,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,3000000,5541.3086,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,3500000,6372.673,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,4000000,5086.022,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,4500000,5646.8735,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+2,5000000,5359.925,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,3
+3,500000,398.84348,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,1000000,3660.9585,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,1500000,6729.069,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,2000000,3168.6711,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,2500000,5397.159,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,3000000,5916.29,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,3500000,6145.658,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,4000000,5307.293,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,4500000,2683.8193,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+3,5000000,5672.246,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,3
+4,500000,286.31805,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,1000000,478.523,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,1500000,536.856,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,2000000,931.7821,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,2500000,3641.0908,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,3000000,5095.009,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,3500000,5179.561,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,4000000,5133.705,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,4500000,5093.8804,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+4,5000000,4958.699,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,3
+5,500000,2431.71,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,1000000,3539.7974,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,1500000,4468.7124,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,2000000,4211.6035,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,2500000,4578.5566,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,3000000,3443.8706,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,3500000,4642.24,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,4000000,4533.341,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,4500000,4709.1763,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+5,5000000,3401.2036,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,3
+6,500000,368.50565,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,1000000,205.37419,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,1500000,349.5107,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,2000000,444.5108,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,2500000,572.15576,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,3000000,571.80286,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,3500000,790.98425,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,4000000,1206.6277,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,4500000,2042.8306,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+6,5000000,3641.6821,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,3
+7,500000,443.3836,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,1000000,4261.578,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,1500000,4004.5454,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,2000000,4563.164,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,2500000,4622.717,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,3000000,4681.126,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,3500000,4467.193,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,4000000,4228.257,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,4500000,4363.1855,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+7,5000000,4411.567,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,3
+8,500000,4750.5176,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,1000000,4523.8877,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,1500000,194.87277,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,2000000,80.29509,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,2500000,89.18788,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,3000000,71.94346,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,3500000,90.26053,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,4000000,70.64938,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,4500000,62.95062,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+8,5000000,62.534977,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,3
+9,500000,522.73676,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,1000000,1859.9822,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,1500000,4519.421,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,2000000,5101.105,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,2500000,4137.3335,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,3000000,3943.8481,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,3500000,2323.794,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,4000000,155.6036,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,4500000,3224.1133,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+9,5000000,4296.05,512,False,540763,0.00474209,15765,0.31441719,False,,,,,3
+10,500000,370.4039,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,1000000,664.9376,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,1500000,1865.0938,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,2000000,3796.8613,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,2500000,4853.248,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,3000000,5008.706,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,3500000,4890.844,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,4000000,5313.547,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,4500000,5225.0977,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+10,5000000,4580.798,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,3
+11,500000,3511.683,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,1000000,4723.498,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,1500000,4674.2285,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,2000000,4598.1973,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,2500000,4088.895,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,3000000,4556.174,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,3500000,4414.908,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,4000000,4835.55,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,4500000,4795.853,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+11,5000000,4490.3447,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,3
+12,500000,463.36182,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,1000000,6178.158,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,1500000,6627.6436,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,2000000,3283.2227,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,2500000,6494.157,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,3000000,6921.1816,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,3500000,6827.031,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,4000000,2193.8013,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,4500000,5696.633,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+12,5000000,7666.421,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,3
+13,500000,286.7774,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,1000000,330.73828,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,1500000,306.94464,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,2000000,400.20978,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,2500000,434.11838,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,3000000,631.4679,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,3500000,841.8561,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,4000000,1230.4783,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,4500000,1808.9578,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+13,5000000,3806.045,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,3
+14,500000,512.5625,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,1000000,4794.1934,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,1500000,5915.46,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,2000000,5848.7134,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,2500000,3552.469,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,3000000,3146.5508,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,3500000,3827.4937,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,4000000,7140.158,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,4500000,6459.2866,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
+14,5000000,5563.9883,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,3
 15,500000,1494.793,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,1000000,3701.9597,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,1500000,528.83167,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
@@ -18079,26 +18079,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,837.4258,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,4500000,4965.0615,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,5000000,4875.8667,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
-16,500000,311.38266,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,1000000,241.87492,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,1500000,408.084,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,2000000,237.63148,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,2500000,342.9444,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,3000000,306.9464,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,3500000,315.63495,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,4000000,409.20975,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,4500000,438.91107,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,5000000,494.7234,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-17,500000,597.93787,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,1000000,4666.8184,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,1500000,4466.1797,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,2000000,4836.286,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,2500000,4959.1885,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,3000000,4893.729,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,3500000,5331.624,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,4000000,4682.55,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,4500000,5676.077,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
-17,5000000,6277.821,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,3
+16,500000,311.38266,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,1000000,241.87492,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,1500000,408.084,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,2000000,237.63148,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,2500000,342.9444,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,3000000,306.9464,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,3500000,315.63495,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,4000000,409.20975,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,4500000,438.91107,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+16,5000000,494.7234,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,3
+17,500000,597.93787,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,1000000,4666.8184,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,1500000,4466.1797,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,2000000,4836.286,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,2500000,4959.1885,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,3000000,4893.729,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,3500000,5331.624,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,4000000,4682.55,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,4500000,5676.077,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
+17,5000000,6277.821,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,3
 18,500000,3534.0977,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,1000000,1151.6041,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,1500000,363.59387,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
@@ -18109,36 +18109,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,3886.2754,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,4500000,3100.0898,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,5000000,4713.618,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
-19,500000,479.38486,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,1000000,1148.5503,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,1500000,1843.316,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,2000000,2175.831,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,2500000,684.44415,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,3000000,2825.0532,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,3500000,1574.4116,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,4000000,1855.6404,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,4500000,5244.879,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-19,5000000,2596.7827,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,3
-20,500000,566.99493,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,1000000,3974.1172,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,1500000,1551.8508,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,2000000,3354.0156,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,2500000,2747.3513,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,3000000,4029.8394,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,3500000,3850.8494,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,4000000,5940.9985,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,4500000,4648.6035,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-20,5000000,5071.689,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,3
-21,500000,403.35837,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,1000000,770.85486,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,1500000,4758.5625,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,2000000,4482.2275,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,2500000,4016.7803,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,3000000,4138.9883,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,3500000,4149.5723,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,4000000,3695.7314,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,4500000,4126.5903,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
-21,5000000,4197.2617,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,3
+19,500000,479.38486,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,1000000,1148.5503,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,1500000,1843.316,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,2000000,2175.831,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,2500000,684.44415,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,3000000,2825.0532,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,3500000,1574.4116,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,4000000,1855.6404,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,4500000,5244.879,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+19,5000000,2596.7827,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,3
+20,500000,566.99493,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,1000000,3974.1172,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,1500000,1551.8508,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,2000000,3354.0156,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,2500000,2747.3513,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,3000000,4029.8394,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,3500000,3850.8494,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,4000000,5940.9985,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,4500000,4648.6035,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+20,5000000,5071.689,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,3
+21,500000,403.35837,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,1000000,770.85486,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,1500000,4758.5625,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,2000000,4482.2275,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,2500000,4016.7803,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,3000000,4138.9883,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,3500000,4149.5723,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,4000000,3695.7314,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,4500000,4126.5903,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,5000000,4197.2617,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
 22,500000,706.206,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,1000000,4212.8164,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,1500000,2307.433,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
@@ -18149,66 +18149,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4195.693,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,4500000,4182.507,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,5000000,3664.5552,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
-23,500000,1465.1758,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,1000000,789.6383,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,1500000,450.57544,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,2000000,2915.005,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,2500000,349.38876,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,3000000,2262.2004,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,3500000,1501.1948,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,4000000,4201.133,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,4500000,333.48785,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-23,5000000,263.33813,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,3
-24,500000,308.77087,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,1000000,3287.0464,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,1500000,2898.7258,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,2000000,4865.149,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,2500000,1785.371,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,3000000,2564.671,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,3500000,2097.2314,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,4000000,467.3332,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,4500000,6891.216,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-24,5000000,3359.023,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,3
-25,500000,563.5297,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,1000000,3921.4048,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,1500000,6412.9263,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,2000000,5701.006,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,2500000,3263.2437,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,3000000,2305.5994,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,3500000,4719.983,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,4000000,3596.1238,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,4500000,6132.833,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-25,5000000,5880.634,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,3
-26,500000,480.95068,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,1000000,4774.988,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,1500000,3675.9185,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,2000000,3234.3694,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,2500000,5714.4985,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,3000000,879.83905,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,3500000,2608.0933,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,4000000,4138.431,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,4500000,5007.4717,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-26,5000000,928.3502,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,3
-27,500000,207.17874,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,1000000,207.33582,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,1500000,207.48418,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,2000000,207.94437,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,2500000,207.38579,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,3000000,207.84529,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,3500000,207.85916,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,4000000,208.18976,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,4500000,208.16602,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-27,5000000,207.65796,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,3
-28,500000,358.07092,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,1000000,346.2399,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,1500000,414.08112,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,2000000,566.6089,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,2500000,738.93994,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,3000000,3674.6484,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,3500000,4809.573,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,4000000,4871.201,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,4500000,5078.893,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
-28,5000000,5111.315,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,3
+23,500000,1465.1758,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,1000000,789.6383,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,1500000,450.57544,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,2000000,2915.005,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,2500000,349.38876,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,3000000,2262.2004,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,3500000,1501.1948,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,4000000,4201.133,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,4500000,333.48785,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+23,5000000,263.33813,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,3
+24,500000,308.77087,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,1000000,3287.0464,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,1500000,2898.7258,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,2000000,4865.149,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,2500000,1785.371,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,3000000,2564.671,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,3500000,2097.2314,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,4000000,467.3332,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,4500000,6891.216,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+24,5000000,3359.023,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,3
+25,500000,563.5297,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,1000000,3921.4048,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,1500000,6412.9263,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,2000000,5701.006,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,2500000,3263.2437,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,3000000,2305.5994,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,3500000,4719.983,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,4000000,3596.1238,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,4500000,6132.833,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+25,5000000,5880.634,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,3
+26,500000,480.95068,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,1000000,4774.988,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,1500000,3675.9185,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,2000000,3234.3694,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,2500000,5714.4985,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,3000000,879.83905,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,3500000,2608.0933,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,4000000,4138.431,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,4500000,5007.4717,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+26,5000000,928.3502,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,3
+27,500000,207.17874,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,1000000,207.33582,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,1500000,207.48418,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,2000000,207.94437,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,2500000,207.38579,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,3000000,207.84529,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,3500000,207.85916,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,4000000,208.18976,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,4500000,208.16602,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+27,5000000,207.65796,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,3
+28,500000,358.07092,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,1000000,346.2399,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,1500000,414.08112,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,2000000,566.6089,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,2500000,738.93994,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,3000000,3674.6484,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,3500000,4809.573,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,4000000,4871.201,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,4500000,5078.893,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
+28,5000000,5111.315,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,3
 29,500000,296.34448,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,1000000,406.61725,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,1500000,350.36475,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
@@ -18219,16 +18219,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,674.3934,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,4500000,1338.3744,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,5000000,2487.0264,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
-30,500000,1626.2723,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,1000000,4968.5366,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,1500000,954.8809,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,2000000,1271.4993,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,2500000,2052.8093,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,3000000,645.8773,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,3500000,250.68909,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,4000000,420.13077,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,4500000,3434.7744,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
-30,5000000,1027.4302,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,3
+30,500000,1626.2723,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,1000000,4968.5366,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,1500000,954.8809,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,2000000,1271.4993,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,2500000,2052.8093,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,3000000,645.8773,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,3500000,250.68909,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,4000000,420.13077,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,4500000,3434.7744,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
+30,5000000,1027.4302,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,3
 31,500000,411.55957,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,1000000,364.97446,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,1500000,340.0943,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
@@ -18239,46 +18239,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,424.82684,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,4500000,402.26785,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,5000000,394.34943,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
-32,500000,1059.9048,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,1000000,1532.0688,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,1500000,1275.8082,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,2000000,2358.9597,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,2500000,4532.741,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,3000000,3851.8328,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,3500000,4141.274,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,4000000,4710.083,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,4500000,4435.331,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,5000000,3699.6,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-33,500000,524.7246,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,1000000,4973.1904,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,1500000,6110.183,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,2000000,2782.542,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,2500000,4788.165,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,3000000,5645.7866,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,3500000,3271.8577,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,4000000,6490.598,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,4500000,5104.2817,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-33,5000000,5234.355,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,3
-34,500000,206.32645,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,1000000,206.70923,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,1500000,206.65614,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,2000000,206.52097,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,2500000,206.7146,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,3000000,206.91864,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,3500000,206.69885,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,4000000,206.6835,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,4500000,206.5477,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-34,5000000,206.47662,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,3
-35,500000,4438.4756,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,1000000,1267.9578,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,1500000,2093.152,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,2000000,5251.855,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,2500000,423.44427,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,3000000,1488.6033,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,3500000,243.27534,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,4000000,180.46347,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,4500000,180.52142,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
-35,5000000,82.972885,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,3
+32,500000,1059.9048,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,1000000,1532.0688,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,1500000,1275.8082,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,2000000,2358.9597,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,2500000,4532.741,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,3000000,3851.8328,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,3500000,4141.274,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,4000000,4710.083,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,4500000,4435.331,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+32,5000000,3699.6,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,3
+33,500000,524.7246,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,1000000,4973.1904,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,1500000,6110.183,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,2000000,2782.542,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,2500000,4788.165,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,3000000,5645.7866,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,3500000,3271.8577,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,4000000,6490.598,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,4500000,5104.2817,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+33,5000000,5234.355,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,3
+34,500000,206.32645,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,1000000,206.70923,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,1500000,206.65614,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,2000000,206.52097,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,2500000,206.7146,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,3000000,206.91864,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,3500000,206.69885,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,4000000,206.6835,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,4500000,206.5477,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+34,5000000,206.47662,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,3
+35,500000,4438.4756,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,1000000,1267.9578,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,1500000,2093.152,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,2000000,5251.855,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,2500000,423.44427,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,3000000,1488.6033,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,3500000,243.27534,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,4000000,180.46347,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,4500000,180.52142,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,5000000,82.972885,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
 36,500000,285.72925,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,1000000,400.72375,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,1500000,403.15552,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
@@ -18289,26 +18289,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,430.55804,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,4500000,440.56558,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,5000000,548.2823,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
-37,500000,251.48221,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,1000000,300.49045,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,1500000,351.95386,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,2000000,352.09512,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,2500000,432.51657,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,3000000,532.83905,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,3500000,479.26672,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,4000000,323.88834,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,4500000,375.10944,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,5000000,377.2066,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-38,500000,208.05591,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,1000000,208.06303,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,1500000,208.37961,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,2000000,208.28508,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,2500000,208.69522,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,3000000,208.51105,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,3500000,208.86435,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,4000000,208.82013,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,4500000,208.79294,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
-38,5000000,208.56622,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,3
+37,500000,251.48221,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,1000000,300.49045,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,1500000,351.95386,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,2000000,352.09512,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,2500000,432.51657,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,3000000,532.83905,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,3500000,479.26672,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,4000000,323.88834,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,4500000,375.10944,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,5000000,377.2066,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+38,500000,208.05591,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,1000000,208.06303,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,1500000,208.37961,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,2000000,208.28508,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,2500000,208.69522,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,3000000,208.51105,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,3500000,208.86435,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,4000000,208.82013,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,4500000,208.79294,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,5000000,208.56622,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
 39,500000,363.0354,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,1000000,458.6258,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,1500000,919.35736,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
@@ -18319,16 +18319,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4201.7686,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,4500000,4002.4028,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,5000000,3941.6038,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
-40,500000,253.48885,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,1000000,274.77567,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,1500000,314.71783,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,2000000,423.11133,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,2500000,349.913,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,3000000,384.90155,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,3500000,440.26367,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,4000000,408.9129,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,4500000,481.5951,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,5000000,696.5876,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
+40,500000,253.48885,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,1000000,274.77567,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,1500000,314.71783,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,2000000,423.11133,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,2500000,349.913,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,3000000,384.90155,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,3500000,440.26367,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,4000000,408.9129,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,4500000,481.5951,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
+40,5000000,696.5876,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,3
 41,500000,208.16322,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,1000000,208.02621,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,1500000,208.01514,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
@@ -18339,36 +18339,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,207.8916,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,4500000,208.6135,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,5000000,207.62877,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
-42,500000,297.533,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,1000000,462.61716,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,1500000,554.844,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,2000000,2041.3701,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,2500000,4038.7224,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,3000000,4945.1284,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,3500000,4792.9326,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,4000000,4681.733,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,4500000,4650.911,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-42,5000000,4515.185,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,3
-43,500000,2814.1265,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,1000000,5391.3604,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,1500000,5400.707,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,2000000,4540.824,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,2500000,189.0165,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,3000000,5474.746,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,3500000,2980.143,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,4000000,5527.5547,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,4500000,4769.1436,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-43,5000000,5017.2646,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,3
-44,500000,210.01376,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,1000000,210.02237,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,1500000,209.72134,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,2000000,209.96387,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,2500000,210.04352,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,3000000,209.94916,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,3500000,209.91681,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,4000000,210.1141,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,4500000,210.16779,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
-44,5000000,209.98312,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,3
+42,500000,297.533,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,1000000,462.61716,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,1500000,554.844,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,2000000,2041.3701,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,2500000,4038.7224,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,3000000,4945.1284,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,3500000,4792.9326,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,4000000,4681.733,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,4500000,4650.911,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+42,5000000,4515.185,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,3
+43,500000,2814.1265,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,1000000,5391.3604,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,1500000,5400.707,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,2000000,4540.824,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,2500000,189.0165,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,3000000,5474.746,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,3500000,2980.143,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,4000000,5527.5547,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,4500000,4769.1436,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+43,5000000,5017.2646,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,3
+44,500000,210.01376,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,1000000,210.02237,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,1500000,209.72134,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,2000000,209.96387,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,2500000,210.04352,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,3000000,209.94916,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,3500000,209.91681,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,4000000,210.1141,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,4500000,210.16779,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,5000000,209.98312,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
 45,500000,440.81528,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,1000000,521.10956,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,1500000,1403.1753,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
@@ -18379,26 +18379,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4511.5063,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,4500000,4345.6426,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,5000000,4475.173,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
-46,500000,521.1163,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,1000000,3560.2634,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,1500000,2928.395,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,2000000,4865.332,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,2500000,4520.314,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,3000000,3530.7202,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,3500000,4301.009,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,4000000,235.47421,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,4500000,5374.16,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,5000000,401.97125,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-47,500000,555.86707,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,1000000,2024.7156,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,1500000,4806.6445,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,2000000,5445.373,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,2500000,2621.9177,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,3000000,5108.249,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,3500000,5595.451,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,4000000,5317.576,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,4500000,5626.9805,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
-47,5000000,5027.032,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,3
+46,500000,521.1163,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,1000000,3560.2634,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,1500000,2928.395,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,2000000,4865.332,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,2500000,4520.314,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,3000000,3530.7202,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,3500000,4301.009,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,4000000,235.47421,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,4500000,5374.16,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+46,5000000,401.97125,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,3
+47,500000,555.86707,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,1000000,2024.7156,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,1500000,4806.6445,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,2000000,5445.373,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,2500000,2621.9177,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,3000000,5108.249,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,3500000,5595.451,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,4000000,5317.576,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,4500000,5626.9805,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
+47,5000000,5027.032,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,3
 48,500000,4520.0806,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,3
 48,1000000,3215.0396,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,3
 48,1500000,4129.193,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,3
@@ -18429,16 +18429,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,2731.4077,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,3
 50,4500000,4604.325,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,3
 50,5000000,3617.3147,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,3
-51,500000,558.0211,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,1000000,5365.592,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,1500000,6188.2656,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,2000000,3892.8977,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,2500000,5692.47,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,3000000,5446.674,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,3500000,5950.333,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,4000000,6261.734,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,4500000,6811.91,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
-51,5000000,3708.7542,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,3
+51,500000,558.0211,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,1000000,5365.592,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,1500000,6188.2656,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,2000000,3892.8977,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,2500000,5692.47,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,3000000,5446.674,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,3500000,5950.333,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,4000000,6261.734,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,4500000,6811.91,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
+51,5000000,3708.7542,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
 52,500000,473.62393,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,1000000,504.3825,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,1500000,564.9472,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
@@ -18449,26 +18449,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,4258.381,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,4500000,3695.8203,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,5000000,4171.117,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
-53,500000,271.60803,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,1000000,310.54153,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,1500000,377.84375,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,2000000,369.11398,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,2500000,281.87518,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,3000000,364.2545,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,3500000,350.12473,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,4000000,546.58295,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,4500000,437.24316,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,5000000,470.10144,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-54,500000,671.9877,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,1000000,4179.672,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,1500000,4736.5986,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,2000000,4705.284,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,2500000,4636.439,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,3000000,4720.884,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,3500000,4622.5767,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,4000000,4624.767,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,4500000,4556.5186,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
-54,5000000,3100.7065,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,3
+53,500000,271.60803,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,1000000,310.54153,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,1500000,377.84375,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,2000000,369.11398,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,2500000,281.87518,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,3000000,364.2545,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,3500000,350.12473,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,4000000,546.58295,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,4500000,437.24316,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+53,5000000,470.10144,512,False,495568,1.58e-06,982,0.13248206,False,,,,,3
+54,500000,671.9877,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,1000000,4179.672,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,1500000,4736.5986,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,2000000,4705.284,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,2500000,4636.439,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,3000000,4720.884,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,3500000,4622.5767,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,4000000,4624.767,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,4500000,4556.5186,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,5000000,3100.7065,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
 55,500000,357.02423,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,1000000,327.17218,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,1500000,421.67355,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
@@ -18479,36 +18479,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,677.0857,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,4500000,843.927,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,5000000,835.1958,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
-56,500000,207.42601,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,1000000,207.67924,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,1500000,207.53822,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,2000000,207.61188,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,2500000,207.95467,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,3000000,207.99788,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,3500000,207.836,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,4000000,207.97061,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,4500000,208.20589,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-56,5000000,207.9783,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,3
-57,500000,205.01256,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,1000000,339.1714,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,1500000,439.54175,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,2000000,420.1921,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,2500000,490.23303,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,3000000,587.2689,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,3500000,601.7743,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,4000000,1177.5685,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,4500000,1927.2502,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-57,5000000,2238.5571,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,3
-58,500000,212.62852,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,1000000,212.51521,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,1500000,212.37299,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,2000000,212.53192,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,2500000,212.37685,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,3000000,212.09593,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,3500000,212.4151,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,4000000,212.73056,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,4500000,212.1394,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
-58,5000000,212.31523,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,3
+56,500000,207.42601,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,1000000,207.67924,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,1500000,207.53822,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,2000000,207.61188,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,2500000,207.95467,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,3000000,207.99788,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,3500000,207.836,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,4000000,207.97061,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,4500000,208.20589,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+56,5000000,207.9783,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,3
+57,500000,205.01256,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,1000000,339.1714,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,1500000,439.54175,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,2000000,420.1921,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,2500000,490.23303,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,3000000,587.2689,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,3500000,601.7743,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,4000000,1177.5685,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,4500000,1927.2502,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+57,5000000,2238.5571,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,3
+58,500000,212.62852,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,1000000,212.51521,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,1500000,212.37299,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,2000000,212.53192,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,2500000,212.37685,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,3000000,212.09593,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,3500000,212.4151,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,4000000,212.73056,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,4500000,212.1394,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,5000000,212.31523,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
 59,500000,320.91388,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,1000000,296.29794,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,1500000,415.2352,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
@@ -18519,46 +18519,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,3685.3835,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,4500000,3397.0625,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,5000000,3329.8713,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
-60,500000,552.443,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,1000000,1246.9567,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,1500000,4474.5576,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,2000000,4788.16,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,2500000,4612.839,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,3000000,4843.042,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,3500000,4819.8574,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,4000000,4910.3735,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,4500000,4940.5938,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,5000000,4915.6133,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-61,500000,267.29016,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,1000000,490.271,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,1500000,412.7691,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,2000000,455.34808,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,2500000,359.48438,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,3000000,423.10345,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,3500000,422.98877,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,4000000,531.47595,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,4500000,403.49786,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-61,5000000,498.37158,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,3
-62,500000,657.12885,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,1000000,1336.6172,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,1500000,2016.3633,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,2000000,4273.454,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,2500000,5143.0137,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,3000000,1590.0151,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,3500000,4457.744,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,4000000,6416.719,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,4500000,6639.7695,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-62,5000000,7510.501,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,3
-63,500000,374.3673,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,1000000,344.89612,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,1500000,404.6286,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,2000000,819.57214,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,2500000,1041.2866,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,3000000,2609.8813,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,3500000,3692.0598,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,4000000,4159.4746,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,4500000,4347.7725,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
-63,5000000,4460.4194,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,3
+60,500000,552.443,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,1000000,1246.9567,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,1500000,4474.5576,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,2000000,4788.16,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,2500000,4612.839,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,3000000,4843.042,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,3500000,4819.8574,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,4000000,4910.3735,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,4500000,4940.5938,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+60,5000000,4915.6133,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,3
+61,500000,267.29016,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,1000000,490.271,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,1500000,412.7691,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,2000000,455.34808,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,2500000,359.48438,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,3000000,423.10345,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,3500000,422.98877,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,4000000,531.47595,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,4500000,403.49786,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+61,5000000,498.37158,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,3
+62,500000,657.12885,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,1000000,1336.6172,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,1500000,2016.3633,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,2000000,4273.454,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,2500000,5143.0137,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,3000000,1590.0151,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,3500000,4457.744,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,4000000,6416.719,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,4500000,6639.7695,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+62,5000000,7510.501,512,False,220480,0.00107533,11522,1.86025571,False,,,,,3
+63,500000,374.3673,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,1000000,344.89612,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,1500000,404.6286,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,2000000,819.57214,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,2500000,1041.2866,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,3000000,2609.8813,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,3500000,3692.0598,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,4000000,4159.4746,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,4500000,4347.7725,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,5000000,4460.4194,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
 64,500000,86.58458,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,1000000,199.2513,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,1500000,197.70804,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
@@ -18569,26 +18569,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,527.6644,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,4500000,474.74817,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,5000000,684.0762,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
-65,500000,221.02658,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,1000000,604.004,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,1500000,977.54926,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,2000000,2569.6118,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,2500000,4358.5977,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,3000000,4402.378,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,3500000,4870.52,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,4000000,4771.4287,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,4500000,5337.74,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,5000000,5184.8784,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-66,500000,2159.6714,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,1000000,4280.0557,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,1500000,4706.0146,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,2000000,4750.6016,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,2500000,4718.1387,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,3000000,4514.4116,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,3500000,4584.3457,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,4000000,4441.6025,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,4500000,4534.2812,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
-66,5000000,4128.761,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
+65,500000,221.02658,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,1000000,604.004,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,1500000,977.54926,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,2000000,2569.6118,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,2500000,4358.5977,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,3000000,4402.378,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,3500000,4870.52,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,4000000,4771.4287,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,4500000,5337.74,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+65,5000000,5184.8784,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,3
+66,500000,2159.6714,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,1000000,4280.0557,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,1500000,4706.0146,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,2000000,4750.6016,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,2500000,4718.1387,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,3000000,4514.4116,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,3500000,4584.3457,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,4000000,4441.6025,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,4500000,4534.2812,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,5000000,4128.761,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
 67,500000,201.61328,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,1000000,295.89343,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,1500000,459.31775,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
@@ -18599,26 +18599,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,424.8626,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,4500000,496.2398,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,5000000,575.6836,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
-68,500000,2129.3381,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,1000000,1171.3182,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,1500000,1857.566,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,2000000,480.38916,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,2500000,4348.6533,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,3000000,812.5178,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,3500000,432.53174,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,4000000,4666.506,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,4500000,4268.7417,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,5000000,396.10754,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-69,500000,470.35046,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,1000000,2026.2688,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,1500000,6167.167,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,2000000,5820.321,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,2500000,5789.31,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,3000000,5643.744,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,3500000,5689.2456,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,4000000,7062.5127,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,4500000,6938.6006,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
-69,5000000,7494.6895,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,3
+68,500000,2129.3381,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,1000000,1171.3182,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,1500000,1857.566,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,2000000,480.38916,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,2500000,4348.6533,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,3000000,812.5178,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,3500000,432.53174,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,4000000,4666.506,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,4500000,4268.7417,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+68,5000000,396.10754,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,3
+69,500000,470.35046,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,1000000,2026.2688,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,1500000,6167.167,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,2000000,5820.321,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,2500000,5789.31,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,3000000,5643.744,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,3500000,5689.2456,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,4000000,7062.5127,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,4500000,6938.6006,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,5000000,7494.6895,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
 70,500000,467.67395,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,1000000,582.88635,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,1500000,548.1055,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
@@ -18629,16 +18629,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4935.116,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,4500000,4920.679,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,5000000,4755.4683,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
-71,500000,297.52457,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,1000000,404.85742,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,1500000,379.1109,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,2000000,432.01138,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,2500000,454.22418,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,3000000,741.59534,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,3500000,1108.0625,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,4000000,1667.2947,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,4500000,3119.2954,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,5000000,4660.454,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
+71,500000,297.52457,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,1000000,404.85742,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,1500000,379.1109,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,2000000,432.01138,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,2500000,454.22418,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,3000000,741.59534,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,3500000,1108.0625,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,4000000,1667.2947,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,4500000,3119.2954,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,5000000,4660.454,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
 72,500000,210.6742,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,1000000,210.4882,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,1500000,210.49316,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
@@ -18649,16 +18649,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,210.83957,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,4500000,210.0441,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,5000000,210.65106,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
-73,500000,210.0702,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,1000000,209.86285,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,1500000,210.08093,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,2000000,210.27232,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,2500000,210.0545,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,3000000,210.56158,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,3500000,209.89587,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,4000000,210.2037,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,4500000,209.88828,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,5000000,210.20688,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
+73,500000,210.0702,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,1000000,209.86285,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,1500000,210.08093,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,2000000,210.27232,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,2500000,210.0545,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,3000000,210.56158,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,3500000,209.89587,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,4000000,210.2037,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,4500000,209.88828,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
+73,5000000,210.20688,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,3
 74,500000,1790.0848,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,3
 74,1000000,3839.266,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,3
 74,1500000,4363.3926,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,3
@@ -18689,56 +18689,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,4534.9067,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,3
 76,4500000,1143.2831,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,3
 76,5000000,3473.4136,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,3
-77,500000,211.19125,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,1000000,211.95535,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,1500000,211.62805,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,2000000,211.41891,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,2500000,211.15012,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,3000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,3500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,4000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,4500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-77,5000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
-78,500000,205.8117,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,1000000,206.06331,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,1500000,205.97055,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,2000000,206.36868,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,2500000,206.20457,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,3000000,206.17267,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,3500000,205.99704,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,4000000,206.20583,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,4500000,206.3129,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-78,5000000,206.03185,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,3
-79,500000,2376.8105,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,1000000,4387.7637,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,1500000,2316.4531,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,2000000,3464.6626,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,2500000,3410.349,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,3000000,1990.4048,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,3500000,4725.501,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,4000000,211.75522,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,4500000,132.69144,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-79,5000000,71.65233,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,3
-80,500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,1000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,1500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,2000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,2500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,3000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,3500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,4000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,4500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-80,5000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,3
-81,500000,467.67072,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,1000000,5880.3765,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,1500000,2003.1747,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,2000000,1467.4438,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,2500000,5207.2954,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,3000000,3169.3413,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,3500000,4787.1113,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,4000000,913.1372,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,4500000,303.73132,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
-81,5000000,5506.969,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,3
+77,500000,211.19125,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,1000000,211.95535,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,1500000,211.62805,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,2000000,211.41891,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,2500000,211.15012,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,3000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,3500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,4000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,4500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+77,5000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,3
+78,500000,205.8117,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,1000000,206.06331,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,1500000,205.97055,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,2000000,206.36868,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,2500000,206.20457,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,3000000,206.17267,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,3500000,205.99704,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,4000000,206.20583,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,4500000,206.3129,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+78,5000000,206.03185,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,3
+79,500000,2376.8105,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,1000000,4387.7637,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,1500000,2316.4531,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,2000000,3464.6626,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,2500000,3410.349,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,3000000,1990.4048,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,3500000,4725.501,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,4000000,211.75522,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,4500000,132.69144,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+79,5000000,71.65233,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,3
+80,500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,1000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,1500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,2000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,2500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,3000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,3500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,4000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,4500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+80,5000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,3
+81,500000,467.67072,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,1000000,5880.3765,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,1500000,2003.1747,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,2000000,1467.4438,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,2500000,5207.2954,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,3000000,3169.3413,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,3500000,4787.1113,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,4000000,913.1372,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,4500000,303.73132,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
+81,5000000,5506.969,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
 82,500000,207.56418,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,1000000,208.28171,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,1500000,208.26747,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
@@ -18749,26 +18749,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,207.81468,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,4500000,208.74348,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,5000000,208.52313,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
-83,500000,476.83188,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,1000000,1541.3916,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,1500000,3737.1309,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,2000000,4415.7656,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,2500000,2262.9407,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,3000000,4304.8975,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,3500000,4146.3916,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,4000000,4423.9717,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,4500000,4292.692,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-83,5000000,4506.9644,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
-84,500000,314.54382,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,1000000,309.17505,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,1500000,382.9494,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,2000000,393.87604,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,2500000,303.0719,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,3000000,446.30896,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,3500000,578.4112,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,4000000,582.4059,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,4500000,525.7882,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
-84,5000000,595.74756,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,3
+83,500000,476.83188,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,1000000,1541.3916,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,1500000,3737.1309,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,2000000,4415.7656,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,2500000,2262.9407,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,3000000,4304.8975,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,3500000,4146.3916,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,4000000,4423.9717,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,4500000,4292.692,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+83,5000000,4506.9644,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,3
+84,500000,314.54382,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,1000000,309.17505,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,1500000,382.9494,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,2000000,393.87604,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,2500000,303.0719,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,3000000,446.30896,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,3500000,578.4112,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,4000000,582.4059,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,4500000,525.7882,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
+84,5000000,595.74756,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,3
 85,500000,632.8627,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,3
 85,1000000,3372.39,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,3
 85,1500000,4621.759,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,3
@@ -18789,46 +18789,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,372.92093,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,3
 86,4500000,363.3045,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,3
 86,5000000,357.06116,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,3
-87,500000,390.30197,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,1000000,481.41138,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,1500000,1693.0132,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,2000000,4984.4844,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,2500000,4935.4146,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,3000000,4793.4634,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,3500000,4344.895,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,4000000,4624.893,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,4500000,4604.5254,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,5000000,4564.07,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-88,500000,403.36078,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,1000000,246.37535,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,1500000,369.86902,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,2000000,483.8095,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,2500000,466.92255,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,3000000,643.83594,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,3500000,1120.5945,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,4000000,1584.7146,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,4500000,1505.47,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-88,5000000,3452.503,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,3
-89,500000,2633.722,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,1000000,1580.0013,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,1500000,4130.5234,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,2000000,520.77795,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,2500000,3608.3408,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,3000000,784.28455,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,3500000,187.16446,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,4000000,137.1719,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,4500000,169.47379,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-89,5000000,299.3064,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,3
-90,500000,280.7121,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,1000000,333.74805,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,1500000,333.5969,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,2000000,353.3623,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,2500000,366.62933,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,3000000,447.9939,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,3500000,475.31143,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,4000000,502.854,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,4500000,580.42267,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
-90,5000000,583.9717,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,3
+87,500000,390.30197,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,1000000,481.41138,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,1500000,1693.0132,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,2000000,4984.4844,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,2500000,4935.4146,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,3000000,4793.4634,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,3500000,4344.895,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,4000000,4624.893,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,4500000,4604.5254,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+87,5000000,4564.07,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,3
+88,500000,403.36078,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,1000000,246.37535,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,1500000,369.86902,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,2000000,483.8095,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,2500000,466.92255,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,3000000,643.83594,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,3500000,1120.5945,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,4000000,1584.7146,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,4500000,1505.47,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+88,5000000,3452.503,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,3
+89,500000,2633.722,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,1000000,1580.0013,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,1500000,4130.5234,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,2000000,520.77795,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,2500000,3608.3408,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,3000000,784.28455,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,3500000,187.16446,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,4000000,137.1719,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,4500000,169.47379,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+89,5000000,299.3064,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,3
+90,500000,280.7121,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,1000000,333.74805,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,1500000,333.5969,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,2000000,353.3623,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,2500000,366.62933,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,3000000,447.9939,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,3500000,475.31143,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,4000000,502.854,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,4500000,580.42267,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,5000000,583.9717,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
 91,500000,256.04254,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,1000000,232.09521,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,1500000,306.5198,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
@@ -18839,26 +18839,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,449.80774,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,4500000,344.49023,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,5000000,471.83295,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
-92,500000,551.80664,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,1000000,1819.4756,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,1500000,3002.399,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,2000000,1824.812,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,2500000,2194.8025,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,3000000,3952.452,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,3500000,2444.6992,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,4000000,2263.1038,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,4500000,2421.5728,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,5000000,3900.0652,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-93,500000,542.8571,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,1000000,4723.314,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,1500000,4462.2466,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,2000000,4713.5854,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,2500000,4491.243,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,3000000,4411.9185,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,3500000,4858.492,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,4000000,4669.6895,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,4500000,4429.3413,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
-93,5000000,4783.0444,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,3
+92,500000,551.80664,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,1000000,1819.4756,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,1500000,3002.399,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,2000000,1824.812,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,2500000,2194.8025,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,3000000,3952.452,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,3500000,2444.6992,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,4000000,2263.1038,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,4500000,2421.5728,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+92,5000000,3900.0652,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,3
+93,500000,542.8571,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,1000000,4723.314,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,1500000,4462.2466,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,2000000,4713.5854,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,2500000,4491.243,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,3000000,4411.9185,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,3500000,4858.492,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,4000000,4669.6895,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,4500000,4429.3413,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,5000000,4783.0444,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
 94,500000,509.67767,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,1000000,1421.397,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,1500000,4219.582,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
@@ -18869,66 +18869,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4325.353,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,4500000,4377.784,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,5000000,4566.642,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
-95,500000,2211.1875,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,1000000,5087.2236,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,1500000,5110.537,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,2000000,5050.032,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,2500000,5181.453,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,3000000,4853.284,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,3500000,5050.9585,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,4000000,5366.1147,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,4500000,5162.315,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,5000000,5569.4326,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-96,500000,2518.743,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,1000000,4471.75,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,1500000,5381.423,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,2000000,5099.76,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,2500000,5287.769,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,3000000,5207.6978,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,3500000,5412.746,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,4000000,5402.9546,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,4500000,5367.538,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-96,5000000,4783.403,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,3
-97,500000,241.02481,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,1000000,343.71716,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,1500000,476.76602,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,2000000,427.05637,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,2500000,396.8828,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,3000000,370.26968,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,3500000,591.743,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,4000000,442.18646,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,4500000,636.7532,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-97,5000000,443.67957,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,3
-98,500000,315.9433,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,1000000,4485.1035,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,1500000,4864.522,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,2000000,4298.2666,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,2500000,3776.3882,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,3000000,4731.6367,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,3500000,3823.794,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,4000000,5762.5264,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,4500000,6411.2275,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-98,5000000,6844.5767,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,3
-99,500000,228.24873,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,1000000,882.9174,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,1500000,2119.9841,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,2000000,4032.4805,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,2500000,2967.8901,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,3000000,5882.8286,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,3500000,2621.8071,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,4000000,1296.4012,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,4500000,2461.7412,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-99,5000000,4358.3604,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,3
-100,500000,205.4638,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,1000000,248.93222,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,1500000,493.92172,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,2000000,451.50946,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,2500000,459.4818,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,3000000,512.09766,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,3500000,507.78506,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,4000000,521.14026,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,4500000,481.90024,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
-100,5000000,499.95837,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,3
+95,500000,2211.1875,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,1000000,5087.2236,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,1500000,5110.537,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,2000000,5050.032,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,2500000,5181.453,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,3000000,4853.284,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,3500000,5050.9585,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,4000000,5366.1147,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,4500000,5162.315,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+95,5000000,5569.4326,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,3
+96,500000,2518.743,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,1000000,4471.75,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,1500000,5381.423,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,2000000,5099.76,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,2500000,5287.769,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,3000000,5207.6978,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,3500000,5412.746,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,4000000,5402.9546,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,4500000,5367.538,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+96,5000000,4783.403,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,3
+97,500000,241.02481,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,1000000,343.71716,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,1500000,476.76602,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,2000000,427.05637,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,2500000,396.8828,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,3000000,370.26968,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,3500000,591.743,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,4000000,442.18646,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,4500000,636.7532,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+97,5000000,443.67957,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,3
+98,500000,315.9433,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,1000000,4485.1035,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,1500000,4864.522,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,2000000,4298.2666,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,2500000,3776.3882,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,3000000,4731.6367,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,3500000,3823.794,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,4000000,5762.5264,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,4500000,6411.2275,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+98,5000000,6844.5767,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,3
+99,500000,228.24873,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,1000000,882.9174,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,1500000,2119.9841,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,2000000,4032.4805,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,2500000,2967.8901,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,3000000,5882.8286,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,3500000,2621.8071,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,4000000,1296.4012,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,4500000,2461.7412,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+99,5000000,4358.3604,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,3
+100,500000,205.4638,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,1000000,248.93222,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,1500000,493.92172,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,2000000,451.50946,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,2500000,459.4818,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,3000000,512.09766,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,3500000,507.78506,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,4000000,521.14026,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,4500000,481.90024,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
+100,5000000,499.95837,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
 101,500000,361.43918,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,3
 101,1000000,431.6646,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,3
 101,1500000,494.2884,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,3
@@ -18949,16 +18949,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,209.84772,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,3
 102,4500000,209.30722,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,3
 102,5000000,209.65558,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,3
-103,500000,209.23724,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,1000000,209.07056,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,1500000,209.26178,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,2000000,209.36581,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,2500000,209.7282,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,3000000,209.48875,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,3500000,209.09178,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,4000000,209.06937,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,4500000,209.71106,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,5000000,209.3704,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
+103,500000,209.23724,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,1000000,209.07056,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,1500000,209.26178,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,2000000,209.36581,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,2500000,209.7282,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,3000000,209.48875,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,3500000,209.09178,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,4000000,209.06937,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,4500000,209.71106,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
+103,5000000,209.3704,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
 104,500000,928.9386,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,3
 104,1000000,3985.0728,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,3
 104,1500000,3697.7332,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,3
@@ -18989,26 +18989,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,212.51352,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,3
 106,4500000,212.03697,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,3
 106,5000000,212.34831,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,3
-107,500000,2536.1274,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,1000000,4518.421,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,1500000,3905.6533,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,2000000,2536.4868,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,2500000,143.25026,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,3000000,113.04161,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,3500000,75.45801,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,4000000,56.594597,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,4500000,55.812466,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,5000000,56.019135,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-108,500000,207.36273,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,1000000,207.49623,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,1500000,207.73941,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,2000000,207.49997,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,2500000,207.65054,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,3000000,207.33359,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,3500000,207.64713,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,4000000,207.9631,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,4500000,208.01042,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,5000000,207.9321,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
+107,500000,2536.1274,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,1000000,4518.421,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,1500000,3905.6533,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,2000000,2536.4868,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,2500000,143.25026,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,3000000,113.04161,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,3500000,75.45801,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,4000000,56.594597,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,4500000,55.812466,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,5000000,56.019135,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+108,500000,207.36273,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,1000000,207.49623,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,1500000,207.73941,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,2000000,207.49997,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,2500000,207.65054,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,3000000,207.33359,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,3500000,207.64713,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,4000000,207.9631,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,4500000,208.01042,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,5000000,207.9321,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
 109,500000,375.16638,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,1000000,371.77856,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,1500000,369.82922,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
@@ -19019,26 +19019,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,368.74765,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,4500000,376.04724,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,5000000,366.48553,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
-110,500000,288.39966,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,1000000,252.70032,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,1500000,349.81647,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,2000000,395.7714,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,2500000,307.35657,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,3000000,270.65546,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,3500000,352.73206,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,4000000,385.31183,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,4500000,420.56165,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,5000000,568.3223,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-111,500000,207.77107,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,1000000,208.83395,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,1500000,208.93405,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,2000000,208.2918,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,2500000,209.00288,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,3000000,208.60803,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,3500000,208.71259,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,4000000,208.73358,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,4500000,208.08072,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,5000000,208.74898,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
+110,500000,288.39966,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,1000000,252.70032,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,1500000,349.81647,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,2000000,395.7714,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,2500000,307.35657,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,3000000,270.65546,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,3500000,352.73206,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,4000000,385.31183,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,4500000,420.56165,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,5000000,568.3223,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+111,500000,207.77107,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,1000000,208.83395,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,1500000,208.93405,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,2000000,208.2918,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,2500000,209.00288,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,3000000,208.60803,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,3500000,208.71259,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,4000000,208.73358,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,4500000,208.08072,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,5000000,208.74898,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
 112,500000,425.4756,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,1000000,995.1434,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,1500000,56.971153,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
@@ -19049,16 +19049,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,69.074814,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,4500000,79.47929,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,5000000,115.85295,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
-113,500000,531.58466,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,1000000,3585.666,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,1500000,3291.3423,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,2000000,4666.582,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,2500000,4692.2656,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,3000000,3964.3901,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,3500000,4933.0283,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,4000000,4664.4404,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,4500000,4789.9917,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,5000000,4064.5283,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
+113,500000,531.58466,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,1000000,3585.666,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,1500000,3291.3423,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,2000000,4666.582,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,2500000,4692.2656,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,3000000,3964.3901,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,3500000,4933.0283,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,4000000,4664.4404,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,4500000,4789.9917,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,5000000,4064.5283,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
 114,500000,1011.74695,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,1000000,885.20154,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,1500000,3083.362,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
@@ -19069,16 +19069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,364.78467,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,4500000,217.04309,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,5000000,255.53658,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
-115,500000,253.02489,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,1000000,139.55751,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,1500000,344.20563,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,2000000,256.74075,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,2500000,109.36908,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,3000000,70.115585,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,3500000,162.61661,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,4000000,360.14606,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,4500000,236.34685,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,5000000,118.63829,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
+115,500000,253.02489,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,1000000,139.55751,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,1500000,344.20563,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,2000000,256.74075,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,2500000,109.36908,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,3000000,70.115585,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,3500000,162.61661,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,4000000,360.14606,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,4500000,236.34685,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,5000000,118.63829,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
 116,500000,866.1937,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,3
 116,1000000,3785.11,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,3
 116,1500000,3564.0376,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,3
@@ -19099,76 +19099,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4522.3813,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,3
 117,4500000,4494.8203,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,3
 117,5000000,4537.249,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,3
-118,500000,388.8429,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,1000000,577.9735,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,1500000,677.03784,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,2000000,1022.3248,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,2500000,1255.7827,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,3000000,2086.3384,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,3500000,3153.8472,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,4000000,2314.8486,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,4500000,2943.6787,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-118,5000000,2011.0829,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,3
-119,500000,486.67343,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,1000000,3085.4575,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,1500000,4101.3237,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,2000000,4289.5264,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,2500000,5095.2,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,3000000,4640.7085,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,3500000,5329.6943,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,4000000,6432.245,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,4500000,3606.856,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-119,5000000,5307.7773,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,3
-120,500000,405.02542,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,1000000,981.4774,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,1500000,3131.9587,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,2000000,3626.335,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,2500000,1089.1287,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,3000000,5955.7686,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,3500000,5428.5986,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,4000000,3206.2466,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,4500000,3082.5107,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-120,5000000,6016.2793,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,3
-121,500000,678.8838,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,1000000,5360.0337,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,1500000,2188.7605,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,2000000,4093.4658,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,2500000,3548.2231,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,3000000,5112.2393,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,3500000,6221.159,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,4000000,3530.704,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,4500000,6099.4976,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-121,5000000,497.61365,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,3
-122,500000,397.3485,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,1000000,456.21127,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,1500000,452.6164,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,2000000,663.15845,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,2500000,2626.3398,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,3000000,3872.672,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,3500000,2450.7869,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,4000000,3063.772,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,4500000,4251.9375,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-122,5000000,3233.438,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,3
-123,500000,294.74948,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,1000000,344.06384,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,1500000,448.2964,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,2000000,418.57324,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,2500000,636.1117,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,3000000,951.37866,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,3500000,1393.8726,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,4000000,1980.6191,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,4500000,3998.8901,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-123,5000000,4017.2852,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,3
-124,500000,289.0685,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,1000000,401.2814,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,1500000,771.2097,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,2000000,1368.7412,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,2500000,4333.667,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,3000000,4602.237,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,3500000,4913.9136,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,4000000,4844.299,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,4500000,5432.164,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
-124,5000000,5450.6875,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,3
+118,500000,388.8429,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,1000000,577.9735,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,1500000,677.03784,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,2000000,1022.3248,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,2500000,1255.7827,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,3000000,2086.3384,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,3500000,3153.8472,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,4000000,2314.8486,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,4500000,2943.6787,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+118,5000000,2011.0829,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,3
+119,500000,486.67343,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,1000000,3085.4575,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,1500000,4101.3237,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,2000000,4289.5264,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,2500000,5095.2,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,3000000,4640.7085,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,3500000,5329.6943,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,4000000,6432.245,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,4500000,3606.856,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+119,5000000,5307.7773,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,3
+120,500000,405.02542,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,1000000,981.4774,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,1500000,3131.9587,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,2000000,3626.335,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,2500000,1089.1287,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,3000000,5955.7686,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,3500000,5428.5986,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,4000000,3206.2466,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,4500000,3082.5107,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+120,5000000,6016.2793,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,3
+121,500000,678.8838,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,1000000,5360.0337,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,1500000,2188.7605,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,2000000,4093.4658,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,2500000,3548.2231,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,3000000,5112.2393,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,3500000,6221.159,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,4000000,3530.704,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,4500000,6099.4976,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+121,5000000,497.61365,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,3
+122,500000,397.3485,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,1000000,456.21127,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,1500000,452.6164,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,2000000,663.15845,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,2500000,2626.3398,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,3000000,3872.672,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,3500000,2450.7869,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,4000000,3063.772,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,4500000,4251.9375,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+122,5000000,3233.438,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,3
+123,500000,294.74948,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,1000000,344.06384,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,1500000,448.2964,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,2000000,418.57324,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,2500000,636.1117,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,3000000,951.37866,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,3500000,1393.8726,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,4000000,1980.6191,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,4500000,3998.8901,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+123,5000000,4017.2852,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,3
+124,500000,289.0685,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,1000000,401.2814,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,1500000,771.2097,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,2000000,1368.7412,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,2500000,4333.667,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,3000000,4602.237,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,3500000,4913.9136,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,4000000,4844.299,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,4500000,5432.164,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
+124,5000000,5450.6875,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,3
 125,500000,298.53217,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,3
 125,1000000,478.4427,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,3
 125,1500000,615.1122,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,3
@@ -19189,26 +19189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,484.8587,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,3
 126,4500000,553.0359,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,3
 126,5000000,449.22842,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,3
-127,500000,597.5386,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,1000000,4582.8022,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,1500000,4457.3433,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,2000000,4662.784,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,2500000,4554.4785,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,3000000,4657.4917,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,3500000,4474.1064,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,4000000,4485.9355,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,4500000,4635.6895,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-127,5000000,4614.712,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,3
-128,500000,866.4397,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,1000000,828.94116,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,1500000,495.4096,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,2000000,276.07065,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,2500000,861.2792,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,3000000,2831.8508,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,3500000,4470.6094,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,4000000,4204.8735,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,4500000,4270.812,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
-128,5000000,2784.691,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,3
+127,500000,597.5386,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,1000000,4582.8022,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,1500000,4457.3433,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,2000000,4662.784,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,2500000,4554.4785,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,3000000,4657.4917,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,3500000,4474.1064,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,4000000,4485.9355,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,4500000,4635.6895,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+127,5000000,4614.712,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,3
+128,500000,866.4397,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,1000000,828.94116,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,1500000,495.4096,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,2000000,276.07065,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,2500000,861.2792,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,3000000,2831.8508,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,3500000,4470.6094,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,4000000,4204.8735,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,4500000,4270.812,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
+128,5000000,2784.691,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,3
 129,500000,510.85385,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,3
 129,1000000,589.1903,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,3
 129,1500000,444.6572,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,3
@@ -19229,36 +19229,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,147.41913,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,3
 130,4500000,142.60497,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,3
 130,5000000,147.57054,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,3
-131,500000,249.72287,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,1000000,431.09875,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,1500000,454.65997,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,2000000,623.06335,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,2500000,947.656,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,3000000,2800.9956,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,3500000,4836.7773,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,4000000,4717.3135,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,4500000,4229.2275,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,5000000,4842.211,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-132,500000,509.2323,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,1000000,589.25006,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,1500000,2982.6716,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,2000000,3125.3647,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,2500000,2787.3179,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,3000000,2053.0613,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,3500000,4879.662,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,4000000,436.17746,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,4500000,5291.079,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-132,5000000,2433.1301,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,3
-133,500000,413.5467,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,1000000,1164.7954,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,1500000,4281.1865,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,2000000,5592.5796,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,2500000,5346.091,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,3000000,5543.9595,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,3500000,5443.133,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,4000000,5711.6377,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,4500000,5613.782,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
-133,5000000,5778.675,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,3
+131,500000,249.72287,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,1000000,431.09875,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,1500000,454.65997,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,2000000,623.06335,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,2500000,947.656,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,3000000,2800.9956,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,3500000,4836.7773,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,4000000,4717.3135,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,4500000,4229.2275,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+131,5000000,4842.211,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,3
+132,500000,509.2323,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,1000000,589.25006,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,1500000,2982.6716,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,2000000,3125.3647,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,2500000,2787.3179,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,3000000,2053.0613,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,3500000,4879.662,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,4000000,436.17746,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,4500000,5291.079,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+132,5000000,2433.1301,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,3
+133,500000,413.5467,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,1000000,1164.7954,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,1500000,4281.1865,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,2000000,5592.5796,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,2500000,5346.091,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,3000000,5543.9595,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,3500000,5443.133,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,4000000,5711.6377,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,4500000,5613.782,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
+133,5000000,5778.675,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,3
 134,500000,186.69597,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,1000000,336.65033,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,1500000,282.93793,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
@@ -19269,16 +19269,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,627.7766,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,4500000,1086.6445,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,5000000,1270.0187,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
-135,500000,570.7146,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,1000000,4259.566,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,1500000,5499.6123,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,2000000,5840.93,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,2500000,5548.1265,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,3000000,5712.5703,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,3500000,5735.5205,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,4000000,5914.352,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,4500000,5306.4336,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
-135,5000000,6493.04,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
+135,500000,570.7146,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,1000000,4259.566,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,1500000,5499.6123,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,2000000,5840.93,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,2500000,5548.1265,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,3000000,5712.5703,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,3500000,5735.5205,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,4000000,5914.352,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,4500000,5306.4336,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
+135,5000000,6493.04,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,3
 136,500000,458.53845,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,1000000,375.4857,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,1500000,494.59186,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
@@ -19289,86 +19289,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,291.3193,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,4500000,465.31598,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,5000000,592.45166,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
-137,500000,226.91988,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,1000000,297.48862,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,1500000,331.9524,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,2000000,479.4751,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,2500000,332.61255,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,3000000,388.49655,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,3500000,473.3495,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,4000000,586.9861,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,4500000,495.14703,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-137,5000000,643.27637,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
-138,500000,186.88193,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,1000000,252.22574,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,1500000,219.79105,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,2000000,249.84056,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,2500000,174.03067,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,3000000,213.12076,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,3500000,254.22592,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,4000000,264.86475,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,4500000,218.01334,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-138,5000000,234.16989,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,3
-139,500000,206.61472,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,1000000,207.20398,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,1500000,207.6395,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,2000000,206.79614,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,2500000,207.12976,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,3000000,215.0845,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,3500000,214.74167,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,4000000,214.76697,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,4500000,215.02272,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-139,5000000,214.70264,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,3
-140,500000,316.11224,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,1000000,421.24918,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,1500000,1374.7878,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,2000000,5071.096,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,2500000,4978.83,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,3000000,4823.636,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,3500000,4633.8076,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,4000000,4390.8184,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,4500000,4430.254,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-140,5000000,4319.416,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,3
-141,500000,427.22833,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,1000000,328.98907,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,1500000,387.56403,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,2000000,566.49713,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,2500000,2042.3228,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,3000000,5179.4365,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,3500000,5208.963,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,4000000,5209.6436,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,4500000,5157.0566,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-141,5000000,5120.0337,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,3
-142,500000,1192.4265,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,1000000,4148.3545,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,1500000,4520.897,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,2000000,4717.2686,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,2500000,4639.483,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,3000000,4606.833,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,3500000,4518.424,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,4000000,4588.005,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,4500000,3715.9749,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-142,5000000,4450.5747,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,3
-143,500000,308.4913,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,1000000,476.84735,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,1500000,1101.3893,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,2000000,3029.3384,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,2500000,2153.795,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,3000000,4342.456,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,3500000,2357.397,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,4000000,4399.584,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,4500000,5047.76,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-143,5000000,5013.1514,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,3
-144,500000,320.8166,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,1000000,373.61615,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,1500000,469.4212,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,2000000,378.00507,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,2500000,343.8971,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,3000000,422.7005,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,3500000,590.95544,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,4000000,780.0359,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,4500000,654.39557,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
-144,5000000,2397.0962,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,3
+137,500000,226.91988,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,1000000,297.48862,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,1500000,331.9524,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,2000000,479.4751,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,2500000,332.61255,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,3000000,388.49655,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,3500000,473.3495,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,4000000,586.9861,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,4500000,495.14703,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+137,5000000,643.27637,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,3
+138,500000,186.88193,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,1000000,252.22574,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,1500000,219.79105,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,2000000,249.84056,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,2500000,174.03067,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,3000000,213.12076,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,3500000,254.22592,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,4000000,264.86475,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,4500000,218.01334,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+138,5000000,234.16989,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,3
+139,500000,206.61472,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,1000000,207.20398,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,1500000,207.6395,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,2000000,206.79614,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,2500000,207.12976,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,3000000,215.0845,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,3500000,214.74167,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,4000000,214.76697,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,4500000,215.02272,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+139,5000000,214.70264,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,3
+140,500000,316.11224,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,1000000,421.24918,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,1500000,1374.7878,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,2000000,5071.096,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,2500000,4978.83,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,3000000,4823.636,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,3500000,4633.8076,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,4000000,4390.8184,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,4500000,4430.254,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+140,5000000,4319.416,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,3
+141,500000,427.22833,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,1000000,328.98907,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,1500000,387.56403,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,2000000,566.49713,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,2500000,2042.3228,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,3000000,5179.4365,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,3500000,5208.963,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,4000000,5209.6436,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,4500000,5157.0566,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+141,5000000,5120.0337,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,3
+142,500000,1192.4265,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,1000000,4148.3545,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,1500000,4520.897,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,2000000,4717.2686,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,2500000,4639.483,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,3000000,4606.833,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,3500000,4518.424,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,4000000,4588.005,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,4500000,3715.9749,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+142,5000000,4450.5747,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,3
+143,500000,308.4913,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,1000000,476.84735,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,1500000,1101.3893,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,2000000,3029.3384,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,2500000,2153.795,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,3000000,4342.456,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,3500000,2357.397,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,4000000,4399.584,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,4500000,5047.76,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+143,5000000,5013.1514,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,3
+144,500000,320.8166,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,1000000,373.61615,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,1500000,469.4212,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,2000000,378.00507,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,2500000,343.8971,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,3000000,422.7005,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,3500000,590.95544,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,4000000,780.0359,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,4500000,654.39557,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
+144,5000000,2397.0962,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,3
 145,500000,207.65805,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,3
 145,1000000,207.87207,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,3
 145,1500000,207.90631,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,3
@@ -19389,56 +19389,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,385.78055,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,3
 146,4500000,392.64868,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,3
 146,5000000,382.84015,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,3
-147,500000,265.4237,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,1000000,481.7119,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,1500000,1705.4458,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,2000000,3373.394,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,2500000,4426.2676,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,3000000,4288.167,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,3500000,4978.0312,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,4000000,4741.004,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,4500000,5020.178,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-147,5000000,5175.344,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,3
-148,500000,229.90048,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,1000000,414.13776,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,1500000,363.5025,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,2000000,359.2406,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,2500000,466.11237,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,3000000,369.2074,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,3500000,359.12662,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,4000000,393.40903,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,4500000,443.18616,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-148,5000000,470.03204,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,3
-149,500000,359.8292,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,1000000,622.4697,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,1500000,1249.862,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,2000000,1267.1157,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,2500000,1302.678,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,3000000,1259.826,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,3500000,1303.5378,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,4000000,1589.7024,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,4500000,1865.6973,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-149,5000000,1898.7368,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,3
-150,500000,460.2099,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,1000000,4114.6343,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,1500000,3798.6394,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,2000000,3651.3726,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,2500000,5106.2007,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,3000000,4798.243,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,3500000,5603.228,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,4000000,1957.5151,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,4500000,5982.119,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-150,5000000,1766.915,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,3
-151,500000,528.35455,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,1000000,4353.332,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,1500000,1947.9232,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,2000000,750.9657,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,2500000,3047.2302,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,3000000,4658.544,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,3500000,3179.8506,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,4000000,5845.092,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,4500000,6949.418,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
-151,5000000,461.76706,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,3
+147,500000,265.4237,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,1000000,481.7119,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,1500000,1705.4458,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,2000000,3373.394,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,2500000,4426.2676,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,3000000,4288.167,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,3500000,4978.0312,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,4000000,4741.004,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,4500000,5020.178,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+147,5000000,5175.344,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,3
+148,500000,229.90048,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,1000000,414.13776,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,1500000,363.5025,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,2000000,359.2406,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,2500000,466.11237,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,3000000,369.2074,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,3500000,359.12662,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,4000000,393.40903,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,4500000,443.18616,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+148,5000000,470.03204,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,3
+149,500000,359.8292,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,1000000,622.4697,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,1500000,1249.862,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,2000000,1267.1157,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,2500000,1302.678,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,3000000,1259.826,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,3500000,1303.5378,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,4000000,1589.7024,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,4500000,1865.6973,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+149,5000000,1898.7368,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,3
+150,500000,460.2099,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,1000000,4114.6343,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,1500000,3798.6394,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,2000000,3651.3726,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,2500000,5106.2007,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,3000000,4798.243,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,3500000,5603.228,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,4000000,1957.5151,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,4500000,5982.119,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+150,5000000,1766.915,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,3
+151,500000,528.35455,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,1000000,4353.332,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,1500000,1947.9232,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,2000000,750.9657,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,2500000,3047.2302,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,3000000,4658.544,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,3500000,3179.8506,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,4000000,5845.092,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,4500000,6949.418,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
+151,5000000,461.76706,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,3
 152,500000,308.34216,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,1000000,353.0182,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,1500000,347.85464,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
@@ -19449,26 +19449,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,67.06458,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,4500000,67.41291,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,5000000,67.543365,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
-153,500000,373.20135,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,1000000,361.8237,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,1500000,394.3923,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,2000000,457.45898,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,2500000,591.75903,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,3000000,587.7431,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,3500000,632.33246,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,4000000,814.36475,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,4500000,982.4282,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-153,5000000,1267.71,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,3
-154,500000,676.80774,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,1000000,2133.1733,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,1500000,1747.3401,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,2000000,3565.3381,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,2500000,6681.445,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,3000000,4220.797,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,3500000,5264.0815,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,4000000,4334.246,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,4500000,4209.474,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
-154,5000000,310.2596,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,3
+153,500000,373.20135,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,1000000,361.8237,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,1500000,394.3923,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,2000000,457.45898,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,2500000,591.75903,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,3000000,587.7431,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,3500000,632.33246,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,4000000,814.36475,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,4500000,982.4282,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+153,5000000,1267.71,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,3
+154,500000,676.80774,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,1000000,2133.1733,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,1500000,1747.3401,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,2000000,3565.3381,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,2500000,6681.445,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,3000000,4220.797,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,3500000,5264.0815,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,4000000,4334.246,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,4500000,4209.474,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
+154,5000000,310.2596,512,False,220051,0.00067488,6885,2.8638346,False,,,,,3
 155,500000,375.31827,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,1000000,3825.6582,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,1500000,4384.9785,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
@@ -19479,16 +19479,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4334.097,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,4500000,4028.6624,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,5000000,4036.4224,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
-156,500000,376.07095,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,1000000,380.39578,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,1500000,494.3069,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,2000000,400.19836,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,2500000,420.53864,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,3000000,490.57437,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,3500000,391.9801,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,4000000,386.41608,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,4500000,414.23737,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
-156,5000000,382.17322,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,3
+156,500000,376.07095,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,1000000,380.39578,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,1500000,494.3069,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,2000000,400.19836,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,2500000,420.53864,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,3000000,490.57437,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,3500000,391.9801,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,4000000,386.41608,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,4500000,414.23737,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
+156,5000000,382.17322,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,3
 157,500000,288.38654,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
 157,1000000,307.06122,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
 157,1500000,289.1708,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
@@ -19499,36 +19499,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,1450.6111,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
 157,4500000,2336.2378,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
 157,5000000,4185.134,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
-158,500000,209.32762,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,1000000,257.25394,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,1500000,294.0327,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,2000000,348.6485,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,2500000,331.52264,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,3000000,392.96014,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,3500000,398.85263,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,4000000,416.40027,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,4500000,395.37543,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-158,5000000,389.20135,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,3
-159,500000,1717.2458,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,1000000,967.99054,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,1500000,1406.0547,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,2000000,3364.0222,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,2500000,863.0022,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,3000000,3766.9487,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,3500000,4039.959,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,4000000,4305.1562,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,4500000,4697.9634,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-159,5000000,3728.879,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,3
-160,500000,569.28796,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,1000000,2769.2195,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,1500000,5188.6265,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,2000000,6899.15,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,2500000,6958.812,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,3000000,4368.245,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,3500000,7984.8203,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,4000000,5972.6807,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,4500000,5052.0273,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
-160,5000000,7459.3857,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,3
+158,500000,209.32762,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,1000000,257.25394,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,1500000,294.0327,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,2000000,348.6485,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,2500000,331.52264,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,3000000,392.96014,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,3500000,398.85263,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,4000000,416.40027,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,4500000,395.37543,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+158,5000000,389.20135,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,3
+159,500000,1717.2458,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,1000000,967.99054,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,1500000,1406.0547,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,2000000,3364.0222,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,2500000,863.0022,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,3000000,3766.9487,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,3500000,4039.959,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,4000000,4305.1562,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,4500000,4697.9634,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+159,5000000,3728.879,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,3
+160,500000,569.28796,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,1000000,2769.2195,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,1500000,5188.6265,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,2000000,6899.15,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,2500000,6958.812,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,3000000,4368.245,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,3500000,7984.8203,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,4000000,5972.6807,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,4500000,5052.0273,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
+160,5000000,7459.3857,512,False,331945,0.00213698,1379,8.86720294,False,,,,,3
 161,500000,319.39972,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,1000000,290.5678,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,1500000,586.30035,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
@@ -19539,36 +19539,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4400.7275,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,4500000,4497.49,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,5000000,4573.0874,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
-162,500000,292.453,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,1000000,533.8519,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,1500000,3266.6987,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,2000000,4638.5474,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,2500000,4415.945,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,3000000,4657.014,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,3500000,4410.2505,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,4000000,4732.933,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,4500000,4765.939,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-162,5000000,4586.8804,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,3
-163,500000,2324.5713,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,1000000,4796.2324,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,1500000,4979.092,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,2000000,4630.314,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,2500000,1917.4044,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,3000000,3930.3672,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,3500000,4761.7754,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,4000000,1217.917,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,4500000,4089.4934,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-163,5000000,4780.198,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,3
-164,500000,64.32063,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,1000000,59.324493,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,1500000,206.41661,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,2000000,311.98523,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,2500000,260.3167,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,3000000,206.81985,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,3500000,303.92587,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,4000000,305.0195,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,4500000,329.2672,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
-164,5000000,330.40863,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,3
+162,500000,292.453,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,1000000,533.8519,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,1500000,3266.6987,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,2000000,4638.5474,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,2500000,4415.945,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,3000000,4657.014,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,3500000,4410.2505,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,4000000,4732.933,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,4500000,4765.939,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+162,5000000,4586.8804,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,3
+163,500000,2324.5713,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,1000000,4796.2324,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,1500000,4979.092,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,2000000,4630.314,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,2500000,1917.4044,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,3000000,3930.3672,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,3500000,4761.7754,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,4000000,1217.917,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,4500000,4089.4934,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+163,5000000,4780.198,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,3
+164,500000,64.32063,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,1000000,59.324493,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,1500000,206.41661,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,2000000,311.98523,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,2500000,260.3167,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,3000000,206.81985,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,3500000,303.92587,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,4000000,305.0195,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,4500000,329.2672,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
+164,5000000,330.40863,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,3
 165,500000,853.07654,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
 165,1000000,527.0995,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
 165,1500000,409.19037,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
@@ -19579,86 +19579,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,560.40826,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
 165,4500000,422.27945,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
 165,5000000,439.8366,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
-166,500000,2829.0728,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,1000000,3940.8716,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,1500000,1006.0017,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,2000000,1580.5007,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,2500000,2625.1748,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,3000000,442.7046,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,3500000,2548.9546,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,4000000,654.2019,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,4500000,4541.698,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-166,5000000,4649.306,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,3
-167,500000,2023.5055,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,1000000,2268.536,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,1500000,2038.4165,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,2000000,4775.89,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,2500000,5113.869,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,3000000,5028.9883,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,3500000,2101.381,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,4000000,4835.8076,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,4500000,1082.1906,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-167,5000000,2602.7302,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,3
-168,500000,453.81207,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,1000000,2606.6792,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,1500000,4834.054,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,2000000,3388.5425,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,2500000,4612.71,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,3000000,5116.0625,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,3500000,4802.0596,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,4000000,5413.5127,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,4500000,5660.948,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-168,5000000,5734.1216,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,3
-169,500000,1093.6166,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,1000000,4563.208,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,1500000,4179.8584,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,2000000,4663.164,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,2500000,4503.8003,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,3000000,4530.063,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,3500000,4784.34,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,4000000,4604.7295,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,4500000,4805.2637,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-169,5000000,4358.2876,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,3
-170,500000,433.7553,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,1000000,470.36514,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,1500000,1983.794,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,2000000,4538.542,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,2500000,4438.0234,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,3000000,4309.8184,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,3500000,4362.676,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,4000000,4473.623,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,4500000,4366.4487,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-170,5000000,4495.9487,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,3
-171,500000,206.41653,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,1000000,207.38513,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,1500000,207.16068,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,2000000,207.42535,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,2500000,207.6645,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,3000000,207.49445,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,3500000,207.29138,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,4000000,207.0375,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,4500000,207.42555,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-171,5000000,207.70395,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,3
-172,500000,1814.7933,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,1000000,2397.414,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,1500000,2867.9648,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,2000000,5923.891,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,2500000,5457.419,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,3000000,785.2531,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,3500000,4181.3945,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,4000000,510.49744,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,4500000,4298.456,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-172,5000000,543.83636,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,3
-173,500000,211.1911,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,1000000,211.6743,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,1500000,211.2378,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,2000000,211.41995,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,2500000,211.09776,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,3000000,211.47702,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,3500000,211.34766,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,4000000,211.51086,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,4500000,211.09692,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
-173,5000000,211.52829,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,3
+166,500000,2829.0728,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,1000000,3940.8716,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,1500000,1006.0017,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,2000000,1580.5007,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,2500000,2625.1748,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,3000000,442.7046,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,3500000,2548.9546,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,4000000,654.2019,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,4500000,4541.698,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+166,5000000,4649.306,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,3
+167,500000,2023.5055,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,1000000,2268.536,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,1500000,2038.4165,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,2000000,4775.89,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,2500000,5113.869,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,3000000,5028.9883,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,3500000,2101.381,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,4000000,4835.8076,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,4500000,1082.1906,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+167,5000000,2602.7302,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,3
+168,500000,453.81207,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,1000000,2606.6792,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,1500000,4834.054,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,2000000,3388.5425,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,2500000,4612.71,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,3000000,5116.0625,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,3500000,4802.0596,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,4000000,5413.5127,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,4500000,5660.948,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+168,5000000,5734.1216,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,3
+169,500000,1093.6166,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,1000000,4563.208,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,1500000,4179.8584,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,2000000,4663.164,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,2500000,4503.8003,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,3000000,4530.063,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,3500000,4784.34,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,4000000,4604.7295,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,4500000,4805.2637,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+169,5000000,4358.2876,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,3
+170,500000,433.7553,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,1000000,470.36514,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,1500000,1983.794,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,2000000,4538.542,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,2500000,4438.0234,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,3000000,4309.8184,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,3500000,4362.676,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,4000000,4473.623,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,4500000,4366.4487,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+170,5000000,4495.9487,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,3
+171,500000,206.41653,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,1000000,207.38513,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,1500000,207.16068,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,2000000,207.42535,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,2500000,207.6645,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,3000000,207.49445,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,3500000,207.29138,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,4000000,207.0375,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,4500000,207.42555,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+171,5000000,207.70395,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,3
+172,500000,1814.7933,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,1000000,2397.414,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,1500000,2867.9648,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,2000000,5923.891,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,2500000,5457.419,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,3000000,785.2531,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,3500000,4181.3945,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,4000000,510.49744,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,4500000,4298.456,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+172,5000000,543.83636,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,3
+173,500000,211.1911,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,1000000,211.6743,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,1500000,211.2378,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,2000000,211.41995,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,2500000,211.09776,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,3000000,211.47702,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,3500000,211.34766,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,4000000,211.51086,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,4500000,211.09692,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
+173,5000000,211.52829,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,3
 174,500000,622.0182,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,3
 174,1000000,3170.7903,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,3
 174,1500000,4224.1006,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,3
@@ -19689,46 +19689,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,371.58337,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,3
 176,4500000,394.60706,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,3
 176,5000000,380.75128,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,3
-177,500000,521.65466,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,1000000,2624.3223,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,1500000,2804.2026,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,2000000,6474.927,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,2500000,5256.454,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,3000000,6298.4727,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,3500000,5733.484,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,4000000,6639.0527,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,4500000,4897.164,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-177,5000000,6380.5337,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,3
-178,500000,209.54181,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,1000000,209.39102,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,1500000,210.12369,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,2000000,209.98172,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,2500000,209.75186,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,3000000,209.77966,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,3500000,209.6878,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,4000000,209.60141,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,4500000,210.01016,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-178,5000000,209.75623,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,3
-179,500000,754.58765,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,1000000,2802.3691,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,1500000,2860.642,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,2000000,2771.7427,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,2500000,3581.509,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,3000000,2860.2383,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,3500000,2944.7498,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,4000000,5560.9014,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,4500000,5614.244,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-179,5000000,1286.1542,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,3
-180,500000,652.5743,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,1000000,1228.4023,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,1500000,1991.0925,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,2000000,492.04553,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,2500000,4447.161,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,3000000,4840.926,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,3500000,2776.6006,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,4000000,5251.4424,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,4500000,554.4873,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
-180,5000000,942.2733,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,3
+177,500000,521.65466,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,1000000,2624.3223,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,1500000,2804.2026,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,2000000,6474.927,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,2500000,5256.454,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,3000000,6298.4727,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,3500000,5733.484,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,4000000,6639.0527,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,4500000,4897.164,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+177,5000000,6380.5337,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,3
+178,500000,209.54181,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,1000000,209.39102,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,1500000,210.12369,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,2000000,209.98172,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,2500000,209.75186,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,3000000,209.77966,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,3500000,209.6878,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,4000000,209.60141,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,4500000,210.01016,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+178,5000000,209.75623,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,3
+179,500000,754.58765,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,1000000,2802.3691,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,1500000,2860.642,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,2000000,2771.7427,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,2500000,3581.509,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,3000000,2860.2383,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,3500000,2944.7498,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,4000000,5560.9014,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,4500000,5614.244,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+179,5000000,1286.1542,512,False,152167,0.00020138,2123,0.10222915,False,,,,,3
+180,500000,652.5743,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,1000000,1228.4023,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,1500000,1991.0925,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,2000000,492.04553,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,2500000,4447.161,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,3000000,4840.926,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,3500000,2776.6006,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,4000000,5251.4424,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,4500000,554.4873,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
+180,5000000,942.2733,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,3
 181,500000,650.605,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,3
 181,1000000,4249.7827,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,3
 181,1500000,3634.066,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,3
@@ -19749,96 +19749,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4329.399,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,3
 182,4500000,4586.5566,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,3
 182,5000000,4558.1724,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,3
-183,500000,569.5616,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,1000000,4286.865,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,1500000,2313.467,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,2000000,5388.038,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,2500000,3586.7385,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,3000000,6697.8223,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,3500000,5776.4326,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,4000000,6869.135,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,4500000,7072.201,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-183,5000000,5926.462,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,3
-184,500000,237.46715,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,1000000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,1500000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,2000000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,2500000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,3000000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,3500000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,4000000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,4500000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-184,5000000,NaN,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,3
-185,500000,208.61343,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,1000000,209.19498,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,1500000,209.21912,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,2000000,209.01666,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,2500000,208.81987,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,3000000,209.41177,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,3500000,209.33832,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,4000000,209.45584,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,4500000,209.4968,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-185,5000000,209.37509,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,3
-186,500000,276.14087,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,1000000,368.09933,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,1500000,440.36676,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,2000000,447.23846,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,2500000,467.49347,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,3000000,574.33344,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,3500000,535.7958,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,4000000,740.02875,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,4500000,833.27844,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-186,5000000,1264.2739,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,3
-187,500000,624.4562,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,1000000,4592.133,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,1500000,5137.4507,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,2000000,4516.2256,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,2500000,4760.8223,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,3000000,6439.538,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,3500000,6083.5293,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,4000000,5751.5664,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,4500000,6188.7417,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-187,5000000,6837.086,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,3
-188,500000,4433.697,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,1000000,3470.8945,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,1500000,2515.1182,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,2000000,78.568695,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,2500000,217.62735,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,3000000,232.89706,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,3500000,218.46533,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,4000000,312.1906,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,4500000,162.45407,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-188,5000000,99.999886,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,3
-189,500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,1000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,1500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,2000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,2500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,3000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,3500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,4000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,4500000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-189,5000000,NaN,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,3
-190,500000,210.82584,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,1000000,210.61064,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,1500000,210.60663,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,2000000,210.83142,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,2500000,210.94633,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,3000000,211.00865,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,3500000,211.08691,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,4000000,210.50818,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,4500000,210.95273,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-190,5000000,211.0971,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,3
-191,500000,209.74805,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,1000000,209.73535,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,1500000,209.37247,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,2000000,209.53831,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,2500000,209.7842,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,3000000,209.61978,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,3500000,209.91638,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,4000000,209.74614,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,4500000,209.98444,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
-191,5000000,209.74785,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,3
+183,500000,569.5616,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,1000000,4286.865,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,1500000,2313.467,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,2000000,5388.038,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,2500000,3586.7385,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,3000000,6697.8223,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,3500000,5776.4326,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,4000000,6869.135,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,4500000,7072.201,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+183,5000000,5926.462,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,3
+184,500000,237.46715,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,1000000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,1500000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,2000000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,2500000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,3000000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,3500000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,4000000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,4500000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+184,5000000,,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,3
+185,500000,208.61343,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,1000000,209.19498,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,1500000,209.21912,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,2000000,209.01666,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,2500000,208.81987,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,3000000,209.41177,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,3500000,209.33832,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,4000000,209.45584,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,4500000,209.4968,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+185,5000000,209.37509,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,3
+186,500000,276.14087,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,1000000,368.09933,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,1500000,440.36676,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,2000000,447.23846,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,2500000,467.49347,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,3000000,574.33344,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,3500000,535.7958,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,4000000,740.02875,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,4500000,833.27844,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+186,5000000,1264.2739,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,3
+187,500000,624.4562,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,1000000,4592.133,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,1500000,5137.4507,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,2000000,4516.2256,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,2500000,4760.8223,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,3000000,6439.538,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,3500000,6083.5293,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,4000000,5751.5664,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,4500000,6188.7417,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+187,5000000,6837.086,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,3
+188,500000,4433.697,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,1000000,3470.8945,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,1500000,2515.1182,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,2000000,78.568695,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,2500000,217.62735,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,3000000,232.89706,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,3500000,218.46533,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,4000000,312.1906,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,4500000,162.45407,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+188,5000000,99.999886,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,3
+189,500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,1000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,1500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,2000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,2500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,3000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,3500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,4000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,4500000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+189,5000000,,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,3
+190,500000,210.82584,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,1000000,210.61064,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,1500000,210.60663,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,2000000,210.83142,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,2500000,210.94633,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,3000000,211.00865,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,3500000,211.08691,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,4000000,210.50818,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,4500000,210.95273,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+190,5000000,211.0971,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,3
+191,500000,209.74805,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,1000000,209.73535,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,1500000,209.37247,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,2000000,209.53831,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,2500000,209.7842,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,3000000,209.61978,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,3500000,209.91638,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,4000000,209.74614,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,4500000,209.98444,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
+191,5000000,209.74785,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,3
 192,500000,1664.7361,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,3
 192,1000000,4139.843,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,3
 192,1500000,4584.9683,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,3
@@ -19849,106 +19849,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,5291.208,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,3
 192,4500000,5252.0547,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,3
 192,5000000,5415.2246,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,3
-193,500000,335.93018,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,1000000,1193.2104,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,1500000,4461.965,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,2000000,4127.4146,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,2500000,1750.4458,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,3000000,4394.1196,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,3500000,4400.242,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,4000000,4506.586,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,4500000,4647.731,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-193,5000000,4701.509,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,3
-194,500000,366.1539,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,1000000,432.47116,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,1500000,542.8533,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,2000000,615.75977,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,2500000,981.0909,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,3000000,4012.3867,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,3500000,3995.2349,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,4000000,4229.817,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,4500000,3771.5732,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-194,5000000,4544.234,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,3
-195,500000,202.48044,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,1000000,251.03043,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,1500000,224.42857,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,2000000,390.28375,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,2500000,394.96588,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,3000000,397.21387,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,3500000,429.0197,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,4000000,434.03888,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,4500000,427.89844,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-195,5000000,436.03348,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,3
-196,500000,405.22015,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,1000000,452.78723,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,1500000,975.3415,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,2000000,3303.0132,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,2500000,4831.671,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,3000000,4905.651,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,3500000,3705.1885,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,4000000,4943.2075,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,4500000,5013.8525,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-196,5000000,5301.025,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,3
-197,500000,290.23975,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,1000000,466.87048,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,1500000,432.68268,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,2000000,426.1184,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,2500000,383.69714,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,3000000,489.25922,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,3500000,671.49744,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,4000000,700.026,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,4500000,1126.9492,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-197,5000000,3300.69,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,3
-198,500000,238.9734,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,1000000,313.9259,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,1500000,358.719,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,2000000,454.0334,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,2500000,357.669,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,3000000,292.76257,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,3500000,283.7,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,4000000,469.50452,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,4500000,465.76572,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-198,5000000,543.34625,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,3
-199,500000,209.69583,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,1000000,209.5633,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,1500000,209.86337,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,2000000,209.66458,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,2500000,210.10933,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,3000000,209.39209,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,3500000,209.66891,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,4000000,210.18335,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,4500000,209.28934,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-199,5000000,209.76648,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,3
-200,500000,652.65027,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,1000000,4674.001,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,1500000,3879.3086,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,2000000,5329.229,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,2500000,6440.3916,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,3000000,5210.8364,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,3500000,6334.0146,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,4000000,7582.978,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,4500000,7746.87,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-200,5000000,6877.9014,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,3
-201,500000,350.57855,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,1000000,433.48578,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,1500000,472.0843,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,2000000,488.25024,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,2500000,486.01266,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,3000000,491.0992,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,3500000,424.64935,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,4000000,485.88318,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,4500000,482.04956,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-201,5000000,455.839,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,3
-202,500000,224.40309,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,1000000,293.44763,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,1500000,435.96115,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,2000000,540.1998,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,2500000,710.37103,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,3000000,878.0585,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,3500000,1294.8032,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,4000000,2958.5938,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,4500000,4165.415,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
-202,5000000,4659.254,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,3
+193,500000,335.93018,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,1000000,1193.2104,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,1500000,4461.965,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,2000000,4127.4146,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,2500000,1750.4458,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,3000000,4394.1196,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,3500000,4400.242,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,4000000,4506.586,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,4500000,4647.731,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+193,5000000,4701.509,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,3
+194,500000,366.1539,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,1000000,432.47116,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,1500000,542.8533,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,2000000,615.75977,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,2500000,981.0909,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,3000000,4012.3867,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,3500000,3995.2349,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,4000000,4229.817,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,4500000,3771.5732,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+194,5000000,4544.234,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,3
+195,500000,202.48044,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,1000000,251.03043,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,1500000,224.42857,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,2000000,390.28375,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,2500000,394.96588,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,3000000,397.21387,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,3500000,429.0197,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,4000000,434.03888,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,4500000,427.89844,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+195,5000000,436.03348,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,3
+196,500000,405.22015,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,1000000,452.78723,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,1500000,975.3415,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,2000000,3303.0132,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,2500000,4831.671,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,3000000,4905.651,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,3500000,3705.1885,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,4000000,4943.2075,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,4500000,5013.8525,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+196,5000000,5301.025,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,3
+197,500000,290.23975,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,1000000,466.87048,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,1500000,432.68268,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,2000000,426.1184,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,2500000,383.69714,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,3000000,489.25922,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,3500000,671.49744,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,4000000,700.026,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,4500000,1126.9492,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+197,5000000,3300.69,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,3
+198,500000,238.9734,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,1000000,313.9259,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,1500000,358.719,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,2000000,454.0334,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,2500000,357.669,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,3000000,292.76257,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,3500000,283.7,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,4000000,469.50452,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,4500000,465.76572,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+198,5000000,543.34625,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,3
+199,500000,209.69583,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,1000000,209.5633,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,1500000,209.86337,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,2000000,209.66458,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,2500000,210.10933,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,3000000,209.39209,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,3500000,209.66891,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,4000000,210.18335,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,4500000,209.28934,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+199,5000000,209.76648,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,3
+200,500000,652.65027,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,1000000,4674.001,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,1500000,3879.3086,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,2000000,5329.229,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,2500000,6440.3916,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,3000000,5210.8364,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,3500000,6334.0146,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,4000000,7582.978,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,4500000,7746.87,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+200,5000000,6877.9014,512,False,679978,0.00154826,9892,0.59109317,False,,,,,3
+201,500000,350.57855,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,1000000,433.48578,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,1500000,472.0843,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,2000000,488.25024,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,2500000,486.01266,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,3000000,491.0992,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,3500000,424.64935,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,4000000,485.88318,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,4500000,482.04956,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+201,5000000,455.839,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,3
+202,500000,224.40309,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,1000000,293.44763,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,1500000,435.96115,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,2000000,540.1998,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,2500000,710.37103,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,3000000,878.0585,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,3500000,1294.8032,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,4000000,2958.5938,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,4500000,4165.415,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
+202,5000000,4659.254,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,3
 203,500000,247.92686,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,3
 203,1000000,461.06116,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,3
 203,1500000,420.10825,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,3
@@ -19959,86 +19959,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,342.75772,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,3
 203,4500000,325.20328,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,3
 203,5000000,297.38068,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,3
-204,500000,205.4505,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,1000000,205.89798,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,1500000,205.86693,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,2000000,205.8653,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,2500000,206.06348,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,3000000,205.72028,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,3500000,205.80994,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,4000000,206.0188,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,4500000,205.91306,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-204,5000000,206.20917,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,3
-205,500000,258.58673,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,1000000,610.5397,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,1500000,3164.2998,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,2000000,988.33093,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,2500000,3196.8774,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,3000000,4820.9966,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,3500000,4552.665,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,4000000,5055.798,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,4500000,5100.279,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-205,5000000,1709.2063,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,3
-206,500000,329.24884,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,1000000,358.80365,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,1500000,1176.9879,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,2000000,4183.742,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,2500000,4378.333,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,3000000,4923.1953,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,3500000,4657.097,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,4000000,4711.1855,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,4500000,4796.618,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-206,5000000,4818.6826,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,3
-207,500000,443.18857,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,1000000,4273.953,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,1500000,6086.9707,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,2000000,6012.664,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,2500000,5906.7705,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,3000000,5576.841,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,3500000,3766.5713,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,4000000,6530.17,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,4500000,7182.8555,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-207,5000000,6621.2334,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,3
-208,500000,64.978165,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,1000000,302.03705,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,1500000,292.8582,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,2000000,288.95984,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,2500000,411.6216,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,3000000,391.62692,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,3500000,497.68427,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,4000000,463.23892,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,4500000,355.17957,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-208,5000000,444.67163,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,3
-209,500000,510.46707,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,1000000,3245.685,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,1500000,2538.2712,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,2000000,5491.1675,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,2500000,3243.8306,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,3000000,5106.744,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,3500000,4863.075,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,4000000,5463.857,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,4500000,4971.7847,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-209,5000000,4940.6025,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,3
-210,500000,447.7306,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,1000000,296.8274,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,1500000,363.82904,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,2000000,451.8841,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,2500000,363.12482,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,3000000,568.5112,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,3500000,786.3279,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,4000000,770.7666,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,4500000,2371.232,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-210,5000000,4633.207,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,3
-211,500000,635.52057,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,1000000,4811.254,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,1500000,6476.2656,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,2000000,6366.162,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,2500000,5609.8374,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,3000000,5601.342,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,3500000,5348.167,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,4000000,6598.913,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,4500000,6517.8174,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
-211,5000000,6653.337,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,3
+204,500000,205.4505,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,1000000,205.89798,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,1500000,205.86693,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,2000000,205.8653,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,2500000,206.06348,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,3000000,205.72028,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,3500000,205.80994,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,4000000,206.0188,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,4500000,205.91306,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+204,5000000,206.20917,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,3
+205,500000,258.58673,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,1000000,610.5397,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,1500000,3164.2998,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,2000000,988.33093,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,2500000,3196.8774,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,3000000,4820.9966,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,3500000,4552.665,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,4000000,5055.798,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,4500000,5100.279,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+205,5000000,1709.2063,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,3
+206,500000,329.24884,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,1000000,358.80365,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,1500000,1176.9879,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,2000000,4183.742,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,2500000,4378.333,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,3000000,4923.1953,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,3500000,4657.097,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,4000000,4711.1855,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,4500000,4796.618,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+206,5000000,4818.6826,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,3
+207,500000,443.18857,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,1000000,4273.953,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,1500000,6086.9707,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,2000000,6012.664,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,2500000,5906.7705,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,3000000,5576.841,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,3500000,3766.5713,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,4000000,6530.17,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,4500000,7182.8555,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+207,5000000,6621.2334,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,3
+208,500000,64.978165,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,1000000,302.03705,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,1500000,292.8582,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,2000000,288.95984,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,2500000,411.6216,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,3000000,391.62692,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,3500000,497.68427,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,4000000,463.23892,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,4500000,355.17957,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+208,5000000,444.67163,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,3
+209,500000,510.46707,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,1000000,3245.685,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,1500000,2538.2712,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,2000000,5491.1675,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,2500000,3243.8306,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,3000000,5106.744,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,3500000,4863.075,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,4000000,5463.857,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,4500000,4971.7847,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+209,5000000,4940.6025,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,3
+210,500000,447.7306,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,1000000,296.8274,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,1500000,363.82904,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,2000000,451.8841,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,2500000,363.12482,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,3000000,568.5112,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,3500000,786.3279,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,4000000,770.7666,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,4500000,2371.232,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+210,5000000,4633.207,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,3
+211,500000,635.52057,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,1000000,4811.254,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,1500000,6476.2656,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,2000000,6366.162,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,2500000,5609.8374,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,3000000,5601.342,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,3500000,5348.167,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,4000000,6598.913,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,4500000,6517.8174,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
+211,5000000,6653.337,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,3
 212,500000,271.56616,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,1000000,272.70212,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,1500000,314.3786,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
@@ -20049,16 +20049,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,277.50095,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,4500000,105.424385,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,5000000,249.59879,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
-213,500000,354.20093,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,1000000,458.42908,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,1500000,424.9185,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,2000000,433.8526,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,2500000,841.9198,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,3000000,1609.829,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,3500000,3589.789,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,4000000,4636.704,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,4500000,4686.7344,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
-213,5000000,4496.8438,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,3
+213,500000,354.20093,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,1000000,458.42908,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,1500000,424.9185,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,2000000,433.8526,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,2500000,841.9198,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,3000000,1609.829,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,3500000,3589.789,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,4000000,4636.704,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,4500000,4686.7344,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
+213,5000000,4496.8438,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,3
 214,500000,208.34584,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,1000000,208.15787,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,1500000,208.63972,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
@@ -20069,26 +20069,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,208.81198,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,4500000,208.71083,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,5000000,208.09691,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
-215,500000,740.56195,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,1000000,4417.6377,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,1500000,4565.634,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,2000000,4556.872,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,2500000,4455.9297,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,3000000,4481.6753,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,3500000,4410.4844,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,4000000,4550.139,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,4500000,4474.706,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-215,5000000,4454.512,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,3
-216,500000,259.04547,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,1000000,494.31647,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,1500000,4374.686,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,2000000,1105.6348,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,2500000,4416.6665,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,3000000,3578.7415,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,3500000,2805.2695,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,4000000,3976.0625,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,4500000,4182.2744,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
-216,5000000,4119.0044,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,3
+215,500000,740.56195,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,1000000,4417.6377,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,1500000,4565.634,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,2000000,4556.872,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,2500000,4455.9297,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,3000000,4481.6753,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,3500000,4410.4844,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,4000000,4550.139,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,4500000,4474.706,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+215,5000000,4454.512,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,3
+216,500000,259.04547,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,1000000,494.31647,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,1500000,4374.686,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,2000000,1105.6348,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,2500000,4416.6665,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,3000000,3578.7415,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,3500000,2805.2695,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,4000000,3976.0625,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,4500000,4182.2744,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
+216,5000000,4119.0044,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,3
 217,500000,394.79056,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,1000000,387.44928,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,1500000,329.49445,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
@@ -20099,116 +20099,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,426.2302,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,4500000,430.807,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,5000000,435.21262,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
-218,500000,394.0933,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,1000000,395.55484,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,1500000,355.75836,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,2000000,384.99414,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,2500000,435.92767,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,3000000,466.25882,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,3500000,476.95627,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,4000000,419.49817,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,4500000,491.92126,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-218,5000000,484.99268,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,3
-219,500000,2506.2532,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,1000000,1484.9541,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,1500000,4653.13,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,2000000,961.81805,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,2500000,1246.5254,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,3000000,1463.9958,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,3500000,778.89294,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,4000000,856.09607,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,4500000,4533.085,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-219,5000000,4344.241,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,3
-220,500000,208.12415,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,1000000,84.92319,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,1500000,84.90752,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,2000000,84.89359,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,2500000,84.905,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,3000000,84.90149,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,3500000,84.93477,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,4000000,85.09748,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,4500000,85.21954,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-220,5000000,85.12222,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,3
-221,500000,450.0633,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,1000000,671.58545,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,1500000,2439.6523,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,2000000,4263.4097,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,2500000,4273.181,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,3000000,4585.1973,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,3500000,4693.0576,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,4000000,4605.995,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,4500000,4536.911,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-221,5000000,4539.596,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,3
-222,500000,583.57983,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,1000000,1523.6427,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,1500000,1531.9835,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,2000000,606.7807,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,2500000,1899.224,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,3000000,1619.5869,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,3500000,3891.315,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,4000000,566.5819,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,4500000,344.71912,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-222,5000000,1372.1349,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,3
-223,500000,236.12192,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,1000000,204.68265,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,1500000,60.533134,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,2000000,219.73434,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,2500000,164.12996,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,3000000,202.9696,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,3500000,235.57744,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,4000000,69.402145,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,4500000,267.07336,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-223,5000000,203.30817,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,3
-224,500000,3055.831,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,1000000,4143.1553,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,1500000,3396.7468,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,2000000,3709.7502,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,2500000,3188.9731,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,3000000,4295.7153,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,3500000,5207.5483,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,4000000,1158.2405,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,4500000,7249.7725,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-224,5000000,6689.23,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,3
-225,500000,618.7042,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,1000000,3734.87,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,1500000,3309.9587,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,2000000,3063.6016,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,2500000,3167.6226,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,3000000,2849.734,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,3500000,1917.2534,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,4000000,3153.1829,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,4500000,5301.2803,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-225,5000000,3002.1973,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,3
-226,500000,506.66837,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,1000000,2231.5027,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,1500000,3920.7715,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,2000000,1382.4896,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,2500000,2793.7686,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,3000000,789.17456,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,3500000,466.33313,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,4000000,784.78577,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,4500000,1277.0049,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-226,5000000,606.1102,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,3
-227,500000,158.83441,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,1000000,172.3602,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,1500000,156.85934,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,2000000,299.23047,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,2500000,243.65486,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,3000000,227.71922,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,3500000,437.83527,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,4000000,444.52032,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,4500000,470.05765,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-227,5000000,485.47296,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,3
-228,500000,222.63611,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,1000000,3581.7224,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,1500000,5495.8677,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,2000000,5852.1426,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,2500000,4946.294,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,3000000,6269.6147,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,3500000,6782.55,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,4000000,5918.5786,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,4500000,7442.6665,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
-228,5000000,3770.5269,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,3
+218,500000,394.0933,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,1000000,395.55484,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,1500000,355.75836,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,2000000,384.99414,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,2500000,435.92767,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,3000000,466.25882,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,3500000,476.95627,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,4000000,419.49817,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,4500000,491.92126,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+218,5000000,484.99268,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,3
+219,500000,2506.2532,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,1000000,1484.9541,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,1500000,4653.13,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,2000000,961.81805,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,2500000,1246.5254,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,3000000,1463.9958,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,3500000,778.89294,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,4000000,856.09607,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,4500000,4533.085,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+219,5000000,4344.241,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,3
+220,500000,208.12415,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,1000000,84.92319,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,1500000,84.90752,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,2000000,84.89359,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,2500000,84.905,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,3000000,84.90149,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,3500000,84.93477,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,4000000,85.09748,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,4500000,85.21954,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+220,5000000,85.12222,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,3
+221,500000,450.0633,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,1000000,671.58545,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,1500000,2439.6523,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,2000000,4263.4097,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,2500000,4273.181,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,3000000,4585.1973,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,3500000,4693.0576,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,4000000,4605.995,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,4500000,4536.911,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+221,5000000,4539.596,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,3
+222,500000,583.57983,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,1000000,1523.6427,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,1500000,1531.9835,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,2000000,606.7807,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,2500000,1899.224,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,3000000,1619.5869,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,3500000,3891.315,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,4000000,566.5819,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,4500000,344.71912,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+222,5000000,1372.1349,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,3
+223,500000,236.12192,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,1000000,204.68265,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,1500000,60.533134,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,2000000,219.73434,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,2500000,164.12996,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,3000000,202.9696,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,3500000,235.57744,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,4000000,69.402145,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,4500000,267.07336,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+223,5000000,203.30817,512,False,853730,0.02406078,4160,0.14374896,False,,,,,3
+224,500000,3055.831,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,1000000,4143.1553,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,1500000,3396.7468,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,2000000,3709.7502,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,2500000,3188.9731,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,3000000,4295.7153,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,3500000,5207.5483,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,4000000,1158.2405,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,4500000,7249.7725,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+224,5000000,6689.23,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,3
+225,500000,618.7042,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,1000000,3734.87,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,1500000,3309.9587,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,2000000,3063.6016,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,2500000,3167.6226,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,3000000,2849.734,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,3500000,1917.2534,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,4000000,3153.1829,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,4500000,5301.2803,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+225,5000000,3002.1973,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,3
+226,500000,506.66837,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,1000000,2231.5027,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,1500000,3920.7715,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,2000000,1382.4896,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,2500000,2793.7686,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,3000000,789.17456,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,3500000,466.33313,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,4000000,784.78577,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,4500000,1277.0049,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+226,5000000,606.1102,2048,False,760704,0.00101898,11381,0.122051,False,,,,,3
+227,500000,158.83441,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,1000000,172.3602,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,1500000,156.85934,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,2000000,299.23047,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,2500000,243.65486,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,3000000,227.71922,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,3500000,437.83527,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,4000000,444.52032,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,4500000,470.05765,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+227,5000000,485.47296,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,3
+228,500000,222.63611,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,1000000,3581.7224,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,1500000,5495.8677,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,2000000,5852.1426,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,2500000,4946.294,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,3000000,6269.6147,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,3500000,6782.55,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,4000000,5918.5786,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,4500000,7442.6665,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
+228,5000000,3770.5269,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,3
 229,500000,206.98666,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,1000000,207.12744,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,1500000,207.95479,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
@@ -20219,46 +20219,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,207.2774,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,4500000,207.87851,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,5000000,207.46216,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
-230,500000,371.33063,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,1000000,4188.4907,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,1500000,4901.4004,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,2000000,4324.509,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,2500000,2424.683,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,3000000,5543.073,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,3500000,3692.1958,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,4000000,5895.3755,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,4500000,6677.033,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-230,5000000,5247.5283,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,3
-231,500000,314.75507,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,1000000,678.7148,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,1500000,986.65247,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,2000000,1935.112,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,2500000,3311.2327,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,3000000,4347.557,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,3500000,4482.3296,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,4000000,4833.546,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,4500000,4857.259,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-231,5000000,5209.367,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,3
-232,500000,4059.4185,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,1000000,918.2396,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,1500000,1212.1832,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,2000000,2097.4204,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,2500000,4631.7466,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,3000000,4983.039,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,3500000,4440.6313,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,4000000,551.5884,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,4500000,3974.1648,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-232,5000000,4659.559,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,3
-233,500000,331.0434,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,1000000,363.6937,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,1500000,381.8366,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,2000000,410.21826,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,2500000,482.77087,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,3000000,517.2288,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,3500000,526.9181,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,4000000,717.5877,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,4500000,996.063,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
-233,5000000,1194.5314,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,3
+230,500000,371.33063,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,1000000,4188.4907,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,1500000,4901.4004,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,2000000,4324.509,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,2500000,2424.683,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,3000000,5543.073,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,3500000,3692.1958,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,4000000,5895.3755,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,4500000,6677.033,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+230,5000000,5247.5283,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,3
+231,500000,314.75507,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,1000000,678.7148,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,1500000,986.65247,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,2000000,1935.112,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,2500000,3311.2327,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,3000000,4347.557,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,3500000,4482.3296,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,4000000,4833.546,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,4500000,4857.259,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+231,5000000,5209.367,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,3
+232,500000,4059.4185,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,1000000,918.2396,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,1500000,1212.1832,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,2000000,2097.4204,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,2500000,4631.7466,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,3000000,4983.039,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,3500000,4440.6313,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,4000000,551.5884,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,4500000,3974.1648,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+232,5000000,4659.559,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,3
+233,500000,331.0434,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,1000000,363.6937,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,1500000,381.8366,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,2000000,410.21826,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,2500000,482.77087,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,3000000,517.2288,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,3500000,526.9181,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,4000000,717.5877,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,4500000,996.063,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
+233,5000000,1194.5314,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,3
 234,500000,204.1601,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,1000000,432.92303,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,1500000,501.71643,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
@@ -20269,66 +20269,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,3237.9272,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,4500000,3614.0098,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,5000000,4219.38,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
-235,500000,552.1404,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,1000000,3275.1343,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,1500000,4779.233,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,2000000,3879.2327,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,2500000,3640.852,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,3000000,3790.984,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,3500000,4259.8584,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,4000000,4491.2227,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,4500000,3734.792,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-235,5000000,3844.978,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,3
-236,500000,579.6548,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,1000000,3874.2974,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,1500000,5439.588,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,2000000,4699.865,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,2500000,3597.967,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,3000000,5711.866,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,3500000,6093.1973,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,4000000,5509.3223,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,4500000,5379.1714,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-236,5000000,5071.801,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,3
-237,500000,209.05733,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,1000000,209.04117,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,1500000,209.00266,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,2000000,209.12906,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,2500000,208.9658,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,3000000,209.31697,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,3500000,209.41174,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,4000000,209.29758,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,4500000,209.45996,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-237,5000000,209.19122,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,3
-238,500000,162.40169,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,1000000,224.20186,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,1500000,307.2461,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,2000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,2500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,3000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,3500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,4000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,4500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-238,5000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,3
-239,500000,392.6182,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,1000000,851.7771,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,1500000,1557.0435,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,2000000,527.369,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,2500000,977.0298,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,3000000,250.16437,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,3500000,4696.369,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,4000000,3706.7466,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,4500000,1596.398,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-239,5000000,540.9863,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,3
-240,500000,450.0794,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,1000000,4552.8545,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,1500000,5406.3755,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,2000000,5534.617,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,2500000,5412.1436,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,3000000,5251.3335,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,3500000,5406.095,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,4000000,4827.644,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,4500000,5094.9014,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
-240,5000000,4776.317,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,3
+235,500000,552.1404,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,1000000,3275.1343,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,1500000,4779.233,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,2000000,3879.2327,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,2500000,3640.852,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,3000000,3790.984,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,3500000,4259.8584,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,4000000,4491.2227,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,4500000,3734.792,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+235,5000000,3844.978,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,3
+236,500000,579.6548,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,1000000,3874.2974,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,1500000,5439.588,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,2000000,4699.865,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,2500000,3597.967,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,3000000,5711.866,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,3500000,6093.1973,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,4000000,5509.3223,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,4500000,5379.1714,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+236,5000000,5071.801,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,3
+237,500000,209.05733,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,1000000,209.04117,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,1500000,209.00266,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,2000000,209.12906,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,2500000,208.9658,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,3000000,209.31697,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,3500000,209.41174,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,4000000,209.29758,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,4500000,209.45996,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+237,5000000,209.19122,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,3
+238,500000,162.40169,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,1000000,224.20186,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,1500000,307.2461,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,2000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,2500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,3000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,3500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,4000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,4500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+238,5000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,3
+239,500000,392.6182,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,1000000,851.7771,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,1500000,1557.0435,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,2000000,527.369,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,2500000,977.0298,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,3000000,250.16437,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,3500000,4696.369,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,4000000,3706.7466,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,4500000,1596.398,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+239,5000000,540.9863,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,3
+240,500000,450.0794,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,1000000,4552.8545,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,1500000,5406.3755,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,2000000,5534.617,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,2500000,5412.1436,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,3000000,5251.3335,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,3500000,5406.095,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,4000000,4827.644,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,4500000,5094.9014,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
+240,5000000,4776.317,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,3
 241,500000,209.4701,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,3
 241,1000000,209.86002,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,3
 241,1500000,209.564,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,3
@@ -20339,56 +20339,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,209.61005,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,3
 241,4500000,209.34076,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,3
 241,5000000,209.68951,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,3
-242,500000,281.0774,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,1000000,355.49686,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,1500000,414.32245,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,2000000,621.70593,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,2500000,1041.6168,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,3000000,1978.509,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,3500000,3958.081,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,4000000,4348.2485,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,4500000,4315.015,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-242,5000000,4421.6797,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,3
-243,500000,207.7316,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,1000000,208.5314,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,1500000,207.82011,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,2000000,208.07951,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,2500000,208.19449,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,3000000,208.51764,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,3500000,208.31606,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,4000000,208.47864,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,4500000,208.88495,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-243,5000000,208.46114,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,3
-244,500000,803.9675,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,1000000,1500.2603,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,1500000,1016.1283,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,2000000,193.76895,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,2500000,376.88702,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,3000000,425.72342,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,3500000,432.3914,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,4000000,6510.678,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,4500000,567.2627,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-244,5000000,4914.702,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,3
-245,500000,243.91759,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,1000000,343.91452,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,1500000,338.44147,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,2000000,366.11368,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,2500000,284.15518,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,3000000,381.58984,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,3500000,310.97296,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,4000000,396.71304,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,4500000,255.75723,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-245,5000000,493.45236,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,3
-246,500000,2312.2622,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,1000000,4241.077,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,1500000,4888.4067,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,2000000,3116.625,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,2500000,4663.7188,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,3000000,4586.431,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,3500000,4208.8574,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,4000000,2700.4744,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,4500000,4931.7666,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
-246,5000000,4745.9336,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,3
+242,500000,281.0774,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,1000000,355.49686,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,1500000,414.32245,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,2000000,621.70593,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,2500000,1041.6168,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,3000000,1978.509,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,3500000,3958.081,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,4000000,4348.2485,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,4500000,4315.015,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+242,5000000,4421.6797,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,3
+243,500000,207.7316,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,1000000,208.5314,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,1500000,207.82011,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,2000000,208.07951,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,2500000,208.19449,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,3000000,208.51764,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,3500000,208.31606,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,4000000,208.47864,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,4500000,208.88495,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+243,5000000,208.46114,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,3
+244,500000,803.9675,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,1000000,1500.2603,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,1500000,1016.1283,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,2000000,193.76895,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,2500000,376.88702,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,3000000,425.72342,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,3500000,432.3914,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,4000000,6510.678,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,4500000,567.2627,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+244,5000000,4914.702,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,3
+245,500000,243.91759,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,1000000,343.91452,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,1500000,338.44147,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,2000000,366.11368,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,2500000,284.15518,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,3000000,381.58984,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,3500000,310.97296,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,4000000,396.71304,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,4500000,255.75723,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+245,5000000,493.45236,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,3
+246,500000,2312.2622,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,1000000,4241.077,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,1500000,4888.4067,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,2000000,3116.625,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,2500000,4663.7188,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,3000000,4586.431,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,3500000,4208.8574,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,4000000,2700.4744,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,4500000,4931.7666,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
+246,5000000,4745.9336,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,3
 247,500000,474.0412,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,1000000,3211.8232,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,1500000,4033.2993,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
@@ -20399,16 +20399,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,4059.0718,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,4500000,3527.024,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,5000000,4123.266,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
-248,500000,428.2567,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,1000000,334.7964,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,1500000,491.99292,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,2000000,630.7534,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,2500000,1632.7839,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,3000000,4450.5283,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,3500000,4935.3115,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,4000000,4754.9854,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,4500000,4795.702,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
-248,5000000,3818.5688,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
+248,500000,428.2567,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,1000000,334.7964,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,1500000,491.99292,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,2000000,630.7534,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,2500000,1632.7839,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,3000000,4450.5283,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,3500000,4935.3115,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,4000000,4754.9854,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,4500000,4795.702,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
+248,5000000,3818.5688,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,3
 249,500000,252.13199,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,3
 249,1000000,260.7638,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,3
 249,1500000,283.243,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,3
@@ -20429,16 +20429,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4720.9404,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,3
 250,4500000,4601.579,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,3
 250,5000000,4840.739,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,3
-251,500000,525.9728,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,1000000,2638.7368,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,1500000,1899.083,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,2000000,2705.4194,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,2500000,3169.9429,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,3000000,3035.5889,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,3500000,2929.7222,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,4000000,7318.0166,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,4500000,4645.5195,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
-251,5000000,3334.0034,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,3
+251,500000,525.9728,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,1000000,2638.7368,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,1500000,1899.083,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,2000000,2705.4194,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,2500000,3169.9429,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,3000000,3035.5889,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,3500000,2929.7222,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,4000000,7318.0166,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,4500000,4645.5195,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
+251,5000000,3334.0034,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,3
 252,500000,265.9102,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,1000000,505.2378,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,1500000,637.7241,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
@@ -20449,186 +20449,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,4694.838,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,4500000,4637.654,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,5000000,4579.4272,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
-253,500000,243.50269,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,1000000,295.80127,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,1500000,363.67584,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,2000000,407.3332,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,2500000,522.2036,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,3000000,648.32715,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,3500000,927.1468,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,4000000,3219.7925,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,4500000,3946.399,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-253,5000000,3777.3054,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,3
-254,500000,59.99327,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,1000000,68.133995,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,1500000,60.52276,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,2000000,60.98449,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,2500000,69.75989,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,3000000,65.57167,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,3500000,64.05017,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,4000000,66.22593,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,4500000,68.39964,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-254,5000000,70.415695,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,3
-255,500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,1000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,1500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,3
-0,500000,4368.9644,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,1000000,4529.6387,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,1500000,4552.7837,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,2000000,4626.6626,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,2500000,4234.04,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,3000000,4042.596,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,3500000,4123.611,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,4000000,4757.683,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,4500000,4226.8745,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-0,5000000,4797.241,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,2
-1,500000,359.74548,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,1000000,438.42413,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,1500000,407.19907,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,2000000,272.60916,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,2500000,510.8062,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,3000000,448.31833,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,3500000,448.08087,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,4000000,642.22546,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,4500000,502.0116,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-1,5000000,671.687,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,2
-2,500000,557.05493,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,1000000,2569.499,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,1500000,1752.7819,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,2000000,2978.273,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,2500000,3801.9778,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,3000000,6089.319,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,3500000,660.6218,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,4000000,4151.0894,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,4500000,6888.2188,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-2,5000000,2782.0427,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,2
-3,500000,556.08276,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,1000000,5144.059,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,1500000,6687.994,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,2000000,4250.6694,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,2500000,2557.9785,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,3000000,1690.3098,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,3500000,5764.7627,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,4000000,5056.652,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,4500000,1466.2286,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-3,5000000,4567.159,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,2
-4,500000,398.5661,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,1000000,409.3612,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,1500000,451.56674,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,2000000,1580.7568,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,2500000,2034.9678,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,3000000,5023.1367,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,3500000,5179.046,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,4000000,5074.6353,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,4500000,5016.21,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-4,5000000,4928.747,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,2
-5,500000,3418.83,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,1000000,1448.886,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,1500000,4556.8877,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,2000000,1776.2919,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,2500000,3027.1392,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,3000000,4378.8423,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,3500000,4134.453,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,4000000,4570.1997,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,4500000,3516.3896,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-5,5000000,2772.1948,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,2
-6,500000,316.8875,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,1000000,337.82916,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,1500000,417.59668,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,2000000,502.5647,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,2500000,438.2476,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,3000000,418.18396,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,3500000,757.957,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,4000000,846.6726,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,4500000,1670.3811,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-6,5000000,4089.9678,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,2
-7,500000,427.51996,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,1000000,2253.417,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,1500000,4471.1113,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,2000000,3946.252,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,2500000,4672.9883,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,3000000,4390.2725,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,3500000,3765.4639,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,4000000,2822.1875,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,4500000,4418.6016,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-7,5000000,4395.1436,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,2
-8,500000,4723.2363,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,1000000,3387.605,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,1500000,178.22516,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,2000000,135.39392,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,2500000,202.49866,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,3000000,125.04464,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,3500000,90.39508,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,4000000,66.36869,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,4500000,63.229546,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-8,5000000,254.59665,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,2
-9,500000,501.9748,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,1000000,3254.672,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,1500000,3134.1235,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,2000000,4100.955,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,2500000,3466.0654,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,3000000,6588.3975,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,3500000,4944.4023,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,4000000,1354.5231,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,4500000,5601.2573,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-9,5000000,3249.661,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,2
-10,500000,470.6043,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,1000000,607.36194,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,1500000,2246.6304,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,2000000,4255.325,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,2500000,4408.4697,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,3000000,4834.0454,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,3500000,4907.288,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,4000000,5242.2144,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,4500000,5201.265,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-10,5000000,5002.091,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,2
-11,500000,2618.454,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,1000000,3641.0215,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,1500000,4417.996,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,2000000,3644.399,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,2500000,4664.439,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,3000000,4611.682,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,3500000,4625.3936,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,4000000,4687.1973,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,4500000,3788.6196,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-11,5000000,4729.508,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,2
-12,500000,349.3121,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,1000000,5296.9585,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,1500000,6262.0576,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,2000000,2262.1565,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,2500000,3869.7295,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,3000000,5034.1797,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,3500000,4229.26,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,4000000,5472.821,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,4500000,4662.388,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-12,5000000,5525.8096,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,2
-13,500000,329.16998,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,1000000,351.72617,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,1500000,303.4267,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,2000000,443.5169,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,2500000,588.1369,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,3000000,857.72156,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,3500000,1036.1335,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,4000000,1699.5502,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,4500000,2212.7961,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-13,5000000,3339.1064,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,2
-14,500000,654.02026,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,1000000,4185.907,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,1500000,5730.5737,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,2000000,5234.15,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,2500000,5016.6025,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,3000000,3255.3628,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,3500000,5449.0986,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,4000000,5938.5547,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,4500000,5721.6973,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
-14,5000000,6320.1924,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,2
+253,500000,243.50269,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,1000000,295.80127,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,1500000,363.67584,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,2000000,407.3332,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,2500000,522.2036,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,3000000,648.32715,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,3500000,927.1468,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,4000000,3219.7925,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,4500000,3946.399,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+253,5000000,3777.3054,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,3
+254,500000,59.99327,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,1000000,68.133995,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,1500000,60.52276,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,2000000,60.98449,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,2500000,69.75989,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,3000000,65.57167,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,3500000,64.05017,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,4000000,66.22593,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,4500000,68.39964,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+254,5000000,70.415695,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,3
+255,500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,1000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,1500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,3
+0,500000,4368.9644,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,1000000,4529.6387,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,1500000,4552.7837,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,2000000,4626.6626,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,2500000,4234.04,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,3000000,4042.596,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,3500000,4123.611,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,4000000,4757.683,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,4500000,4226.8745,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+0,5000000,4797.241,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,2
+1,500000,359.74548,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,1000000,438.42413,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,1500000,407.19907,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,2000000,272.60916,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,2500000,510.8062,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,3000000,448.31833,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,3500000,448.08087,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,4000000,642.22546,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,4500000,502.0116,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+1,5000000,671.687,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,2
+2,500000,557.05493,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,1000000,2569.499,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,1500000,1752.7819,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,2000000,2978.273,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,2500000,3801.9778,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,3000000,6089.319,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,3500000,660.6218,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,4000000,4151.0894,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,4500000,6888.2188,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+2,5000000,2782.0427,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,2
+3,500000,556.08276,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,1000000,5144.059,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,1500000,6687.994,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,2000000,4250.6694,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,2500000,2557.9785,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,3000000,1690.3098,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,3500000,5764.7627,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,4000000,5056.652,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,4500000,1466.2286,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+3,5000000,4567.159,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,2
+4,500000,398.5661,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,1000000,409.3612,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,1500000,451.56674,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,2000000,1580.7568,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,2500000,2034.9678,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,3000000,5023.1367,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,3500000,5179.046,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,4000000,5074.6353,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,4500000,5016.21,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+4,5000000,4928.747,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,2
+5,500000,3418.83,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,1000000,1448.886,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,1500000,4556.8877,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,2000000,1776.2919,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,2500000,3027.1392,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,3000000,4378.8423,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,3500000,4134.453,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,4000000,4570.1997,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,4500000,3516.3896,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+5,5000000,2772.1948,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,2
+6,500000,316.8875,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,1000000,337.82916,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,1500000,417.59668,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,2000000,502.5647,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,2500000,438.2476,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,3000000,418.18396,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,3500000,757.957,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,4000000,846.6726,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,4500000,1670.3811,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+6,5000000,4089.9678,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,2
+7,500000,427.51996,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,1000000,2253.417,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,1500000,4471.1113,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,2000000,3946.252,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,2500000,4672.9883,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,3000000,4390.2725,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,3500000,3765.4639,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,4000000,2822.1875,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,4500000,4418.6016,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+7,5000000,4395.1436,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,2
+8,500000,4723.2363,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,1000000,3387.605,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,1500000,178.22516,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,2000000,135.39392,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,2500000,202.49866,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,3000000,125.04464,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,3500000,90.39508,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,4000000,66.36869,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,4500000,63.229546,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+8,5000000,254.59665,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,2
+9,500000,501.9748,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,1000000,3254.672,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,1500000,3134.1235,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,2000000,4100.955,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,2500000,3466.0654,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,3000000,6588.3975,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,3500000,4944.4023,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,4000000,1354.5231,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,4500000,5601.2573,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+9,5000000,3249.661,512,False,540763,0.00474209,15765,0.31441719,False,,,,,2
+10,500000,470.6043,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,1000000,607.36194,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,1500000,2246.6304,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,2000000,4255.325,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,2500000,4408.4697,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,3000000,4834.0454,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,3500000,4907.288,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,4000000,5242.2144,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,4500000,5201.265,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+10,5000000,5002.091,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,2
+11,500000,2618.454,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,1000000,3641.0215,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,1500000,4417.996,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,2000000,3644.399,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,2500000,4664.439,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,3000000,4611.682,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,3500000,4625.3936,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,4000000,4687.1973,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,4500000,3788.6196,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+11,5000000,4729.508,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,2
+12,500000,349.3121,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,1000000,5296.9585,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,1500000,6262.0576,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,2000000,2262.1565,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,2500000,3869.7295,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,3000000,5034.1797,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,3500000,4229.26,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,4000000,5472.821,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,4500000,4662.388,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+12,5000000,5525.8096,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,2
+13,500000,329.16998,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,1000000,351.72617,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,1500000,303.4267,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,2000000,443.5169,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,2500000,588.1369,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,3000000,857.72156,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,3500000,1036.1335,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,4000000,1699.5502,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,4500000,2212.7961,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+13,5000000,3339.1064,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,2
+14,500000,654.02026,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,1000000,4185.907,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,1500000,5730.5737,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,2000000,5234.15,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,2500000,5016.6025,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,3000000,3255.3628,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,3500000,5449.0986,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,4000000,5938.5547,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,4500000,5721.6973,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
+14,5000000,6320.1924,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,2
 15,500000,1404.5076,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,1000000,2536.614,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,1500000,4667.83,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
@@ -20639,26 +20639,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,484.2613,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,4500000,2781.599,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,5000000,4910.889,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
-16,500000,271.1352,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,1000000,233.77814,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,1500000,458.5687,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,2000000,524.6279,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,2500000,410.23218,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,3000000,449.9159,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,3500000,407.8498,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,4000000,388.33264,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,4500000,391.22223,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-16,5000000,473.3276,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
-17,500000,666.8163,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,1000000,4384.006,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,1500000,4516.8184,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,2000000,4411.3457,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,2500000,4608.82,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,3000000,5210.9077,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,3500000,5306.9194,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,4000000,2271.1357,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,4500000,5626.544,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
-17,5000000,5585.2227,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,2
+16,500000,271.1352,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,1000000,233.77814,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,1500000,458.5687,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,2000000,524.6279,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,2500000,410.23218,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,3000000,449.9159,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,3500000,407.8498,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,4000000,388.33264,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,4500000,391.22223,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+16,5000000,473.3276,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,2
+17,500000,666.8163,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,1000000,4384.006,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,1500000,4516.8184,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,2000000,4411.3457,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,2500000,4608.82,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,3000000,5210.9077,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,3500000,5306.9194,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,4000000,2271.1357,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,4500000,5626.544,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
+17,5000000,5585.2227,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,2
 18,500000,2739.3333,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,1000000,4781.0273,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,1500000,2761.5613,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
@@ -20669,36 +20669,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,4299.946,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,4500000,2310.88,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,5000000,2902.4688,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
-19,500000,505.12335,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,1000000,2643.844,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,1500000,989.3589,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,2000000,1444.2775,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,2500000,467.06732,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,3000000,684.6465,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,3500000,1120.2739,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,4000000,814.5232,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,4500000,2015.8854,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-19,5000000,1638.0659,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,2
-20,500000,173.35196,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,1000000,320.68823,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,1500000,338.5866,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,2000000,432.93988,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,2500000,500.4184,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,3000000,496.1222,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,3500000,471.5611,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,4000000,516.8451,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,4500000,498.77963,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-20,5000000,432.56195,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,2
-21,500000,300.4839,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,1000000,420.6646,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,1500000,856.42194,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,2000000,4104.3877,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,2500000,1415.4341,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,3000000,3344.451,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,3500000,3439.702,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,4000000,4209.2617,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,4500000,4279.051,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
-21,5000000,4157.4033,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,2
+19,500000,505.12335,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,1000000,2643.844,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,1500000,989.3589,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,2000000,1444.2775,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,2500000,467.06732,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,3000000,684.6465,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,3500000,1120.2739,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,4000000,814.5232,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,4500000,2015.8854,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+19,5000000,1638.0659,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,2
+20,500000,173.35196,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,1000000,320.68823,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,1500000,338.5866,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,2000000,432.93988,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,2500000,500.4184,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,3000000,496.1222,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,3500000,471.5611,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,4000000,516.8451,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,4500000,498.77963,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+20,5000000,432.56195,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,2
+21,500000,300.4839,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,1000000,420.6646,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,1500000,856.42194,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,2000000,4104.3877,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,2500000,1415.4341,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,3000000,3344.451,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,3500000,3439.702,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,4000000,4209.2617,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,4500000,4279.051,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
+21,5000000,4157.4033,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,2
 22,500000,441.122,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,1000000,3458.3408,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,1500000,3731.042,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
@@ -20709,66 +20709,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,2886.3413,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,4500000,4600.504,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,5000000,4443.0947,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
-23,500000,1007.39685,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,1000000,2047.9414,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,1500000,669.1029,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,2000000,768.9652,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,2500000,2773.1072,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,3000000,892.7006,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,3500000,1702.4104,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,4000000,695.3129,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,4500000,4050.5564,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-23,5000000,3050.8628,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,2
-24,500000,473.00037,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,1000000,3517.1152,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,1500000,1674.0996,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,2000000,583.9678,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,2500000,3637.6582,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,3000000,1164.7635,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,3500000,7201.2603,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,4000000,2747.584,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,4500000,929.6798,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-24,5000000,7080.6367,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,2
-25,500000,386.60043,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,1000000,6159.6704,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,1500000,6582.726,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,2000000,6764.3496,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,2500000,3706.001,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,3000000,2733.2148,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,3500000,967.0531,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,4000000,2711.211,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,4500000,4560.851,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-25,5000000,2405.913,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,2
-26,500000,602.52386,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,1000000,3215.409,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,1500000,4516.405,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,2000000,2056.0996,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,2500000,470.48315,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,3000000,291.56354,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,3500000,1268.4851,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,4000000,4886.3564,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,4500000,2389.1812,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-26,5000000,3973.6123,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,2
-27,500000,209.81995,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,1000000,209.66997,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,1500000,209.56567,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,2000000,209.64938,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,2500000,209.9147,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,3000000,209.66196,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,3500000,209.6926,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,4000000,210.179,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,4500000,209.93991,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-27,5000000,209.69312,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,2
-28,500000,439.1703,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,1000000,312.5721,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,1500000,552.8221,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,2000000,578.7965,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,2500000,666.487,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,3000000,1560.8557,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,3500000,5103.2827,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,4000000,5076.4614,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,4500000,5133.076,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
-28,5000000,5087.206,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,2
+23,500000,1007.39685,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,1000000,2047.9414,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,1500000,669.1029,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,2000000,768.9652,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,2500000,2773.1072,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,3000000,892.7006,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,3500000,1702.4104,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,4000000,695.3129,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,4500000,4050.5564,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+23,5000000,3050.8628,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,2
+24,500000,473.00037,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,1000000,3517.1152,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,1500000,1674.0996,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,2000000,583.9678,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,2500000,3637.6582,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,3000000,1164.7635,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,3500000,7201.2603,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,4000000,2747.584,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,4500000,929.6798,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+24,5000000,7080.6367,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,2
+25,500000,386.60043,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,1000000,6159.6704,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,1500000,6582.726,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,2000000,6764.3496,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,2500000,3706.001,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,3000000,2733.2148,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,3500000,967.0531,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,4000000,2711.211,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,4500000,4560.851,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+25,5000000,2405.913,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,2
+26,500000,602.52386,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,1000000,3215.409,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,1500000,4516.405,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,2000000,2056.0996,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,2500000,470.48315,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,3000000,291.56354,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,3500000,1268.4851,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,4000000,4886.3564,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,4500000,2389.1812,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+26,5000000,3973.6123,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,2
+27,500000,209.81995,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,1000000,209.66997,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,1500000,209.56567,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,2000000,209.64938,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,2500000,209.9147,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,3000000,209.66196,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,3500000,209.6926,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,4000000,210.179,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,4500000,209.93991,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+27,5000000,209.69312,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,2
+28,500000,439.1703,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,1000000,312.5721,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,1500000,552.8221,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,2000000,578.7965,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,2500000,666.487,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,3000000,1560.8557,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,3500000,5103.2827,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,4000000,5076.4614,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,4500000,5133.076,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
+28,5000000,5087.206,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,2
 29,500000,254.1085,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
 29,1000000,477.65424,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
 29,1500000,370.29123,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
@@ -20779,16 +20779,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,637.9623,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
 29,4500000,1850.8279,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
 29,5000000,1563.3047,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
-30,500000,929.78516,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,1000000,2886.5925,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,1500000,570.80255,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,2000000,1631.9441,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,2500000,308.6546,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,3000000,1477.7091,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,3500000,3462.9392,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,4000000,296.8158,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,4500000,1052.0933,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
-30,5000000,4574.298,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,2
+30,500000,929.78516,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,1000000,2886.5925,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,1500000,570.80255,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,2000000,1631.9441,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,2500000,308.6546,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,3000000,1477.7091,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,3500000,3462.9392,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,4000000,296.8158,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,4500000,1052.0933,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
+30,5000000,4574.298,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,2
 31,500000,401.38544,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
 31,1000000,385.71985,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
 31,1500000,365.28644,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
@@ -20799,46 +20799,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,69.61134,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
 31,4500000,65.93548,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
 31,5000000,65.73605,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
-32,500000,4169.477,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,1000000,4889.1807,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,1500000,1261.4519,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,2000000,84.52944,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,2500000,108.328,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,3000000,175.78038,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,3500000,151.10593,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,4000000,134.97797,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,4500000,165.90802,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-32,5000000,208.59552,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,2
-33,500000,437.40033,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,1000000,4717.871,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,1500000,5337.214,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,2000000,5559.542,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,2500000,5879.8394,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,3000000,4765.934,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,3500000,4852.0127,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,4000000,2672.54,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,4500000,5142.6807,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-33,5000000,6901.4644,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,2
-34,500000,214.83304,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,1000000,215.1171,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,1500000,215.21887,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,2000000,214.62582,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,2500000,215.34317,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,3000000,214.24121,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,3500000,214.84103,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,4000000,214.6114,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,4500000,214.8963,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-34,5000000,214.13303,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,2
-35,500000,4121.9824,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,1000000,4364.353,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,1500000,2460.9333,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,2000000,203.9378,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,2500000,121.99092,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,3000000,207.68448,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,3500000,79.69619,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,4000000,182.75816,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,4500000,164.37953,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
-35,5000000,309.609,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,2
+32,500000,4169.477,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,1000000,4889.1807,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,1500000,1261.4519,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,2000000,84.52944,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,2500000,108.328,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,3000000,175.78038,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,3500000,151.10593,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,4000000,134.97797,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,4500000,165.90802,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+32,5000000,208.59552,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,2
+33,500000,437.40033,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,1000000,4717.871,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,1500000,5337.214,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,2000000,5559.542,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,2500000,5879.8394,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,3000000,4765.934,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,3500000,4852.0127,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,4000000,2672.54,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,4500000,5142.6807,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+33,5000000,6901.4644,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,2
+34,500000,214.83304,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,1000000,215.1171,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,1500000,215.21887,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,2000000,214.62582,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,2500000,215.34317,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,3000000,214.24121,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,3500000,214.84103,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,4000000,214.6114,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,4500000,214.8963,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+34,5000000,214.13303,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,2
+35,500000,4121.9824,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,1000000,4364.353,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,1500000,2460.9333,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,2000000,203.9378,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,2500000,121.99092,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,3000000,207.68448,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,3500000,79.69619,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,4000000,182.75816,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,4500000,164.37953,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,5000000,309.609,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
 36,500000,384.116,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,1000000,326.32544,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,1500000,299.83347,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
@@ -20849,26 +20849,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,262.96375,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,4500000,339.14474,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,5000000,318.51263,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
-37,500000,260.24384,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,1000000,205.56981,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,1500000,364.08676,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,2000000,436.49207,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,2500000,459.5792,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,3000000,392.11185,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,3500000,408.67206,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,4000000,359.5851,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,4500000,481.84705,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,5000000,396.54706,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-38,500000,210.91107,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,1000000,210.97372,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,1500000,210.83975,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,2000000,210.82773,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,2500000,211.31516,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,3000000,211.12352,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,3500000,211.17618,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,4000000,211.2025,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,4500000,210.84013,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
-38,5000000,210.77411,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,2
+37,500000,260.24384,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,1000000,205.56981,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,1500000,364.08676,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,2000000,436.49207,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,2500000,459.5792,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,3000000,392.11185,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,3500000,408.67206,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,4000000,359.5851,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,4500000,481.84705,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+37,5000000,396.54706,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,2
+38,500000,210.91107,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,1000000,210.97372,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,1500000,210.83975,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,2000000,210.82773,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,2500000,211.31516,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,3000000,211.12352,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,3500000,211.17618,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,4000000,211.2025,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,4500000,210.84013,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,5000000,210.77411,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
 39,500000,455.94397,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,1000000,419.5746,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,1500000,627.9712,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
@@ -20879,16 +20879,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4270.0264,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,4500000,3669.0208,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,5000000,4455.713,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
-40,500000,223.6105,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,1000000,339.35724,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,1500000,303.62384,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,2000000,359.3586,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,2500000,502.20404,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,3000000,475.31024,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,3500000,439.17203,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,4000000,458.74786,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,4500000,563.57275,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
-40,5000000,589.14526,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,2
+40,500000,223.6105,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,1000000,339.35724,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,1500000,303.62384,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,2000000,359.3586,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,2500000,502.20404,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,3000000,475.31024,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,3500000,439.17203,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,4000000,458.74786,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,4500000,563.57275,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
+40,5000000,589.14526,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
 41,500000,206.54083,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,1000000,207.09486,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,1500000,206.90411,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
@@ -20899,36 +20899,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,207.07457,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,4500000,206.86746,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,5000000,206.82532,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
-42,500000,304.65576,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,1000000,378.3839,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,1500000,606.9769,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,2000000,1960.4631,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,2500000,4895.2783,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,3000000,4961.362,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,3500000,4815.716,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,4000000,4694.4727,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,4500000,4642.9326,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-42,5000000,4436.9424,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,2
-43,500000,1621.3535,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,1000000,4837.2305,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,1500000,4214.1924,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,2000000,3480.3599,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,2500000,4642.464,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,3000000,4933.1045,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,3500000,3167.3704,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,4000000,4316.09,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,4500000,567.8507,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-43,5000000,1407.1777,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,2
-44,500000,212.78079,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,1000000,213.37479,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,1500000,212.56764,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,2000000,212.93109,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,2500000,212.76453,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,3000000,212.43036,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,3500000,212.61359,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,4000000,212.7215,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,4500000,212.5506,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
-44,5000000,223.52155,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,2
+42,500000,304.65576,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,1000000,378.3839,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,1500000,606.9769,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,2000000,1960.4631,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,2500000,4895.2783,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,3000000,4961.362,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,3500000,4815.716,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,4000000,4694.4727,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,4500000,4642.9326,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+42,5000000,4436.9424,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,2
+43,500000,1621.3535,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,1000000,4837.2305,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,1500000,4214.1924,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,2000000,3480.3599,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,2500000,4642.464,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,3000000,4933.1045,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,3500000,3167.3704,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,4000000,4316.09,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,4500000,567.8507,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+43,5000000,1407.1777,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,2
+44,500000,212.78079,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,1000000,213.37479,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,1500000,212.56764,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,2000000,212.93109,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,2500000,212.76453,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,3000000,212.43036,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,3500000,212.61359,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,4000000,212.7215,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,4500000,212.5506,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,5000000,223.52155,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
 45,500000,400.05368,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,1000000,547.2384,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,1500000,2780.2822,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
@@ -20939,26 +20939,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4426.602,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,4500000,4508.133,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,5000000,95.49276,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
-46,500000,496.6316,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,1000000,1975.053,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,1500000,2781.6602,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,2000000,2926.83,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,2500000,2850.603,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,3000000,3135.4058,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,3500000,382.433,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,4000000,1539.6846,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,4500000,5237.3057,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,5000000,418.45996,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-47,500000,480.28766,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,1000000,3370.2842,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,1500000,5608.587,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,2000000,5772.7324,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,2500000,4857.401,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,3000000,5599.5054,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,3500000,5986.701,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,4000000,5698.643,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,4500000,6073.0303,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
-47,5000000,6026.9175,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,2
+46,500000,496.6316,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,1000000,1975.053,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,1500000,2781.6602,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,2000000,2926.83,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,2500000,2850.603,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,3000000,3135.4058,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,3500000,382.433,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,4000000,1539.6846,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,4500000,5237.3057,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+46,5000000,418.45996,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,2
+47,500000,480.28766,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,1000000,3370.2842,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,1500000,5608.587,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,2000000,5772.7324,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,2500000,4857.401,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,3000000,5599.5054,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,3500000,5986.701,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,4000000,5698.643,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,4500000,6073.0303,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,5000000,6026.9175,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
 48,500000,4643.211,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,2
 48,1000000,4341.216,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,2
 48,1500000,4084.1287,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,2
@@ -20989,16 +20989,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,3111.414,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,2
 50,4500000,3708.1365,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,2
 50,5000000,2702.2437,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,2
-51,500000,466.17743,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,1000000,5992.8506,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,1500000,6487.356,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,2000000,6845.5493,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,2500000,5488.136,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,3000000,6028.3013,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,3500000,5800.7715,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,4000000,7229.7783,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,4500000,6719.518,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,5000000,6365.933,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
+51,500000,466.17743,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,1000000,5992.8506,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,1500000,6487.356,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,2000000,6845.5493,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,2500000,5488.136,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,3000000,6028.3013,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,3500000,5800.7715,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,4000000,7229.7783,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,4500000,6719.518,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,5000000,6365.933,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
 52,500000,402.5299,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,1000000,472.79153,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,1500000,567.7146,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
@@ -21009,26 +21009,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,4157.3057,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,4500000,4305.074,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,5000000,4287.126,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
-53,500000,379.45288,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,1000000,325.11243,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,1500000,379.10434,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,2000000,290.07004,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,2500000,409.59158,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,3000000,529.4015,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,3500000,280.77145,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,4000000,463.8042,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,4500000,495.58563,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,5000000,507.71423,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-54,500000,435.73605,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,1000000,3421.5525,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,1500000,4371.5176,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,2000000,4655.9287,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,2500000,4746.0664,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,3000000,4720.2866,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,3500000,4619.9434,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,4000000,4449.92,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,4500000,4661.7466,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
-54,5000000,2949.7026,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,2
+53,500000,379.45288,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,1000000,325.11243,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,1500000,379.10434,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,2000000,290.07004,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,2500000,409.59158,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,3000000,529.4015,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,3500000,280.77145,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,4000000,463.8042,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,4500000,495.58563,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+53,5000000,507.71423,512,False,495568,1.58e-06,982,0.13248206,False,,,,,2
+54,500000,435.73605,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,1000000,3421.5525,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,1500000,4371.5176,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,2000000,4655.9287,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,2500000,4746.0664,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,3000000,4720.2866,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,3500000,4619.9434,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,4000000,4449.92,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,4500000,4661.7466,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,5000000,2949.7026,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
 55,500000,328.2832,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,1000000,412.34033,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,1500000,482.59512,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
@@ -21039,36 +21039,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,951.9089,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,4500000,1035.1057,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,5000000,1052.8896,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
-56,500000,213.6342,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,1000000,214.0925,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,1500000,213.82915,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,2000000,214.07495,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,2500000,213.59644,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,3000000,213.07607,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,3500000,213.13174,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,4000000,214.14606,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,4500000,212.98851,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,5000000,213.28699,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-57,500000,324.4082,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,1000000,334.94766,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,1500000,568.02783,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,2000000,443.6158,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,2500000,404.99622,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,3000000,511.99606,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,3500000,678.8891,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,4000000,691.6094,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,4500000,3463.1929,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-57,5000000,2535.5188,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
-58,500000,211.7863,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,1000000,211.86461,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,1500000,211.59991,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,2000000,211.76328,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,2500000,211.69334,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,3000000,211.13475,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,3500000,212.01913,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,4000000,212.2984,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,4500000,211.61655,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
-58,5000000,212.02237,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,2
+56,500000,213.6342,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,1000000,214.0925,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,1500000,213.82915,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,2000000,214.07495,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,2500000,213.59644,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,3000000,213.07607,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,3500000,213.13174,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,4000000,214.14606,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,4500000,212.98851,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+56,5000000,213.28699,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,2
+57,500000,324.4082,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,1000000,334.94766,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,1500000,568.02783,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,2000000,443.6158,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,2500000,404.99622,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,3000000,511.99606,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,3500000,678.8891,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,4000000,691.6094,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,4500000,3463.1929,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+57,5000000,2535.5188,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,2
+58,500000,211.7863,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,1000000,211.86461,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,1500000,211.59991,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,2000000,211.76328,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,2500000,211.69334,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,3000000,211.13475,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,3500000,212.01913,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,4000000,212.2984,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,4500000,211.61655,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
+58,5000000,212.02237,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,2
 59,500000,386.63245,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,1000000,357.05542,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,1500000,484.73752,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
@@ -21079,46 +21079,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,4208.0723,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,4500000,4216.2305,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,5000000,4336.248,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
-60,500000,319.32492,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,1000000,1004.181,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,1500000,3693.9636,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,2000000,4622.5537,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,2500000,4797.3125,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,3000000,4955.21,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,3500000,4962.422,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,4000000,5049.295,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,4500000,5118.9756,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-60,5000000,5240.966,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
-61,500000,288.54163,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,1000000,378.96222,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,1500000,458.36374,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,2000000,408.16757,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,2500000,517.03357,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,3000000,432.69925,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,3500000,413.5259,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,4000000,374.41168,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,4500000,496.52017,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-61,5000000,400.7019,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,2
-62,500000,389.58102,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,1000000,1575.2983,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,1500000,2732.676,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,2000000,4535.746,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,2500000,3614.4373,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,3000000,2241.349,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,3500000,5429.3867,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,4000000,3626.0264,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,4500000,5759.602,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-62,5000000,7693.535,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,2
-63,500000,339.05652,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,1000000,334.61075,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,1500000,436.5385,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,2000000,646.1351,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,2500000,907.9312,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,3000000,2270.5027,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,3500000,3628.4429,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,4000000,4476.9873,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,4500000,4529.2163,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
-63,5000000,4534.6934,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,2
+60,500000,319.32492,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,1000000,1004.181,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,1500000,3693.9636,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,2000000,4622.5537,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,2500000,4797.3125,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,3000000,4955.21,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,3500000,4962.422,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,4000000,5049.295,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,4500000,5118.9756,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+60,5000000,5240.966,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,2
+61,500000,288.54163,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,1000000,378.96222,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,1500000,458.36374,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,2000000,408.16757,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,2500000,517.03357,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,3000000,432.69925,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,3500000,413.5259,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,4000000,374.41168,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,4500000,496.52017,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+61,5000000,400.7019,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,2
+62,500000,389.58102,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,1000000,1575.2983,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,1500000,2732.676,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,2000000,4535.746,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,2500000,3614.4373,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,3000000,2241.349,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,3500000,5429.3867,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,4000000,3626.0264,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,4500000,5759.602,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+62,5000000,7693.535,512,False,220480,0.00107533,11522,1.86025571,False,,,,,2
+63,500000,339.05652,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,1000000,334.61075,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,1500000,436.5385,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,2000000,646.1351,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,2500000,907.9312,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,3000000,2270.5027,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,3500000,3628.4429,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,4000000,4476.9873,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,4500000,4529.2163,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
+63,5000000,4534.6934,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,2
 64,500000,218.19446,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,1000000,250.00623,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,1500000,303.33386,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
@@ -21129,26 +21129,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,376.8453,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,4500000,469.91003,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,5000000,505.69818,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
-65,500000,391.9842,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,1000000,634.95105,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,1500000,1192.0609,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,2000000,3063.5781,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,2500000,4984.705,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,3000000,5312.189,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,3500000,4899.129,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,4000000,5307.247,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,4500000,5647.881,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-65,5000000,3425.2212,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
-66,500000,2092.7268,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,1000000,4579.7603,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,1500000,4746.391,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,2000000,4385.382,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,2500000,3943.0825,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,3000000,4667.4316,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,3500000,4746.1646,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,4000000,4736.813,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,4500000,3333.8477,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
-66,5000000,4760.574,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,2
+65,500000,391.9842,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,1000000,634.95105,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,1500000,1192.0609,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,2000000,3063.5781,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,2500000,4984.705,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,3000000,5312.189,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,3500000,4899.129,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,4000000,5307.247,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,4500000,5647.881,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+65,5000000,3425.2212,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+66,500000,2092.7268,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,1000000,4579.7603,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,1500000,4746.391,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,2000000,4385.382,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,2500000,3943.0825,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,3000000,4667.4316,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,3500000,4746.1646,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,4000000,4736.813,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,4500000,3333.8477,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,5000000,4760.574,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
 67,500000,247.0877,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,1000000,461.94604,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,1500000,374.10413,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
@@ -21159,26 +21159,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,467.72827,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,4500000,556.37854,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,5000000,741.8176,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
-68,500000,1262.783,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,1000000,2496.4604,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,1500000,3820.8635,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,2000000,996.81366,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,2500000,1451.2292,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,3000000,1495.9435,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,3500000,3984.2168,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,4000000,3168.1812,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,4500000,1146.9609,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,5000000,453.51846,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-69,500000,434.99677,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,1000000,1636.3884,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,1500000,5585.765,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,2000000,4448.99,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,2500000,5442.6357,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,3000000,4986.047,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,3500000,6441.4873,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,4000000,6784.259,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,4500000,5698.922,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,5000000,6975.079,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
+68,500000,1262.783,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,1000000,2496.4604,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,1500000,3820.8635,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,2000000,996.81366,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,2500000,1451.2292,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,3000000,1495.9435,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,3500000,3984.2168,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,4000000,3168.1812,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,4500000,1146.9609,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,5000000,453.51846,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+69,500000,434.99677,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,1000000,1636.3884,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,1500000,5585.765,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,2000000,4448.99,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,2500000,5442.6357,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,3000000,4986.047,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,3500000,6441.4873,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,4000000,6784.259,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,4500000,5698.922,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,5000000,6975.079,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
 70,500000,403.32602,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,1000000,446.99976,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,1500000,771.82635,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
@@ -21189,16 +21189,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4892.814,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,4500000,4861.129,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,5000000,4434.824,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
-71,500000,264.90555,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,1000000,410.69067,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,1500000,346.03168,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,2000000,306.62268,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,2500000,403.62177,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,3000000,500.85226,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,3500000,624.57935,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,4000000,835.41376,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,4500000,1234.0864,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,5000000,3674.0513,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
+71,500000,264.90555,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,1000000,410.69067,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,1500000,346.03168,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,2000000,306.62268,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,2500000,403.62177,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,3000000,500.85226,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,3500000,624.57935,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,4000000,835.41376,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,4500000,1234.0864,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,5000000,3674.0513,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
 72,500000,212.00694,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,1000000,212.48381,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,1500000,211.7778,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
@@ -21209,16 +21209,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,211.5538,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,4500000,211.75864,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,5000000,211.9042,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
-73,500000,211.8946,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,1000000,211.60576,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,1500000,211.87747,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,2000000,211.1756,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,2500000,211.31053,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,3000000,211.67416,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,3500000,211.43695,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,4000000,212.04425,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,4500000,211.19662,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,5000000,211.60135,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
+73,500000,211.8946,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,1000000,211.60576,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,1500000,211.87747,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,2000000,211.1756,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,2500000,211.31053,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,3000000,211.67416,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,3500000,211.43695,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,4000000,212.04425,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,4500000,211.19662,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,5000000,211.60135,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
 74,500000,852.09656,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,2
 74,1000000,4641.5693,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,2
 74,1500000,4512.1216,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,2
@@ -21249,56 +21249,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,814.9619,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,2
 76,4500000,323.61517,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,2
 76,5000000,448.667,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,2
-77,500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,1000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,1500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,2000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,2500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,3000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,3500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,4000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,4500000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,5000000,NaN,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-78,500000,215.52975,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,1000000,215.3804,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,1500000,214.77173,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,2000000,215.05307,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,2500000,214.50862,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,3000000,214.83246,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,3500000,214.52939,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,4000000,214.36253,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,4500000,214.70305,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-78,5000000,214.3793,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
-79,500000,4563.4355,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,1000000,4251.2827,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,1500000,4459.4727,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,2000000,2793.7197,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,2500000,1851.7075,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,3000000,3607.31,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,3500000,1394.6746,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,4000000,4041.676,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,4500000,396.8172,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-79,5000000,136.46442,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
-80,500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,1000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,1500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,2000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,2500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,3000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,3500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,4000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,4500000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-80,5000000,NaN,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
-81,500000,553.39197,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,1000000,752.4054,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,1500000,7907.3857,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,2000000,5777.332,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,2500000,4663.672,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,3000000,2294.4727,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,3500000,104.868576,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,4000000,7183.719,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,4500000,6504.1396,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
-81,5000000,3379.5776,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,2
+77,500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,1000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,1500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,2000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,2500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,3000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,3500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,4000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,4500000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+77,5000000,,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,2
+78,500000,215.52975,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,1000000,215.3804,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,1500000,214.77173,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,2000000,215.05307,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,2500000,214.50862,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,3000000,214.83246,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,3500000,214.52939,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,4000000,214.36253,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,4500000,214.70305,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+78,5000000,214.3793,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,2
+79,500000,4563.4355,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,1000000,4251.2827,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,1500000,4459.4727,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,2000000,2793.7197,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,2500000,1851.7075,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,3000000,3607.31,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,3500000,1394.6746,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,4000000,4041.676,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,4500000,396.8172,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+79,5000000,136.46442,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,2
+80,500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,1000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,1500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,2000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,2500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,3000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,3500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,4000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,4500000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+80,5000000,,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,2
+81,500000,553.39197,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,1000000,752.4054,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,1500000,7907.3857,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,2000000,5777.332,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,2500000,4663.672,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,3000000,2294.4727,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,3500000,104.868576,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,4000000,7183.719,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,4500000,6504.1396,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
+81,5000000,3379.5776,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
 82,500000,213.70847,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,1000000,213.25348,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,1500000,213.01883,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
@@ -21309,26 +21309,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,213.69662,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,4500000,213.23784,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,5000000,213.4928,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
-83,500000,427.18695,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,1000000,570.2677,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,1500000,1183.3079,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,2000000,3339.0488,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,2500000,4058.157,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,3000000,4637.3154,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,3500000,4624.9146,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,4000000,4618.372,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,4500000,4461.5,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,5000000,4751.9795,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-84,500000,256.05518,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,1000000,329.888,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,1500000,502.44482,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,2000000,503.0245,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,2500000,427.86823,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,3000000,355.10516,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,3500000,521.32263,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,4000000,437.7553,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,4500000,529.1997,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
-84,5000000,574.2374,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,2
+83,500000,427.18695,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,1000000,570.2677,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,1500000,1183.3079,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,2000000,3339.0488,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,2500000,4058.157,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,3000000,4637.3154,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,3500000,4624.9146,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,4000000,4618.372,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,4500000,4461.5,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+83,5000000,4751.9795,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,2
+84,500000,256.05518,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,1000000,329.888,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,1500000,502.44482,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,2000000,503.0245,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,2500000,427.86823,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,3000000,355.10516,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,3500000,521.32263,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,4000000,437.7553,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,4500000,529.1997,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,5000000,574.2374,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
 85,500000,1284.6069,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,2
 85,1000000,3952.123,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,2
 85,1500000,4405.747,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,2
@@ -21349,46 +21349,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,437.00867,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,2
 86,4500000,418.70343,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,2
 86,5000000,425.02533,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,2
-87,500000,514.53143,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,1000000,485.08765,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,1500000,1610.3265,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,2000000,4937.2305,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,2500000,4750.3594,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,3000000,3926.8926,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,3500000,4427.118,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,4000000,3200.5552,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,4500000,4296.8467,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,5000000,4387.298,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-88,500000,263.04785,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,1000000,258.19305,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,1500000,320.491,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,2000000,455.59064,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,2500000,533.81256,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,3000000,698.79504,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,3500000,849.8271,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,4000000,1472.2393,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,4500000,2344.267,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-88,5000000,3935.2058,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,2
-89,500000,1239.1248,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,1000000,3529.9402,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,1500000,3962.5552,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,2000000,4481.496,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,2500000,4165.135,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,3000000,2997.5593,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,3500000,4801.8364,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,4000000,290.58026,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,4500000,328.09082,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-89,5000000,331.25433,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,2
-90,500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,1000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,1500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,2000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,2500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,3000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,3500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,4000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,4500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
-90,5000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,2
+87,500000,514.53143,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,1000000,485.08765,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,1500000,1610.3265,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,2000000,4937.2305,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,2500000,4750.3594,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,3000000,3926.8926,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,3500000,4427.118,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,4000000,3200.5552,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,4500000,4296.8467,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+87,5000000,4387.298,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,2
+88,500000,263.04785,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,1000000,258.19305,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,1500000,320.491,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,2000000,455.59064,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,2500000,533.81256,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,3000000,698.79504,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,3500000,849.8271,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,4000000,1472.2393,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,4500000,2344.267,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+88,5000000,3935.2058,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,2
+89,500000,1239.1248,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,1000000,3529.9402,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,1500000,3962.5552,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,2000000,4481.496,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,2500000,4165.135,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,3000000,2997.5593,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,3500000,4801.8364,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,4000000,290.58026,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,4500000,328.09082,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+89,5000000,331.25433,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,2
+90,500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,1000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,1500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,2000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,2500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,3000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,3500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,4000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,4500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
+90,5000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,2
 91,500000,306.26636,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,1000000,186.14459,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,1500000,210.6247,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
@@ -21399,26 +21399,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,505.42926,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,4500000,497.20532,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,5000000,540.51306,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
-92,500000,551.43335,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,1000000,1791.8647,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,1500000,2148.9487,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,2000000,2109.437,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,2500000,5228.137,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,3000000,2787.2295,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,3500000,729.533,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,4000000,2600.2104,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,4500000,2724.2798,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-92,5000000,895.76025,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,2
-93,500000,493.89355,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,1000000,1632.5465,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,1500000,4285.309,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,2000000,4328.0107,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,2500000,4711.89,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,3000000,1575.0054,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,3500000,4604.7334,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,4000000,4503.6406,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,4500000,4539.45,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
-93,5000000,4421.8174,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,2
+92,500000,551.43335,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,1000000,1791.8647,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,1500000,2148.9487,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,2000000,2109.437,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,2500000,5228.137,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,3000000,2787.2295,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,3500000,729.533,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,4000000,2600.2104,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,4500000,2724.2798,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+92,5000000,895.76025,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,2
+93,500000,493.89355,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,1000000,1632.5465,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,1500000,4285.309,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,2000000,4328.0107,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,2500000,4711.89,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,3000000,1575.0054,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,3500000,4604.7334,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,4000000,4503.6406,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,4500000,4539.45,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
+93,5000000,4421.8174,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,2
 94,500000,435.0047,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,1000000,3324.8462,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,1500000,4006.0684,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
@@ -21429,76 +21429,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4429.4043,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,4500000,4359.0283,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,5000000,4529.242,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
-95,500000,3118.1587,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,1000000,4976.0654,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,1500000,5387.3535,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,2000000,4440.327,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,2500000,5292.7686,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,3000000,3771.6868,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,3500000,5282.9355,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,4000000,5299.7344,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,4500000,5435.7725,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-95,5000000,5530.7275,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,2
-96,500000,2484.936,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,1000000,4849.8467,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,1500000,5019.409,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,2000000,5345.216,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,2500000,5208.2373,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,3000000,4891.0737,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,3500000,5337.24,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,4000000,5361.08,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,4500000,5037.8066,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-96,5000000,5849.0293,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,2
-97,500000,170.69485,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,1000000,264.78738,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,1500000,330.3049,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,2000000,365.7,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,2500000,330.35278,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,3000000,494.88477,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,3500000,536.23193,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,4000000,553.7968,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,4500000,635.158,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-97,5000000,770.5719,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,2
-98,500000,700.15063,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,1000000,1826.1182,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,1500000,4964.712,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,2000000,5677.5576,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,2500000,1042.2761,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,3000000,6051.1577,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,3500000,6265.083,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,4000000,5866.341,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,4500000,6025.5205,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-98,5000000,5589.9453,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,2
-99,500000,733.71497,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,1000000,1013.17615,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,1500000,1863.8535,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,2000000,1196.3967,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,2500000,1743.4617,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,3000000,3335.512,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,3500000,1247.4473,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,4000000,3179.579,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,4500000,1305.1608,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-99,5000000,3035.3281,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,2
-100,500000,209.99258,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,1000000,325.96887,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,1500000,374.61728,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,2000000,258.13702,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,2500000,269.05722,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,3000000,412.0576,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,3500000,517.10925,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,4000000,437.11447,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,4500000,351.68497,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-100,5000000,563.6561,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,2
-101,500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,1000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,1500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,2000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,2500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,3000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,3500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,4000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,4500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
-101,5000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+95,500000,3118.1587,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,1000000,4976.0654,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,1500000,5387.3535,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,2000000,4440.327,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,2500000,5292.7686,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,3000000,3771.6868,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,3500000,5282.9355,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,4000000,5299.7344,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,4500000,5435.7725,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+95,5000000,5530.7275,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,2
+96,500000,2484.936,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,1000000,4849.8467,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,1500000,5019.409,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,2000000,5345.216,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,2500000,5208.2373,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,3000000,4891.0737,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,3500000,5337.24,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,4000000,5361.08,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,4500000,5037.8066,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+96,5000000,5849.0293,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,2
+97,500000,170.69485,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,1000000,264.78738,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,1500000,330.3049,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,2000000,365.7,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,2500000,330.35278,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,3000000,494.88477,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,3500000,536.23193,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,4000000,553.7968,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,4500000,635.158,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+97,5000000,770.5719,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,2
+98,500000,700.15063,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,1000000,1826.1182,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,1500000,4964.712,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,2000000,5677.5576,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,2500000,1042.2761,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,3000000,6051.1577,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,3500000,6265.083,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,4000000,5866.341,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,4500000,6025.5205,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+98,5000000,5589.9453,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,2
+99,500000,733.71497,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,1000000,1013.17615,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,1500000,1863.8535,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,2000000,1196.3967,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,2500000,1743.4617,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,3000000,3335.512,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,3500000,1247.4473,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,4000000,3179.579,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,4500000,1305.1608,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+99,5000000,3035.3281,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,2
+100,500000,209.99258,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,1000000,325.96887,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,1500000,374.61728,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,2000000,258.13702,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,2500000,269.05722,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,3000000,412.0576,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,3500000,517.10925,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,4000000,437.11447,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,4500000,351.68497,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+100,5000000,563.6561,512,False,532563,0.01382716,16141,3.6880202,False,,,,,2
+101,500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,1000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,1500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,2000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,2500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,3000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,3500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,4000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,4500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
+101,5000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
 102,500000,206.93552,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
 102,1000000,207.15121,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
 102,1500000,207.34926,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
@@ -21509,16 +21509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,207.91849,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
 102,4500000,207.71024,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
 102,5000000,207.99985,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
-103,500000,211.33276,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,1000000,211.37656,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,1500000,210.86295,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,2000000,211.13268,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,2500000,211.1815,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,3000000,211.18369,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,3500000,211.43806,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,4000000,211.22159,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,4500000,210.97626,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
-103,5000000,211.00954,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,2
+103,500000,211.33276,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,1000000,211.37656,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,1500000,210.86295,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,2000000,211.13268,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,2500000,211.1815,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,3000000,211.18369,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,3500000,211.43806,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,4000000,211.22159,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,4500000,210.97626,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
+103,5000000,211.00954,512,False,562455,0.05484151,11937,0.45635448,False,,,,,2
 104,500000,699.77155,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,2
 104,1000000,3350.8066,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,2
 104,1500000,3349.4512,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,2
@@ -21549,26 +21549,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,211.33919,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,2
 106,4500000,211.41669,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,2
 106,5000000,211.16177,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,2
-107,500000,2621.3994,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,1000000,3211.8926,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,1500000,393.2415,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,2000000,867.4103,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,2500000,3741.2627,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,3000000,3338.9517,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,3500000,3479.0396,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,4000000,861.43604,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,4500000,4268.9736,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-107,5000000,2635.8735,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,2
-108,500000,208.69675,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,1000000,208.97343,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,1500000,209.08536,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,2000000,209.69604,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,2500000,209.00888,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,3000000,209.34923,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,3500000,209.49986,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,4000000,208.86555,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,4500000,209.31027,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
-108,5000000,209.2506,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,2
+107,500000,2621.3994,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,1000000,3211.8926,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,1500000,393.2415,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,2000000,867.4103,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,2500000,3741.2627,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,3000000,3338.9517,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,3500000,3479.0396,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,4000000,861.43604,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,4500000,4268.9736,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+107,5000000,2635.8735,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,2
+108,500000,208.69675,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,1000000,208.97343,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,1500000,209.08536,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,2000000,209.69604,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,2500000,209.00888,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,3000000,209.34923,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,3500000,209.49986,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,4000000,208.86555,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,4500000,209.31027,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
+108,5000000,209.2506,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,2
 109,500000,216.04535,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,1000000,215.75734,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,1500000,227.24298,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
@@ -21579,26 +21579,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,144.46567,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,4500000,143.80527,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,5000000,143.93933,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
-110,500000,244.73361,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,1000000,272.55017,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,1500000,354.8681,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,2000000,385.94852,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,2500000,265.9516,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,3000000,350.46405,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,3500000,482.19373,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,4000000,410.9953,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,4500000,451.36044,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-110,5000000,487.46277,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,2
-111,500000,209.06883,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,1000000,209.1323,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,1500000,208.82504,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,2000000,208.76913,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,2500000,209.02298,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,3000000,209.12901,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,3500000,208.9602,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,4000000,208.9044,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,4500000,208.74364,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
-111,5000000,208.94354,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,2
+110,500000,244.73361,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,1000000,272.55017,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,1500000,354.8681,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,2000000,385.94852,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,2500000,265.9516,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,3000000,350.46405,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,3500000,482.19373,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,4000000,410.9953,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,4500000,451.36044,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+110,5000000,487.46277,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,2
+111,500000,209.06883,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,1000000,209.1323,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,1500000,208.82504,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,2000000,208.76913,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,2500000,209.02298,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,3000000,209.12901,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,3500000,208.9602,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,4000000,208.9044,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,4500000,208.74364,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
+111,5000000,208.94354,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
 112,500000,2800.9585,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,1000000,3635.8481,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,1500000,4388.26,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
@@ -21609,16 +21609,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,3396.3906,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,4500000,4408.5186,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,5000000,3162.7979,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
-113,500000,485.20007,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,1000000,640.4599,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,1500000,4670.455,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,2000000,4345.009,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,2500000,2859.364,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,3000000,4865.9756,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,3500000,4756.341,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,4000000,4999.358,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,4500000,1630.5464,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,5000000,899.94165,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
+113,500000,485.20007,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,1000000,640.4599,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,1500000,4670.455,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,2000000,4345.009,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,2500000,2859.364,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,3000000,4865.9756,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,3500000,4756.341,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,4000000,4999.358,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,4500000,1630.5464,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
+113,5000000,899.94165,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
 114,500000,624.44476,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,1000000,4464.1416,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,1500000,926.8303,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
@@ -21629,16 +21629,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,178.14293,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,4500000,96.363785,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,5000000,69.9171,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
-115,500000,226.5157,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,1000000,250.32422,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,1500000,314.90018,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,2000000,226.06866,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,2500000,160.969,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,3000000,171.42648,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,3500000,114.14332,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,4000000,290.75552,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,4500000,215.22891,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
-115,5000000,251.09357,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,2
+115,500000,226.5157,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,1000000,250.32422,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,1500000,314.90018,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,2000000,226.06866,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,2500000,160.969,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,3000000,171.42648,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,3500000,114.14332,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,4000000,290.75552,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,4500000,215.22891,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
+115,5000000,251.09357,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
 116,500000,1992.4409,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,2
 116,1000000,4448.144,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,2
 116,1500000,3277.4355,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,2
@@ -21659,76 +21659,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4294.1167,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,2
 117,4500000,4161.0596,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,2
 117,5000000,4300.681,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,2
-118,500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,1000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,1500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,2000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,2500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,3000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,3500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,4000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,4500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-118,5000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,2
-119,500000,499.4512,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,1000000,1671.0642,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,1500000,3050.588,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,2000000,3643.1213,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,2500000,4693.568,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,3000000,4948.838,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,3500000,6516.436,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,4000000,6724.1567,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,4500000,7710.2607,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-119,5000000,8126.522,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,2
-120,500000,436.52386,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,1000000,846.07605,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,1500000,3846.8381,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,2000000,5463.7373,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,2500000,5194.077,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,3000000,5291.015,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,3500000,5536.802,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,4000000,6237.171,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,4500000,5233.593,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-120,5000000,4195.588,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,2
-121,500000,477.61664,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,1000000,5817.045,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,1500000,4781.6426,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,2000000,4921.803,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,2500000,5144.0083,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,3000000,2691.5535,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,3500000,704.77844,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,4000000,5875.374,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,4500000,883.5576,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-121,5000000,5564.945,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,2
-122,500000,1237.8203,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,1000000,2939.8206,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,1500000,1508.7266,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,2000000,1789.8423,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,2500000,1127.9465,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,3000000,2933.6963,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,3500000,4110.0327,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,4000000,3630.8428,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,4500000,4256.9565,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-122,5000000,2509.573,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,2
-123,500000,239.84492,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,1000000,387.56598,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,1500000,360.96,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,2000000,392.29297,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,2500000,473.44086,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,3000000,634.17596,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,3500000,709.8412,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,4000000,854.5778,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,4500000,1142.0806,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-123,5000000,2220.255,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,2
-124,500000,217.98502,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,1000000,485.23807,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,1500000,824.6549,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,2000000,1904.1067,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,2500000,4487.579,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,3000000,4713.4805,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,3500000,4287.4214,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,4000000,5074.9546,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,4500000,5089.587,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
-124,5000000,5228.2236,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,2
+118,500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,1000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,1500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,2000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,2500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,3000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,3500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,4000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,4500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+118,5000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,2
+119,500000,499.4512,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,1000000,1671.0642,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,1500000,3050.588,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,2000000,3643.1213,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,2500000,4693.568,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,3000000,4948.838,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,3500000,6516.436,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,4000000,6724.1567,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,4500000,7710.2607,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+119,5000000,8126.522,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,2
+120,500000,436.52386,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,1000000,846.07605,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,1500000,3846.8381,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,2000000,5463.7373,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,2500000,5194.077,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,3000000,5291.015,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,3500000,5536.802,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,4000000,6237.171,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,4500000,5233.593,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+120,5000000,4195.588,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,2
+121,500000,477.61664,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,1000000,5817.045,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,1500000,4781.6426,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,2000000,4921.803,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,2500000,5144.0083,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,3000000,2691.5535,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,3500000,704.77844,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,4000000,5875.374,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,4500000,883.5576,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+121,5000000,5564.945,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,2
+122,500000,1237.8203,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,1000000,2939.8206,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,1500000,1508.7266,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,2000000,1789.8423,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,2500000,1127.9465,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,3000000,2933.6963,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,3500000,4110.0327,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,4000000,3630.8428,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,4500000,4256.9565,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+122,5000000,2509.573,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,2
+123,500000,239.84492,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,1000000,387.56598,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,1500000,360.96,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,2000000,392.29297,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,2500000,473.44086,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,3000000,634.17596,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,3500000,709.8412,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,4000000,854.5778,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,4500000,1142.0806,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+123,5000000,2220.255,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,2
+124,500000,217.98502,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,1000000,485.23807,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,1500000,824.6549,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,2000000,1904.1067,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,2500000,4487.579,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,3000000,4713.4805,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,3500000,4287.4214,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,4000000,5074.9546,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,4500000,5089.587,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
+124,5000000,5228.2236,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,2
 125,500000,360.82895,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
 125,1000000,482.29218,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
 125,1500000,500.86484,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
@@ -21741,34 +21741,34 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 125,5000000,3448.355,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
 126,500000,140.19418,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
 126,1000000,275.77924,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,1500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,2000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,2500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,3000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,3500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,4000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,4500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-126,5000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
-127,500000,446.76865,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,1000000,3775.168,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,1500000,4544.0557,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,2000000,4141.25,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,2500000,4635.75,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,3000000,4626.8364,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,3500000,4587.6387,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,4000000,4323.707,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,4500000,4707.072,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-127,5000000,4889.4927,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,2
-128,500000,941.3041,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,1000000,4892.12,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,1500000,539.3285,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,2000000,5055.28,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,2500000,881.8136,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,3000000,2757.7124,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,3500000,707.7168,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,4000000,3804.6658,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,4500000,151.93585,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
-128,5000000,4683.5093,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,2
+126,1500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,2000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,2500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,3000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,3500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,4000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,4500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+126,5000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
+127,500000,446.76865,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,1000000,3775.168,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,1500000,4544.0557,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,2000000,4141.25,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,2500000,4635.75,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,3000000,4626.8364,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,3500000,4587.6387,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,4000000,4323.707,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,4500000,4707.072,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+127,5000000,4889.4927,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,2
+128,500000,941.3041,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,1000000,4892.12,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,1500000,539.3285,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,2000000,5055.28,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,2500000,881.8136,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,3000000,2757.7124,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,3500000,707.7168,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,4000000,3804.6658,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,4500000,151.93585,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
+128,5000000,4683.5093,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,2
 129,500000,458.58218,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,2
 129,1000000,476.41785,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,2
 129,1500000,554.1925,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,2
@@ -21789,36 +21789,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,4404.4253,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,2
 130,4500000,4365.839,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,2
 130,5000000,3167.479,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,2
-131,500000,304.12857,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,1000000,339.79095,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,1500000,563.90625,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,2000000,854.1919,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,2500000,1847.0671,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,3000000,3738.9705,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,3500000,4398.4336,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,4000000,4882.918,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,4500000,4868.709,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-131,5000000,4964.0044,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,2
-132,500000,551.6931,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,1000000,2098.9685,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,1500000,2708.6848,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,2000000,2096.915,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,2500000,5360.823,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,3000000,1461.2361,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,3500000,753.3976,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,4000000,424.75836,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,4500000,4077.6116,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-132,5000000,1117.2983,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,2
-133,500000,515.0696,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,1000000,1252.4564,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,1500000,4453.9746,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,2000000,5353.864,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,2500000,5511.2783,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,3000000,5074.4272,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,3500000,5741.631,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,4000000,5377.7686,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,4500000,5770.007,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
-133,5000000,5782.257,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,2
+131,500000,304.12857,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,1000000,339.79095,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,1500000,563.90625,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,2000000,854.1919,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,2500000,1847.0671,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,3000000,3738.9705,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,3500000,4398.4336,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,4000000,4882.918,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,4500000,4868.709,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+131,5000000,4964.0044,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,2
+132,500000,551.6931,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,1000000,2098.9685,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,1500000,2708.6848,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,2000000,2096.915,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,2500000,5360.823,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,3000000,1461.2361,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,3500000,753.3976,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,4000000,424.75836,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,4500000,4077.6116,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+132,5000000,1117.2983,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,2
+133,500000,515.0696,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,1000000,1252.4564,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,1500000,4453.9746,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,2000000,5353.864,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,2500000,5511.2783,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,3000000,5074.4272,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,3500000,5741.631,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,4000000,5377.7686,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,4500000,5770.007,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
+133,5000000,5782.257,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,2
 134,500000,247.83318,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,1000000,234.55824,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,1500000,434.07922,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
@@ -21829,16 +21829,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,782.5719,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,4500000,915.63184,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,5000000,1823.6442,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
-135,500000,575.11633,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,1000000,4108.3076,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,1500000,5400.3174,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,2000000,5345.629,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,2500000,5403.908,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,3000000,5403.38,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,3500000,5883.537,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,4000000,5490.415,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,4500000,5424.5864,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
-135,5000000,5828.577,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,2
+135,500000,575.11633,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,1000000,4108.3076,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,1500000,5400.3174,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,2000000,5345.629,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,2500000,5403.908,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,3000000,5403.38,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,3500000,5883.537,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,4000000,5490.415,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,4500000,5424.5864,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
+135,5000000,5828.577,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,2
 136,500000,406.39948,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,1000000,582.2716,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,1500000,1263.52,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
@@ -21849,86 +21849,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,4172.876,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,4500000,5292.4814,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,5000000,5163.401,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
-137,500000,226.15309,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,1000000,311.99783,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,1500000,263.77853,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,2000000,359.05194,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,2500000,394.50873,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,3000000,410.20737,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,3500000,455.7016,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,4000000,368.19522,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,4500000,488.1784,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-137,5000000,716.91595,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,2
-138,500000,182.11292,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,1000000,244.12923,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,1500000,284.04172,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,2000000,262.8883,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,2500000,274.2801,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,3000000,328.45474,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,3500000,284.1302,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,4000000,265.45328,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,4500000,280.0111,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-138,5000000,204.32246,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,2
-139,500000,210.63481,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,1000000,210.42953,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,1500000,210.74072,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,2000000,210.50114,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,2500000,210.43468,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,3000000,210.97269,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,3500000,210.28958,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,4000000,209.94363,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,4500000,210.60022,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-139,5000000,210.64165,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,2
-140,500000,294.20996,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,1000000,622.7335,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,1500000,2098.1738,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,2000000,4787.1797,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,2500000,4870.4307,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,3000000,4578.4385,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,3500000,4464.248,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,4000000,4249.6533,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,4500000,4206.9136,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-140,5000000,4250.718,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,2
-141,500000,259.91507,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,1000000,271.6497,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,1500000,551.3855,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,2000000,511.67438,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,2500000,1480.1274,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,3000000,5175.449,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,3500000,5121.993,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,4000000,5164.9775,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,4500000,5186.776,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-141,5000000,5186.8306,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,2
-142,500000,675.0399,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,1000000,3347.6553,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,1500000,4658.8438,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,2000000,4409.4385,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,2500000,4626.564,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,3000000,4435.9453,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,3500000,4737.3223,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,4000000,4644.657,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,4500000,4563.9653,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-142,5000000,4585.215,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,2
-143,500000,305.38184,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,1000000,644.73737,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,1500000,4131.618,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,2000000,4348.7207,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,2500000,4610.765,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,3000000,4409.5527,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,3500000,3973.3186,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,4000000,4495.207,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,4500000,4649.207,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-143,5000000,4072.7126,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,2
-144,500000,282.05542,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,1000000,322.821,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,1500000,320.13837,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,2000000,351.57672,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,2500000,453.338,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,3000000,418.54126,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,3500000,391.0334,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,4000000,520.6509,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,4500000,680.3517,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
-144,5000000,780.4811,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,2
+137,500000,226.15309,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,1000000,311.99783,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,1500000,263.77853,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,2000000,359.05194,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,2500000,394.50873,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,3000000,410.20737,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,3500000,455.7016,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,4000000,368.19522,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,4500000,488.1784,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+137,5000000,716.91595,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,2
+138,500000,182.11292,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,1000000,244.12923,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,1500000,284.04172,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,2000000,262.8883,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,2500000,274.2801,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,3000000,328.45474,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,3500000,284.1302,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,4000000,265.45328,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,4500000,280.0111,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+138,5000000,204.32246,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,2
+139,500000,210.63481,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,1000000,210.42953,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,1500000,210.74072,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,2000000,210.50114,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,2500000,210.43468,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,3000000,210.97269,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,3500000,210.28958,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,4000000,209.94363,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,4500000,210.60022,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+139,5000000,210.64165,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,2
+140,500000,294.20996,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,1000000,622.7335,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,1500000,2098.1738,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,2000000,4787.1797,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,2500000,4870.4307,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,3000000,4578.4385,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,3500000,4464.248,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,4000000,4249.6533,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,4500000,4206.9136,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+140,5000000,4250.718,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,2
+141,500000,259.91507,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,1000000,271.6497,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,1500000,551.3855,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,2000000,511.67438,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,2500000,1480.1274,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,3000000,5175.449,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,3500000,5121.993,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,4000000,5164.9775,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,4500000,5186.776,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+141,5000000,5186.8306,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,2
+142,500000,675.0399,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,1000000,3347.6553,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,1500000,4658.8438,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,2000000,4409.4385,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,2500000,4626.564,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,3000000,4435.9453,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,3500000,4737.3223,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,4000000,4644.657,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,4500000,4563.9653,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+142,5000000,4585.215,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,2
+143,500000,305.38184,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,1000000,644.73737,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,1500000,4131.618,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,2000000,4348.7207,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,2500000,4610.765,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,3000000,4409.5527,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,3500000,3973.3186,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,4000000,4495.207,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,4500000,4649.207,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+143,5000000,4072.7126,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,2
+144,500000,282.05542,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,1000000,322.821,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,1500000,320.13837,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,2000000,351.57672,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,2500000,453.338,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,3000000,418.54126,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,3500000,391.0334,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,4000000,520.6509,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,4500000,680.3517,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
+144,5000000,780.4811,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,2
 145,500000,208.75659,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,2
 145,1000000,209.00119,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,2
 145,1500000,208.46796,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,2
@@ -21949,56 +21949,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,411.84088,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,2
 146,4500000,428.43604,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,2
 146,5000000,429.43536,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,2
-147,500000,341.89545,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,1000000,388.9599,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,1500000,1288.201,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,2000000,4375.6616,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,2500000,4441.832,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,3000000,4373.002,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,3500000,4556.5547,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,4000000,4480.9,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,4500000,4412.712,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-147,5000000,4411.5615,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,2
-148,500000,391.6885,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,1000000,280.0385,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,1500000,240.8182,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,2000000,362.3233,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,2500000,388.2199,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,3000000,414.83795,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,3500000,373.34402,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,4000000,328.04147,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,4500000,289.80014,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-148,5000000,327.21545,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,2
-149,500000,474.62354,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,1000000,1617.5045,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,1500000,5013.4023,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,2000000,3190.3665,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,2500000,4636.3965,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,3000000,4052.8994,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,3500000,5419.179,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,4000000,4482.4033,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,4500000,2741.251,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-149,5000000,3038.0605,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,2
-150,500000,573.72375,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,1000000,3145.4907,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,1500000,5686.3984,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,2000000,1144.0175,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,2500000,4612.233,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,3000000,6121.742,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,3500000,3953.6033,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,4000000,6309.2925,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,4500000,1696.7549,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-150,5000000,1957.7622,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,2
-151,500000,557.6996,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,1000000,5215.4336,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,1500000,4927.395,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,2000000,3904.0024,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,2500000,5683.835,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,3000000,6032.694,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,3500000,4985.498,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,4000000,6918.859,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,4500000,834.6166,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
-151,5000000,6865.058,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,2
+147,500000,341.89545,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,1000000,388.9599,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,1500000,1288.201,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,2000000,4375.6616,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,2500000,4441.832,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,3000000,4373.002,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,3500000,4556.5547,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,4000000,4480.9,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,4500000,4412.712,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+147,5000000,4411.5615,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,2
+148,500000,391.6885,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,1000000,280.0385,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,1500000,240.8182,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,2000000,362.3233,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,2500000,388.2199,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,3000000,414.83795,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,3500000,373.34402,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,4000000,328.04147,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,4500000,289.80014,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+148,5000000,327.21545,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,2
+149,500000,474.62354,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,1000000,1617.5045,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,1500000,5013.4023,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,2000000,3190.3665,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,2500000,4636.3965,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,3000000,4052.8994,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,3500000,5419.179,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,4000000,4482.4033,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,4500000,2741.251,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+149,5000000,3038.0605,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,2
+150,500000,573.72375,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,1000000,3145.4907,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,1500000,5686.3984,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,2000000,1144.0175,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,2500000,4612.233,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,3000000,6121.742,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,3500000,3953.6033,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,4000000,6309.2925,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,4500000,1696.7549,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+150,5000000,1957.7622,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,2
+151,500000,557.6996,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,1000000,5215.4336,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,1500000,4927.395,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,2000000,3904.0024,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,2500000,5683.835,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,3000000,6032.694,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,3500000,4985.498,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,4000000,6918.859,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,4500000,834.6166,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
+151,5000000,6865.058,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,2
 152,500000,185.87314,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,1000000,51.603466,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,1500000,192.79675,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
@@ -22009,26 +22009,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,286.99756,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,4500000,220.80054,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,5000000,197.23938,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
-153,500000,447.6374,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,1000000,306.30286,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,1500000,482.64307,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,2000000,497.3385,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,2500000,691.07263,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,3000000,1694.543,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,3500000,2379.1082,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,4000000,2723.7986,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,4500000,3108.647,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-153,5000000,3694.8596,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,2
-154,500000,643.7682,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,1000000,1165.0057,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,1500000,2381.4907,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,2000000,2519.2114,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,2500000,6084.8613,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,3000000,5103.9097,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,3500000,2341.1367,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,4000000,3211.463,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,4500000,7170.912,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
-154,5000000,5976.856,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,2
+153,500000,447.6374,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,1000000,306.30286,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,1500000,482.64307,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,2000000,497.3385,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,2500000,691.07263,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,3000000,1694.543,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,3500000,2379.1082,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,4000000,2723.7986,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,4500000,3108.647,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+153,5000000,3694.8596,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,2
+154,500000,643.7682,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,1000000,1165.0057,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,1500000,2381.4907,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,2000000,2519.2114,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,2500000,6084.8613,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,3000000,5103.9097,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,3500000,2341.1367,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,4000000,3211.463,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,4500000,7170.912,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
+154,5000000,5976.856,512,False,220051,0.00067488,6885,2.8638346,False,,,,,2
 155,500000,470.87164,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,1000000,3575.9695,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,1500000,4382.6377,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
@@ -22039,16 +22039,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,165.22702,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,4500000,151.17839,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,5000000,175.94533,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
-156,500000,368.6496,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,1000000,443.60843,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,1500000,437.78784,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,2000000,462.3787,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,2500000,391.7513,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,3000000,375.09503,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,3500000,410.7802,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,4000000,442.0251,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,4500000,422.71576,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
-156,5000000,393.56677,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,2
+156,500000,368.6496,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,1000000,443.60843,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,1500000,437.78784,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,2000000,462.3787,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,2500000,391.7513,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,3000000,375.09503,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,3500000,410.7802,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,4000000,442.0251,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,4500000,422.71576,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
+156,5000000,393.56677,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,2
 157,500000,236.71169,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,1000000,266.0969,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,1500000,463.32242,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
@@ -22059,36 +22059,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,1761.0669,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,4500000,4385.9297,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,5000000,4566.0127,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
-158,500000,233.16643,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,1000000,314.94672,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,1500000,532.547,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,2000000,383.0536,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,2500000,446.00916,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,3000000,529.3634,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,3500000,442.2525,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,4000000,407.48868,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,4500000,447.37073,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-158,5000000,421.1176,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,2
-159,500000,834.84766,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,1000000,1264.4575,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,1500000,2158.3452,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,2000000,1434.8644,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,2500000,2581.903,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,3000000,4022.3757,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,3500000,3899.7969,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,4000000,2285.162,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,4500000,2910.2158,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-159,5000000,3642.5605,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,2
-160,500000,835.196,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,1000000,4915.814,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,1500000,5287.258,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,2000000,4297.6055,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,2500000,5087.1733,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,3000000,7399.867,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,3500000,5189.799,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,4000000,4613.613,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,4500000,5425.04,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
-160,5000000,5518.6724,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,2
+158,500000,233.16643,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,1000000,314.94672,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,1500000,532.547,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,2000000,383.0536,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,2500000,446.00916,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,3000000,529.3634,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,3500000,442.2525,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,4000000,407.48868,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,4500000,447.37073,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+158,5000000,421.1176,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,2
+159,500000,834.84766,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,1000000,1264.4575,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,1500000,2158.3452,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,2000000,1434.8644,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,2500000,2581.903,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,3000000,4022.3757,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,3500000,3899.7969,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,4000000,2285.162,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,4500000,2910.2158,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+159,5000000,3642.5605,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,2
+160,500000,835.196,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,1000000,4915.814,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,1500000,5287.258,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,2000000,4297.6055,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,2500000,5087.1733,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,3000000,7399.867,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,3500000,5189.799,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,4000000,4613.613,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,4500000,5425.04,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
+160,5000000,5518.6724,512,False,331945,0.00213698,1379,8.86720294,False,,,,,2
 161,500000,341.60654,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,1000000,448.61542,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,1500000,551.44604,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
@@ -22099,36 +22099,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4481.3794,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,4500000,4476.9316,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,5000000,4463.162,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
-162,500000,394.43478,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,1000000,413.12054,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,1500000,917.4287,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,2000000,3196.8818,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,2500000,4658.7646,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,3000000,4376.286,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,3500000,4458.471,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,4000000,4705.4644,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,4500000,4602.0923,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-162,5000000,4778.033,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,2
-163,500000,1030.6857,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,1000000,4691.119,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,1500000,4993.672,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,2000000,4459.941,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,2500000,3957.9045,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,3000000,3875.2993,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,3500000,1115.2379,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,4000000,4797.3525,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,4500000,4585.503,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-163,5000000,4348.499,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,2
-164,500000,111.442856,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,1000000,66.81281,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,1500000,287.44327,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,2000000,217.0391,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,2500000,274.27277,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,3000000,288.52026,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,3500000,342.93878,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,4000000,231.45863,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,4500000,358.6366,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
-164,5000000,279.22284,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,2
+162,500000,394.43478,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,1000000,413.12054,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,1500000,917.4287,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,2000000,3196.8818,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,2500000,4658.7646,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,3000000,4376.286,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,3500000,4458.471,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,4000000,4705.4644,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,4500000,4602.0923,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+162,5000000,4778.033,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,2
+163,500000,1030.6857,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,1000000,4691.119,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,1500000,4993.672,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,2000000,4459.941,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,2500000,3957.9045,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,3000000,3875.2993,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,3500000,1115.2379,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,4000000,4797.3525,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,4500000,4585.503,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+163,5000000,4348.499,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,2
+164,500000,111.442856,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,1000000,66.81281,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,1500000,287.44327,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,2000000,217.0391,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,2500000,274.27277,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,3000000,288.52026,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,3500000,342.93878,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,4000000,231.45863,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,4500000,358.6366,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
+164,5000000,279.22284,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,2
 165,500000,621.7029,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,1000000,795.87256,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,1500000,656.6252,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
@@ -22139,86 +22139,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,623.77637,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,4500000,368.7174,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,5000000,3503.1423,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
-166,500000,4020.9368,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,1000000,2069.29,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,1500000,1624.1526,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,2000000,3553.5854,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,2500000,4327.9062,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,3000000,3451.3687,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,3500000,909.0775,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,4000000,4317.819,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,4500000,1545.354,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-166,5000000,1654.0087,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,2
-167,500000,2945.6445,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,1000000,3751.1929,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,1500000,3972.88,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,2000000,90.1952,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,2500000,177.063,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,3000000,104.71269,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,3500000,70.8415,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,4000000,68.48311,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,4500000,65.38585,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-167,5000000,61.432037,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,2
-168,500000,444.0705,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,1000000,1165.8135,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,1500000,4128.8174,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,2000000,4727.4395,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,2500000,3864.2573,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,3000000,4741.076,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,3500000,4382.1685,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,4000000,4678.405,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,4500000,4776.213,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-168,5000000,2449.1565,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,2
-169,500000,4461.875,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,1000000,3749.6086,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,1500000,4127.663,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,2000000,2945.6567,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,2500000,3383.6099,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,3000000,2123.475,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,3500000,1009.26697,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,4000000,3166.6025,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,4500000,4702.163,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-169,5000000,926.9181,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,2
-170,500000,417.57996,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,1000000,415.47095,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,1500000,3057.333,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,2000000,4553.0977,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,2500000,3516.2437,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,3000000,4421.505,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,3500000,4325.538,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,4000000,4378.8037,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,4500000,4439.037,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-170,5000000,4532.918,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,2
-171,500000,214.14429,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,1000000,213.8347,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,1500000,214.26372,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,2000000,213.9666,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,2500000,214.2464,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,3000000,213.95094,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,3500000,214.31349,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,4000000,214.28174,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,4500000,213.81313,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-171,5000000,214.3025,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,2
-172,500000,1210.5884,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,1000000,2300.439,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,1500000,2513.3389,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,2000000,3810.8247,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,2500000,2937.5698,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,3000000,5496.213,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,3500000,754.7163,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,4000000,1539.0288,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,4500000,711.4235,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-172,5000000,939.8789,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,2
-173,500000,211.51343,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,1000000,211.87057,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,1500000,211.26907,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,2000000,211.29825,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,2500000,211.38354,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,3000000,211.109,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,3500000,211.25703,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,4000000,210.99316,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,4500000,211.86385,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
-173,5000000,211.45697,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,2
+166,500000,4020.9368,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,1000000,2069.29,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,1500000,1624.1526,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,2000000,3553.5854,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,2500000,4327.9062,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,3000000,3451.3687,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,3500000,909.0775,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,4000000,4317.819,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,4500000,1545.354,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+166,5000000,1654.0087,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,2
+167,500000,2945.6445,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,1000000,3751.1929,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,1500000,3972.88,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,2000000,90.1952,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,2500000,177.063,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,3000000,104.71269,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,3500000,70.8415,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,4000000,68.48311,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,4500000,65.38585,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+167,5000000,61.432037,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,2
+168,500000,444.0705,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,1000000,1165.8135,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,1500000,4128.8174,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,2000000,4727.4395,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,2500000,3864.2573,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,3000000,4741.076,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,3500000,4382.1685,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,4000000,4678.405,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,4500000,4776.213,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+168,5000000,2449.1565,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,2
+169,500000,4461.875,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,1000000,3749.6086,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,1500000,4127.663,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,2000000,2945.6567,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,2500000,3383.6099,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,3000000,2123.475,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,3500000,1009.26697,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,4000000,3166.6025,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,4500000,4702.163,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+169,5000000,926.9181,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,2
+170,500000,417.57996,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,1000000,415.47095,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,1500000,3057.333,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,2000000,4553.0977,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,2500000,3516.2437,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,3000000,4421.505,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,3500000,4325.538,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,4000000,4378.8037,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,4500000,4439.037,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+170,5000000,4532.918,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,2
+171,500000,214.14429,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,1000000,213.8347,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,1500000,214.26372,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,2000000,213.9666,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,2500000,214.2464,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,3000000,213.95094,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,3500000,214.31349,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,4000000,214.28174,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,4500000,213.81313,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+171,5000000,214.3025,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,2
+172,500000,1210.5884,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,1000000,2300.439,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,1500000,2513.3389,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,2000000,3810.8247,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,2500000,2937.5698,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,3000000,5496.213,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,3500000,754.7163,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,4000000,1539.0288,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,4500000,711.4235,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+172,5000000,939.8789,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,2
+173,500000,211.51343,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,1000000,211.87057,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,1500000,211.26907,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,2000000,211.29825,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,2500000,211.38354,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,3000000,211.109,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,3500000,211.25703,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,4000000,210.99316,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,4500000,211.86385,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
+173,5000000,211.45697,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,2
 174,500000,2848.2095,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,2
 174,1000000,1996.8477,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,2
 174,1500000,3083.4482,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,2
@@ -22249,46 +22249,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,325.7084,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,2
 176,4500000,462.48914,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,2
 176,5000000,393.459,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,2
-177,500000,490.94727,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,1000000,4078.8242,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,1500000,7039.6357,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,2000000,1291.7944,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,2500000,5452.451,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,3000000,3591.3052,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,3500000,4327.923,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,4000000,6337.581,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,4500000,5554.472,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-177,5000000,6232.3975,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,2
-178,500000,212.33167,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,1000000,211.79205,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,1500000,211.99484,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,2000000,211.784,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,2500000,212.37094,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,3000000,211.67105,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,3500000,212.14969,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,4000000,211.77576,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,4500000,212.1636,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-178,5000000,212.0806,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,2
-179,500000,639.5187,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,1000000,3187.1433,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,1500000,2626.0327,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,2000000,3960.1365,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,2500000,3570.7905,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,3000000,4328.5986,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,3500000,5085.6973,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,4000000,5947.504,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,4500000,5244.5107,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-179,5000000,459.61383,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,2
-180,500000,608.20825,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,1000000,4868.131,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,1500000,4019.5374,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,2000000,4877.5596,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,2500000,4381.16,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,3000000,3474.8623,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,3500000,1949.7327,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,4000000,569.0467,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,4500000,466.09723,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
-180,5000000,4721.349,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,2
+177,500000,490.94727,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,1000000,4078.8242,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,1500000,7039.6357,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,2000000,1291.7944,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,2500000,5452.451,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,3000000,3591.3052,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,3500000,4327.923,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,4000000,6337.581,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,4500000,5554.472,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+177,5000000,6232.3975,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,2
+178,500000,212.33167,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,1000000,211.79205,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,1500000,211.99484,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,2000000,211.784,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,2500000,212.37094,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,3000000,211.67105,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,3500000,212.14969,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,4000000,211.77576,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,4500000,212.1636,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+178,5000000,212.0806,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,2
+179,500000,639.5187,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,1000000,3187.1433,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,1500000,2626.0327,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,2000000,3960.1365,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,2500000,3570.7905,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,3000000,4328.5986,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,3500000,5085.6973,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,4000000,5947.504,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,4500000,5244.5107,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+179,5000000,459.61383,512,False,152167,0.00020138,2123,0.10222915,False,,,,,2
+180,500000,608.20825,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,1000000,4868.131,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,1500000,4019.5374,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,2000000,4877.5596,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,2500000,4381.16,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,3000000,3474.8623,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,3500000,1949.7327,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,4000000,569.0467,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,4500000,466.09723,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
+180,5000000,4721.349,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,2
 181,500000,859.6108,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,2
 181,1000000,3251.4702,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,2
 181,1500000,4572.2144,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,2
@@ -22309,96 +22309,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4490.2227,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,2
 182,4500000,4589.5576,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,2
 182,5000000,4468.8877,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,2
-183,500000,401.01935,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,1000000,3613.9736,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,1500000,3985.7507,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,2000000,5150.7153,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,2500000,5420.0537,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,3000000,4694.235,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,3500000,6640.155,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,4000000,4707.825,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,4500000,2648.2393,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-183,5000000,3999.9043,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,2
-184,500000,269.98975,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,1000000,247.3359,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,1500000,332.67883,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,2000000,269.74945,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,2500000,444.38705,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,3000000,358.0169,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,3500000,379.27228,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,4000000,286.7634,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,4500000,381.9966,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-184,5000000,413.62714,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,2
-185,500000,206.40945,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,1000000,206.64763,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,1500000,206.66687,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,2000000,206.80557,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,2500000,206.79633,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,3000000,206.96219,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,3500000,207.19597,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,4000000,206.79076,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,4500000,207.02411,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-185,5000000,207.49518,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,2
-186,500000,301.77908,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,1000000,328.85638,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,1500000,476.3001,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,2000000,418.94733,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,2500000,446.23877,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,3000000,715.7998,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,3500000,592.4301,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,4000000,882.52734,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,4500000,3071.9722,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-186,5000000,4543.1553,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,2
-187,500000,546.84656,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,1000000,5049.92,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,1500000,4430.171,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,2000000,5152.6934,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,2500000,6055.16,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,3000000,4424.1357,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,3500000,1468.1877,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,4000000,6913.271,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,4500000,6421.147,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-187,5000000,6070.54,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,2
-188,500000,2371.472,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,1000000,3893.3306,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,1500000,4130.3057,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,2000000,1992.7086,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,2500000,624.5352,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,3000000,4555.3633,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,3500000,3662.8733,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,4000000,5296.5083,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,4500000,204.728,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-188,5000000,123.02255,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,2
-189,500000,280.83536,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,1000000,267.48578,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,1500000,274.22607,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,2000000,267.85254,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,2500000,256.44183,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,3000000,254.92943,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,3500000,253.31339,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,4000000,248.87665,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,4500000,249.3219,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-189,5000000,253.83691,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,2
-190,500000,210.3071,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,1000000,209.8739,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,1500000,210.00143,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,2000000,210.31279,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,2500000,210.1709,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,3000000,210.17642,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,3500000,210.33224,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,4000000,210.0276,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,4500000,210.33685,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-190,5000000,210.30075,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,2
-191,500000,212.52238,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,1000000,212.33545,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,1500000,211.94273,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,2000000,211.9659,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,2500000,211.34875,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,3000000,212.1258,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,3500000,211.90962,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,4000000,211.52374,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,4500000,212.08899,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
-191,5000000,212.20923,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,2
+183,500000,401.01935,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,1000000,3613.9736,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,1500000,3985.7507,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,2000000,5150.7153,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,2500000,5420.0537,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,3000000,4694.235,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,3500000,6640.155,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,4000000,4707.825,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,4500000,2648.2393,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+183,5000000,3999.9043,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,2
+184,500000,269.98975,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,1000000,247.3359,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,1500000,332.67883,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,2000000,269.74945,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,2500000,444.38705,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,3000000,358.0169,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,3500000,379.27228,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,4000000,286.7634,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,4500000,381.9966,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+184,5000000,413.62714,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,2
+185,500000,206.40945,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,1000000,206.64763,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,1500000,206.66687,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,2000000,206.80557,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,2500000,206.79633,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,3000000,206.96219,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,3500000,207.19597,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,4000000,206.79076,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,4500000,207.02411,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+185,5000000,207.49518,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,2
+186,500000,301.77908,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,1000000,328.85638,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,1500000,476.3001,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,2000000,418.94733,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,2500000,446.23877,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,3000000,715.7998,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,3500000,592.4301,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,4000000,882.52734,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,4500000,3071.9722,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+186,5000000,4543.1553,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,2
+187,500000,546.84656,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,1000000,5049.92,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,1500000,4430.171,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,2000000,5152.6934,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,2500000,6055.16,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,3000000,4424.1357,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,3500000,1468.1877,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,4000000,6913.271,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,4500000,6421.147,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+187,5000000,6070.54,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,2
+188,500000,2371.472,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,1000000,3893.3306,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,1500000,4130.3057,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,2000000,1992.7086,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,2500000,624.5352,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,3000000,4555.3633,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,3500000,3662.8733,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,4000000,5296.5083,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,4500000,204.728,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+188,5000000,123.02255,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,2
+189,500000,280.83536,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,1000000,267.48578,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,1500000,274.22607,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,2000000,267.85254,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,2500000,256.44183,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,3000000,254.92943,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,3500000,253.31339,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,4000000,248.87665,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,4500000,249.3219,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+189,5000000,253.83691,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,2
+190,500000,210.3071,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,1000000,209.8739,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,1500000,210.00143,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,2000000,210.31279,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,2500000,210.1709,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,3000000,210.17642,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,3500000,210.33224,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,4000000,210.0276,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,4500000,210.33685,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+190,5000000,210.30075,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,2
+191,500000,212.52238,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,1000000,212.33545,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,1500000,211.94273,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,2000000,211.9659,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,2500000,211.34875,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,3000000,212.1258,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,3500000,211.90962,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,4000000,211.52374,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,4500000,212.08899,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
+191,5000000,212.20923,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,2
 192,500000,2286.7258,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,2
 192,1000000,4126.802,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,2
 192,1500000,4096.9478,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,2
@@ -22409,106 +22409,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,3595.0022,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,2
 192,4500000,3687.7576,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,2
 192,5000000,4291.602,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,2
-193,500000,489.8515,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,1000000,643.01526,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,1500000,2304.5842,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,2000000,4459.547,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,2500000,4607.6475,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,3000000,4476.79,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,3500000,4382.7383,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,4000000,4711.5894,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,4500000,4581.928,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-193,5000000,143.5503,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,2
-194,500000,366.33914,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,1000000,343.8388,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,1500000,553.85535,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,2000000,659.3041,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,2500000,968.70715,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,3000000,2556.0244,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,3500000,3883.4202,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,4000000,4219.862,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,4500000,4273.051,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-194,5000000,3888.5298,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,2
-195,500000,280.94434,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,1000000,392.77032,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,1500000,534.46533,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,2000000,494.61227,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,2500000,416.53613,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,3000000,494.19305,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,3500000,405.13937,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,4000000,507.08636,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,4500000,533.58057,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-195,5000000,265.73526,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,2
-196,500000,310.236,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,1000000,583.5404,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,1500000,1833.8573,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,2000000,4319.6406,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,2500000,4259.426,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,3000000,5027.5796,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,3500000,4947.851,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,4000000,5031.6074,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,4500000,4966.4023,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-196,5000000,4954.546,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,2
-197,500000,419.34207,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,1000000,285.8613,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,1500000,464.2581,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,2000000,383.957,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,2500000,492.1855,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,3000000,381.57504,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,3500000,703.1918,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,4000000,843.5301,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,4500000,1207.1863,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-197,5000000,3307.6123,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,2
-198,500000,293.95148,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,1000000,303.89587,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,1500000,516.13696,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,2000000,357.85175,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,2500000,451.42804,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,3000000,317.07736,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,3500000,492.7605,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,4000000,429.5921,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,4500000,419.11298,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-198,5000000,621.2016,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,2
-199,500000,210.93867,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,1000000,211.15228,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,1500000,210.63321,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,2000000,210.85133,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,2500000,210.86378,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,3000000,210.8928,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,3500000,211.03877,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,4000000,211.00787,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,4500000,210.94241,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-199,5000000,211.15817,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,2
-200,500000,543.5274,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,1000000,4035.3403,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,1500000,2950.689,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,2000000,6404.5547,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,2500000,4891.24,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,3000000,6380.841,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,3500000,6691.377,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,4000000,6659.3857,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,4500000,6466.733,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-200,5000000,7899.161,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,2
-201,500000,343.39673,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,1000000,350.4207,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,1500000,56.660046,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,2000000,365.12872,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,2500000,406.9654,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,3000000,483.87585,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,3500000,468.99927,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,4000000,464.69836,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,4500000,497.51678,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-201,5000000,510.53885,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,2
-202,500000,309.75027,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,1000000,401.5556,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,1500000,453.8647,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,2000000,544.93835,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,2500000,678.5956,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,3000000,719.98883,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,3500000,1134.33,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,4000000,3390.6655,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,4500000,4388.774,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
-202,5000000,4543.742,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,2
+193,500000,489.8515,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,1000000,643.01526,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,1500000,2304.5842,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,2000000,4459.547,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,2500000,4607.6475,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,3000000,4476.79,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,3500000,4382.7383,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,4000000,4711.5894,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,4500000,4581.928,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+193,5000000,143.5503,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,2
+194,500000,366.33914,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,1000000,343.8388,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,1500000,553.85535,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,2000000,659.3041,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,2500000,968.70715,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,3000000,2556.0244,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,3500000,3883.4202,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,4000000,4219.862,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,4500000,4273.051,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+194,5000000,3888.5298,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,2
+195,500000,280.94434,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,1000000,392.77032,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,1500000,534.46533,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,2000000,494.61227,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,2500000,416.53613,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,3000000,494.19305,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,3500000,405.13937,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,4000000,507.08636,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,4500000,533.58057,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+195,5000000,265.73526,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,2
+196,500000,310.236,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,1000000,583.5404,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,1500000,1833.8573,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,2000000,4319.6406,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,2500000,4259.426,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,3000000,5027.5796,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,3500000,4947.851,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,4000000,5031.6074,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,4500000,4966.4023,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+196,5000000,4954.546,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,2
+197,500000,419.34207,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,1000000,285.8613,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,1500000,464.2581,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,2000000,383.957,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,2500000,492.1855,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,3000000,381.57504,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,3500000,703.1918,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,4000000,843.5301,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,4500000,1207.1863,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+197,5000000,3307.6123,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,2
+198,500000,293.95148,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,1000000,303.89587,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,1500000,516.13696,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,2000000,357.85175,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,2500000,451.42804,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,3000000,317.07736,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,3500000,492.7605,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,4000000,429.5921,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,4500000,419.11298,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+198,5000000,621.2016,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,2
+199,500000,210.93867,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,1000000,211.15228,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,1500000,210.63321,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,2000000,210.85133,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,2500000,210.86378,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,3000000,210.8928,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,3500000,211.03877,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,4000000,211.00787,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,4500000,210.94241,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+199,5000000,211.15817,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,2
+200,500000,543.5274,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,1000000,4035.3403,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,1500000,2950.689,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,2000000,6404.5547,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,2500000,4891.24,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,3000000,6380.841,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,3500000,6691.377,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,4000000,6659.3857,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,4500000,6466.733,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+200,5000000,7899.161,512,False,679978,0.00154826,9892,0.59109317,False,,,,,2
+201,500000,343.39673,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,1000000,350.4207,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,1500000,56.660046,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,2000000,365.12872,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,2500000,406.9654,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,3000000,483.87585,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,3500000,468.99927,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,4000000,464.69836,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,4500000,497.51678,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+201,5000000,510.53885,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,2
+202,500000,309.75027,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,1000000,401.5556,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,1500000,453.8647,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,2000000,544.93835,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,2500000,678.5956,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,3000000,719.98883,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,3500000,1134.33,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,4000000,3390.6655,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,4500000,4388.774,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
+202,5000000,4543.742,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,2
 203,500000,458.6527,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,2
 203,1000000,474.94165,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,2
 203,1500000,401.80176,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,2
@@ -22519,106 +22519,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,436.2984,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,2
 203,4500000,303.11493,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,2
 203,5000000,446.61694,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,2
-204,500000,210.68518,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,1000000,210.79407,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,1500000,210.61693,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,2000000,210.7905,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,2500000,210.39594,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,3000000,210.33752,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,3500000,210.48717,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,4000000,210.52167,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,4500000,210.84155,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-204,5000000,210.68796,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,2
-205,500000,405.94037,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,1000000,920.7116,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,1500000,463.1588,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,2000000,3179.4556,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,2500000,5565.9736,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,3000000,5297.521,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,3500000,5435.409,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,4000000,1340.6592,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,4500000,5103.924,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-205,5000000,4347.83,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,2
-206,500000,312.19873,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,1000000,547.1056,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,1500000,1349.4725,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,2000000,4434.5166,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,2500000,4328.2627,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,3000000,4303.301,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,3500000,4660.08,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,4000000,4827.626,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,4500000,4959.997,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-206,5000000,4956.3545,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,2
-207,500000,530.3364,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,1000000,5149.384,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,1500000,6266.241,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,2000000,6811.1016,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,2500000,6965.008,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,3000000,4894.8223,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,3500000,6826.329,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,4000000,6592.5483,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,4500000,6795.3286,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-207,5000000,6642.767,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,2
-208,500000,224.21368,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,1000000,154.82413,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,1500000,204.59293,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,2000000,234.75403,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,2500000,302.7492,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,3000000,318.85822,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,3500000,326.93494,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,4000000,286.78748,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,4500000,352.78918,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-208,5000000,399.4469,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,2
-209,500000,506.24905,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,1000000,4941.5527,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,1500000,6749.4,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,2000000,7148.115,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,2500000,5882.2246,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,3000000,4472.3438,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,3500000,1445.5352,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,4000000,2219.4922,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,4500000,4434.293,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-209,5000000,6002.952,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,2
-210,500000,334.13855,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,1000000,303.26465,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,1500000,464.6462,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,2000000,441.36258,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,2500000,417.97595,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,3000000,530.292,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,3500000,664.2991,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,4000000,735.5679,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,4500000,1194.501,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-210,5000000,2667.2932,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,2
-211,500000,403.7444,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,1000000,4210.952,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,1500000,6557.4175,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,2000000,6155.6323,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,2500000,4297.3975,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,3000000,6569.991,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,3500000,6831.471,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,4000000,6938.5947,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,4500000,6911.7583,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-211,5000000,7245.7,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,2
-212,500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,1000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,1500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,2000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,2500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,3000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,3500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,4000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,4500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-212,5000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
-213,500000,363.83105,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,1000000,327.33817,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,1500000,527.6387,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,2000000,388.28775,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,2500000,623.65344,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,3000000,720.7578,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,3500000,1613.4291,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,4000000,3975.861,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,4500000,4537.5176,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
-213,5000000,4374.164,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,2
+204,500000,210.68518,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,1000000,210.79407,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,1500000,210.61693,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,2000000,210.7905,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,2500000,210.39594,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,3000000,210.33752,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,3500000,210.48717,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,4000000,210.52167,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,4500000,210.84155,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+204,5000000,210.68796,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,2
+205,500000,405.94037,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,1000000,920.7116,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,1500000,463.1588,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,2000000,3179.4556,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,2500000,5565.9736,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,3000000,5297.521,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,3500000,5435.409,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,4000000,1340.6592,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,4500000,5103.924,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+205,5000000,4347.83,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,2
+206,500000,312.19873,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,1000000,547.1056,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,1500000,1349.4725,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,2000000,4434.5166,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,2500000,4328.2627,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,3000000,4303.301,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,3500000,4660.08,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,4000000,4827.626,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,4500000,4959.997,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+206,5000000,4956.3545,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,2
+207,500000,530.3364,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,1000000,5149.384,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,1500000,6266.241,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,2000000,6811.1016,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,2500000,6965.008,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,3000000,4894.8223,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,3500000,6826.329,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,4000000,6592.5483,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,4500000,6795.3286,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+207,5000000,6642.767,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,2
+208,500000,224.21368,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,1000000,154.82413,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,1500000,204.59293,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,2000000,234.75403,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,2500000,302.7492,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,3000000,318.85822,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,3500000,326.93494,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,4000000,286.78748,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,4500000,352.78918,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+208,5000000,399.4469,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,2
+209,500000,506.24905,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,1000000,4941.5527,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,1500000,6749.4,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,2000000,7148.115,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,2500000,5882.2246,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,3000000,4472.3438,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,3500000,1445.5352,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,4000000,2219.4922,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,4500000,4434.293,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+209,5000000,6002.952,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,2
+210,500000,334.13855,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,1000000,303.26465,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,1500000,464.6462,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,2000000,441.36258,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,2500000,417.97595,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,3000000,530.292,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,3500000,664.2991,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,4000000,735.5679,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,4500000,1194.501,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+210,5000000,2667.2932,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,2
+211,500000,403.7444,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,1000000,4210.952,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,1500000,6557.4175,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,2000000,6155.6323,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,2500000,4297.3975,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,3000000,6569.991,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,3500000,6831.471,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,4000000,6938.5947,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,4500000,6911.7583,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+211,5000000,7245.7,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,2
+212,500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,1000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,1500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,2000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,2500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,3000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,3500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,4000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,4500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+212,5000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
+213,500000,363.83105,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,1000000,327.33817,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,1500000,527.6387,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,2000000,388.28775,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,2500000,623.65344,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,3000000,720.7578,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,3500000,1613.4291,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,4000000,3975.861,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,4500000,4537.5176,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
+213,5000000,4374.164,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,2
 214,500000,206.02937,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,1000000,206.12146,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,1500000,206.15201,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
@@ -22629,26 +22629,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,206.16377,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,4500000,206.8052,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,5000000,206.4925,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
-215,500000,816.0478,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,1000000,4199.04,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,1500000,3884.293,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,2000000,4707.947,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,2500000,4147.747,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,3000000,4579.8125,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,3500000,4579.2373,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,4000000,4485.696,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,4500000,4549.1973,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-215,5000000,4507.8164,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,2
-216,500000,402.9572,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,1000000,1841.416,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,1500000,3322.4492,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,2000000,1156.2426,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,2500000,2967.0056,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,3000000,1430.4216,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,3500000,1324.8867,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,4000000,2058.599,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,4500000,1733.358,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
-216,5000000,4120.1436,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,2
+215,500000,816.0478,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,1000000,4199.04,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,1500000,3884.293,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,2000000,4707.947,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,2500000,4147.747,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,3000000,4579.8125,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,3500000,4579.2373,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,4000000,4485.696,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,4500000,4549.1973,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+215,5000000,4507.8164,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,2
+216,500000,402.9572,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,1000000,1841.416,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,1500000,3322.4492,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,2000000,1156.2426,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,2500000,2967.0056,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,3000000,1430.4216,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,3500000,1324.8867,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,4000000,2058.599,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,4500000,1733.358,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
+216,5000000,4120.1436,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,2
 217,500000,324.4798,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,1000000,406.00586,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,1500000,502.21594,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
@@ -22659,116 +22659,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,478.38824,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,4500000,509.55557,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,5000000,503.40616,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
-218,500000,235.48604,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,1000000,428.41827,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,1500000,383.93613,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,2000000,359.83246,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,2500000,385.88403,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,3000000,502.9183,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,3500000,474.63132,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,4000000,507.60886,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,4500000,548.8386,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-218,5000000,554.6694,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,2
-219,500000,4723.697,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,1000000,4275.2383,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,1500000,4353.6504,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,2000000,4295.128,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,2500000,1771.7565,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,3000000,4383.096,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,3500000,4734.847,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,4000000,4043.2087,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,4500000,4675.9917,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-219,5000000,3154.053,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,2
-220,500000,217.07483,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,1000000,133.78345,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,1500000,113.286026,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,2000000,113.279175,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,2500000,84.83513,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,3000000,84.82901,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,3500000,84.84055,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,4000000,84.83932,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,4500000,84.85414,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-220,5000000,84.84418,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,2
-221,500000,585.45374,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,1000000,723.2931,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,1500000,3404.3267,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,2000000,3985.3335,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,2500000,4621.4434,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,3000000,4707.3335,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,3500000,4728.247,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,4000000,4687.3164,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,4500000,4727.6055,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-221,5000000,4797.873,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,2
-222,500000,708.5359,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,1000000,2960.7388,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,1500000,2376.2104,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,2000000,1138.9155,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,2500000,2494.8376,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,3000000,3205.164,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,3500000,4095.877,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,4000000,1101.2465,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,4500000,3957.3352,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-222,5000000,1148.3953,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,2
-223,500000,237.67311,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,1000000,234.11166,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,1500000,168.05424,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,2000000,319.74115,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,2500000,230.90527,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,3000000,270.98557,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,3500000,379.94495,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,4000000,503.45312,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,4500000,225.98946,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-223,5000000,368.6646,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,2
-224,500000,2367.0686,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,1000000,2362.1025,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,1500000,2410.373,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,2000000,2356.9956,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,2500000,4302.527,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,3000000,4667.131,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,3500000,5610.7524,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,4000000,5909.585,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,4500000,6127.7725,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-224,5000000,5939.5,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,2
-225,500000,592.572,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,1000000,2732.7642,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,1500000,3525.0088,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,2000000,3839.6702,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,2500000,3164.1145,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,3000000,2077.7861,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,3500000,4825.797,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,4000000,1928.8218,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,4500000,1889.1141,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-225,5000000,3454.086,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,2
-226,500000,563.12427,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,1000000,1959.4033,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,1500000,4185.9297,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,2000000,2539.6953,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,2500000,5268.843,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,3000000,2559.2117,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,3500000,329.9313,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,4000000,3507.9978,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,4500000,1857.0376,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-226,5000000,4138.9717,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,2
-227,500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,1000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,1500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,2000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,2500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,3000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,3500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,4000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,4500000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-227,5000000,NaN,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,2
-228,500000,394.84692,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,1000000,6856.2803,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,1500000,6866.039,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,2000000,3667.2666,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,2500000,1692.4506,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,3000000,7660.897,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,3500000,5903.743,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,4000000,7206.5703,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,4500000,6665.96,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
-228,5000000,2602.0312,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,2
+218,500000,235.48604,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,1000000,428.41827,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,1500000,383.93613,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,2000000,359.83246,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,2500000,385.88403,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,3000000,502.9183,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,3500000,474.63132,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,4000000,507.60886,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,4500000,548.8386,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+218,5000000,554.6694,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,2
+219,500000,4723.697,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,1000000,4275.2383,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,1500000,4353.6504,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,2000000,4295.128,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,2500000,1771.7565,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,3000000,4383.096,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,3500000,4734.847,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,4000000,4043.2087,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,4500000,4675.9917,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+219,5000000,3154.053,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,2
+220,500000,217.07483,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,1000000,133.78345,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,1500000,113.286026,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,2000000,113.279175,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,2500000,84.83513,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,3000000,84.82901,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,3500000,84.84055,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,4000000,84.83932,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,4500000,84.85414,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+220,5000000,84.84418,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,2
+221,500000,585.45374,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,1000000,723.2931,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,1500000,3404.3267,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,2000000,3985.3335,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,2500000,4621.4434,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,3000000,4707.3335,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,3500000,4728.247,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,4000000,4687.3164,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,4500000,4727.6055,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+221,5000000,4797.873,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,2
+222,500000,708.5359,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,1000000,2960.7388,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,1500000,2376.2104,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,2000000,1138.9155,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,2500000,2494.8376,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,3000000,3205.164,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,3500000,4095.877,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,4000000,1101.2465,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,4500000,3957.3352,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+222,5000000,1148.3953,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,2
+223,500000,237.67311,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,1000000,234.11166,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,1500000,168.05424,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,2000000,319.74115,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,2500000,230.90527,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,3000000,270.98557,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,3500000,379.94495,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,4000000,503.45312,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,4500000,225.98946,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+223,5000000,368.6646,512,False,853730,0.02406078,4160,0.14374896,False,,,,,2
+224,500000,2367.0686,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,1000000,2362.1025,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,1500000,2410.373,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,2000000,2356.9956,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,2500000,4302.527,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,3000000,4667.131,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,3500000,5610.7524,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,4000000,5909.585,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,4500000,6127.7725,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+224,5000000,5939.5,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,2
+225,500000,592.572,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,1000000,2732.7642,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,1500000,3525.0088,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,2000000,3839.6702,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,2500000,3164.1145,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,3000000,2077.7861,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,3500000,4825.797,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,4000000,1928.8218,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,4500000,1889.1141,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+225,5000000,3454.086,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,2
+226,500000,563.12427,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,1000000,1959.4033,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,1500000,4185.9297,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,2000000,2539.6953,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,2500000,5268.843,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,3000000,2559.2117,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,3500000,329.9313,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,4000000,3507.9978,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,4500000,1857.0376,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+226,5000000,4138.9717,2048,False,760704,0.00101898,11381,0.122051,False,,,,,2
+227,500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,1000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,1500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,2000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,2500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,3000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,3500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,4000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,4500000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+227,5000000,,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,2
+228,500000,394.84692,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,1000000,6856.2803,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,1500000,6866.039,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,2000000,3667.2666,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,2500000,1692.4506,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,3000000,7660.897,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,3500000,5903.743,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,4000000,7206.5703,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,4500000,6665.96,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
+228,5000000,2602.0312,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,2
 229,500000,213.01514,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
 229,1000000,212.74634,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
 229,1500000,212.20508,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
@@ -22779,46 +22779,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,212.72762,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
 229,4500000,213.12329,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
 229,5000000,148.8492,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
-230,500000,499.3982,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,1000000,3595.8643,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,1500000,7074.418,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,2000000,4767.298,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,2500000,7270.5425,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,3000000,8196.217,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,3500000,8293.127,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,4000000,6435.1504,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,4500000,8522.205,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-230,5000000,8125.554,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,2
-231,500000,296.17734,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,1000000,580.40686,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,1500000,1521.8157,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,2000000,4541.614,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,2500000,4704.1973,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,3000000,4909.4824,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,3500000,5301.2314,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,4000000,5184.913,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,4500000,5156.9507,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-231,5000000,5435.463,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,2
-232,500000,334.9737,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,1000000,422.9798,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,1500000,1877.915,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,2000000,981.377,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,2500000,1809.3408,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,3000000,1171.5929,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,3500000,4533.9473,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,4000000,4134.5283,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,4500000,2779.4368,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-232,5000000,3449.852,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,2
-233,500000,311.32788,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,1000000,302.588,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,1500000,526.6664,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,2000000,530.91815,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,2500000,548.09125,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,3000000,569.22205,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,3500000,1323.5266,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,4000000,1446.6912,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,4500000,3449.4216,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
-233,5000000,3946.2146,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,2
+230,500000,499.3982,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,1000000,3595.8643,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,1500000,7074.418,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,2000000,4767.298,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,2500000,7270.5425,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,3000000,8196.217,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,3500000,8293.127,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,4000000,6435.1504,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,4500000,8522.205,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+230,5000000,8125.554,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,2
+231,500000,296.17734,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,1000000,580.40686,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,1500000,1521.8157,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,2000000,4541.614,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,2500000,4704.1973,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,3000000,4909.4824,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,3500000,5301.2314,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,4000000,5184.913,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,4500000,5156.9507,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+231,5000000,5435.463,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,2
+232,500000,334.9737,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,1000000,422.9798,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,1500000,1877.915,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,2000000,981.377,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,2500000,1809.3408,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,3000000,1171.5929,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,3500000,4533.9473,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,4000000,4134.5283,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,4500000,2779.4368,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+232,5000000,3449.852,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,2
+233,500000,311.32788,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,1000000,302.588,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,1500000,526.6664,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,2000000,530.91815,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,2500000,548.09125,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,3000000,569.22205,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,3500000,1323.5266,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,4000000,1446.6912,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,4500000,3449.4216,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
+233,5000000,3946.2146,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,2
 234,500000,246.14145,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,2
 234,1000000,330.78955,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,2
 234,1500000,474.74213,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,2
@@ -22829,66 +22829,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,3673.2646,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,2
 234,4500000,4237.329,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,2
 234,5000000,245.25482,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,2
-235,500000,354.14178,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,1000000,2071.1748,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,1500000,4758.4,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,2000000,3221.4854,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,2500000,4096.8286,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,3000000,3997.704,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,3500000,2134.6326,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,4000000,2896.8062,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,4500000,4459.5713,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-235,5000000,4764.366,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,2
-236,500000,396.0932,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,1000000,4385.019,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,1500000,7311.3535,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,2000000,6666.5225,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,2500000,4939.7812,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,3000000,3598.2776,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,3500000,6463.5635,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,4000000,528.0818,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,4500000,5740.9326,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-236,5000000,5803.894,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,2
-237,500000,206.62247,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,1000000,206.7435,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,1500000,206.8601,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,2000000,207.12164,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,2500000,207.25183,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,3000000,207.7008,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,3500000,207.33224,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,4000000,207.25934,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,4500000,207.50839,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-237,5000000,207.6352,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,2
-238,500000,408.00293,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,1000000,803.18823,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,1500000,1969.53,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,2000000,632.31616,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,2500000,3706.5994,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,3000000,3635.5173,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,3500000,3245.7388,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,4000000,1172.1755,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,4500000,1188.468,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-238,5000000,1398.2286,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,2
-239,500000,670.779,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,1000000,1800.0137,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,1500000,831.2312,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,2000000,3412.7551,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,2500000,1718.8424,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,3000000,2576.7646,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,3500000,3466.2153,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,4000000,473.29712,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,4500000,2346.5825,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-239,5000000,1029.978,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,2
-240,500000,469.781,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,1000000,4079.4834,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,1500000,5528.0757,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,2000000,5436.9653,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,2500000,4126.117,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,3000000,4733.848,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,3500000,5656.164,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,4000000,5866.0996,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,4500000,5891.299,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
-240,5000000,5858.4434,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,2
+235,500000,354.14178,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,1000000,2071.1748,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,1500000,4758.4,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,2000000,3221.4854,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,2500000,4096.8286,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,3000000,3997.704,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,3500000,2134.6326,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,4000000,2896.8062,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,4500000,4459.5713,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+235,5000000,4764.366,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,2
+236,500000,396.0932,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,1000000,4385.019,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,1500000,7311.3535,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,2000000,6666.5225,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,2500000,4939.7812,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,3000000,3598.2776,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,3500000,6463.5635,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,4000000,528.0818,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,4500000,5740.9326,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+236,5000000,5803.894,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,2
+237,500000,206.62247,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,1000000,206.7435,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,1500000,206.8601,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,2000000,207.12164,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,2500000,207.25183,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,3000000,207.7008,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,3500000,207.33224,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,4000000,207.25934,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,4500000,207.50839,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+237,5000000,207.6352,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,2
+238,500000,408.00293,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,1000000,803.18823,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,1500000,1969.53,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,2000000,632.31616,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,2500000,3706.5994,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,3000000,3635.5173,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,3500000,3245.7388,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,4000000,1172.1755,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,4500000,1188.468,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+238,5000000,1398.2286,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,2
+239,500000,670.779,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,1000000,1800.0137,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,1500000,831.2312,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,2000000,3412.7551,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,2500000,1718.8424,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,3000000,2576.7646,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,3500000,3466.2153,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,4000000,473.29712,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,4500000,2346.5825,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+239,5000000,1029.978,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,2
+240,500000,469.781,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,1000000,4079.4834,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,1500000,5528.0757,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,2000000,5436.9653,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,2500000,4126.117,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,3000000,4733.848,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,3500000,5656.164,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,4000000,5866.0996,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,4500000,5891.299,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
+240,5000000,5858.4434,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,2
 241,500000,213.6884,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,1000000,212.94812,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,1500000,213.28558,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
@@ -22899,56 +22899,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,213.48392,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,4500000,212.60628,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,5000000,214.07306,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
-242,500000,372.64728,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,1000000,337.4436,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,1500000,483.27673,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,2000000,756.172,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,2500000,1377.4548,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,3000000,2429.271,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,3500000,3949.073,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,4000000,4211.979,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,4500000,4499.9834,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-242,5000000,3410.0088,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,2
-243,500000,207.52106,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,1000000,207.1983,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,1500000,207.22177,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,2000000,207.01639,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,2500000,207.36325,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,3000000,207.25143,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,3500000,207.55713,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,4000000,207.42596,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,4500000,207.20605,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-243,5000000,207.55957,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,2
-244,500000,810.87354,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,1000000,1317.3105,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,1500000,1715.0244,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,2000000,1802.9556,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,2500000,5075.553,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,3000000,317.74884,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,3500000,6918.767,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,4000000,1685.9858,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,4500000,515.07043,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-244,5000000,992.1577,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,2
-245,500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,1000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,1500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,2000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,2500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,3000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,3500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,4000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,4500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-245,5000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,2
-246,500000,4585.881,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,1000000,4664.926,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,1500000,4595.3145,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,2000000,4439.081,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,2500000,4653.287,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,3000000,4765.784,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,3500000,4399.0796,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,4000000,4689.7495,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,4500000,688.8998,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
-246,5000000,4645.223,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,2
+242,500000,372.64728,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,1000000,337.4436,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,1500000,483.27673,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,2000000,756.172,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,2500000,1377.4548,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,3000000,2429.271,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,3500000,3949.073,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,4000000,4211.979,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,4500000,4499.9834,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+242,5000000,3410.0088,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,2
+243,500000,207.52106,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,1000000,207.1983,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,1500000,207.22177,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,2000000,207.01639,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,2500000,207.36325,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,3000000,207.25143,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,3500000,207.55713,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,4000000,207.42596,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,4500000,207.20605,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+243,5000000,207.55957,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,2
+244,500000,810.87354,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,1000000,1317.3105,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,1500000,1715.0244,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,2000000,1802.9556,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,2500000,5075.553,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,3000000,317.74884,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,3500000,6918.767,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,4000000,1685.9858,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,4500000,515.07043,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+244,5000000,992.1577,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,2
+245,500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,1000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,1500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,2000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,2500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,3000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,3500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,4000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,4500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+245,5000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,2
+246,500000,4585.881,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,1000000,4664.926,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,1500000,4595.3145,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,2000000,4439.081,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,2500000,4653.287,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,3000000,4765.784,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,3500000,4399.0796,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,4000000,4689.7495,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,4500000,688.8998,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,5000000,4645.223,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
 247,500000,459.3142,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,1000000,1069.0964,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,1500000,2909.3723,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
@@ -22959,16 +22959,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,4732.972,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,4500000,4012.9377,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,5000000,4024.8315,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
-248,500000,440.38513,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,1000000,346.05597,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,1500000,311.39462,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,2000000,511.91223,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,2500000,873.8698,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,3000000,4001.939,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,3500000,4833.664,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,4000000,4882.585,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,4500000,4776.5283,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,5000000,4506.6553,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
+248,500000,440.38513,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,1000000,346.05597,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,1500000,311.39462,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,2000000,511.91223,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,2500000,873.8698,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,3000000,4001.939,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,3500000,4833.664,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,4000000,4882.585,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,4500000,4776.5283,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
+248,5000000,4506.6553,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,2
 249,500000,354.54767,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,2
 249,1000000,270.2671,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,2
 249,1500000,317.73102,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,2
@@ -22989,16 +22989,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4433.961,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,2
 250,4500000,4627.799,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,2
 250,5000000,4941.5244,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,2
-251,500000,253.5184,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,1000000,2633.966,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,1500000,2556.9248,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,2000000,5264.646,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,2500000,4831.2227,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,3000000,3645.5457,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,3500000,3882.1714,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,4000000,3362.6226,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,4500000,1868.5387,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
-251,5000000,1302.4042,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,2
+251,500000,253.5184,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,1000000,2633.966,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,1500000,2556.9248,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,2000000,5264.646,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,2500000,4831.2227,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,3000000,3645.5457,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,3500000,3882.1714,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,4000000,3362.6226,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,4500000,1868.5387,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
+251,5000000,1302.4042,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,2
 252,500000,387.47708,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
 252,1000000,414.84137,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
 252,1500000,873.4831,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
@@ -23009,186 +23009,186 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,53.866203,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
 252,4500000,147.85223,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
 252,5000000,154.33783,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
-253,500000,306.26706,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,1000000,355.44852,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,1500000,419.94006,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,2000000,406.581,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,2500000,446.0645,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,3000000,560.11096,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,3500000,837.69604,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,4000000,1204.9207,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,4500000,1509.7188,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-253,5000000,3120.6128,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,2
-254,500000,584.5231,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,1000000,46.958694,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,1500000,82.78124,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,2000000,92.39377,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,2500000,138.83896,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,3000000,139.72005,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,3500000,138.4989,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,4000000,145.15065,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,4500000,141.4443,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-254,5000000,173.05815,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,2
-255,500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,1000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,1500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,2
-0,500000,3134.8052,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,1000000,2883.3403,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,1500000,4561.8057,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,2000000,4552.591,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,2500000,2849.145,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,3000000,4483.2705,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,3500000,2960.7505,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,4000000,4602.1626,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,4500000,4423.363,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-0,5000000,2580.562,1024,False,1205934,0.00053017,6941,1.95788972,True,NaN,NaN,NaN,0.79380779,5
-1,500000,323.41928,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,1000000,394.611,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,1500000,321.91327,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,2000000,300.35965,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,2500000,372.1674,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,3000000,418.64813,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,3500000,569.88477,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,4000000,546.6207,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,4500000,631.9824,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-1,5000000,471.56546,1024,False,1851270,2.27e-06,1427,0.10975815,False,NaN,NaN,NaN,NaN,5
-2,500000,614.08417,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,1000000,1817.3359,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,1500000,1852.9784,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,2000000,2091.693,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,2500000,3032.0532,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,3000000,3695.3057,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,3500000,4245.4546,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,4000000,6209.661,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,4500000,6069.4165,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-2,5000000,6458.5986,1024,False,237451,0.00158345,2348,7.7506448,False,NaN,NaN,NaN,NaN,5
-3,500000,482.03357,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,1000000,4333.0493,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,1500000,3340.5046,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,2000000,2695.9365,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,2500000,4623.63,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,3000000,4636.282,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,3500000,1781.8005,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,4000000,4389.2266,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,4500000,2317.0566,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-3,5000000,5041.911,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,NaN,5
-4,500000,338.28925,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,1000000,444.51947,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,1500000,513.4728,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,2000000,703.6971,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,2500000,1794.5312,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,3000000,4903.864,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,3500000,5129.073,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,4000000,5129.953,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,4500000,5153.3438,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-4,5000000,5120.3716,2048,False,421573,4.41e-06,5168,0.53385282,False,NaN,NaN,NaN,NaN,5
-5,500000,1368.6641,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,1000000,4047.6116,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,1500000,4269.491,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,2000000,4844.8564,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,2500000,5070.3,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,3000000,3869.9956,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,3500000,4050.8435,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,4000000,4206.617,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,4500000,4766.417,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-5,5000000,4965.5312,512,False,507348,0.00021456,4004,0.20794054,True,NaN,NaN,NaN,0.37503792,5
-6,500000,315.80566,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,1000000,273.67883,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,1500000,477.20847,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,2000000,407.28802,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,2500000,472.36673,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,3000000,542.3953,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,3500000,532.7909,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,4000000,626.63245,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,4500000,766.1881,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-6,5000000,1187.8214,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,NaN,5
-7,500000,356.5841,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,1000000,4586.327,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,1500000,3942.3645,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,2000000,4461.633,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,2500000,4234.621,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,3000000,4390.4,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,3500000,4686.7705,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,4000000,4582.3613,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,4500000,4167.8843,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-7,5000000,4763.244,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,NaN,5
-8,500000,4125.5703,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,1000000,4665.794,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,1500000,3144.4058,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,2000000,85.96034,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,2500000,69.81155,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,3000000,65.74995,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,3500000,51.447784,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,4000000,57.547943,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,4500000,60.957134,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-8,5000000,54.695107,1024,False,637836,0.00217296,2159,2.70803584,True,NaN,NaN,NaN,0.83065063,5
-9,500000,521.1029,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,1000000,3060.606,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,1500000,2484.1592,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,2000000,3087.6064,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,2500000,1929.5432,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,3000000,3359.085,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,3500000,3461.2559,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,4000000,5099.6904,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,4500000,3524.9575,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-9,5000000,2760.7124,512,False,540763,0.00474209,15765,0.31441719,False,NaN,NaN,NaN,NaN,5
-10,500000,410.43542,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,1000000,633.0896,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,1500000,1662.913,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,2000000,4514.7285,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,2500000,5010.3047,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,3000000,5155.1924,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,3500000,4763.5913,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,4000000,5155.6836,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,4500000,5190.137,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-10,5000000,5194.4443,1024,False,1399266,3.07e-05,13334,0.62088545,False,NaN,NaN,NaN,NaN,5
-11,500000,1272.4584,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,1000000,4456.6035,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,1500000,4810.8457,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,2000000,4676.6865,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,2500000,4609.313,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,3000000,4672.074,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,3500000,3961.786,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,4000000,3752.0342,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,4500000,4681.172,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-11,5000000,4782.623,1024,False,1288345,0.00013161,9935,0.10924118,True,NaN,NaN,NaN,0.43448101,5
-12,500000,711.1732,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,1000000,4710.5005,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,1500000,6472.8374,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,2000000,6212.743,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,2500000,6538.8877,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,3000000,6070.171,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,3500000,5022.1553,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,4000000,5614.5967,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,4500000,7344.4844,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-12,5000000,7496.0254,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,NaN,5
-13,500000,374.89508,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,1000000,379.38452,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,1500000,318.69064,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,2000000,454.30743,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,2500000,382.52036,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,3000000,500.11206,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,3500000,568.49603,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,4000000,882.4081,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,4500000,954.2437,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-13,5000000,1383.2323,2048,False,1408081,3.17e-06,15065,2.68214714,False,NaN,NaN,NaN,NaN,5
-14,500000,633.1196,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,1000000,3241.4277,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,1500000,5702.844,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,2000000,6168.1113,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,2500000,3962.9944,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,3000000,4084.7585,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,3500000,3698.5215,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,4000000,6246.291,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,4500000,6031.917,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
-14,5000000,3334.2104,512,False,1614836,0.00070065,6671,0.13750991,False,NaN,NaN,NaN,NaN,5
+253,500000,306.26706,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,1000000,355.44852,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,1500000,419.94006,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,2000000,406.581,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,2500000,446.0645,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,3000000,560.11096,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,3500000,837.69604,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,4000000,1204.9207,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,4500000,1509.7188,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+253,5000000,3120.6128,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,2
+254,500000,584.5231,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,1000000,46.958694,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,1500000,82.78124,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,2000000,92.39377,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,2500000,138.83896,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,3000000,139.72005,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,3500000,138.4989,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,4000000,145.15065,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,4500000,141.4443,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+254,5000000,173.05815,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,2
+255,500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,1000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,1500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,2
+0,500000,3134.8052,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,1000000,2883.3403,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,1500000,4561.8057,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,2000000,4552.591,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,2500000,2849.145,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,3000000,4483.2705,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,3500000,2960.7505,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,4000000,4602.1626,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,4500000,4423.363,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+0,5000000,2580.562,1024,False,1205934,0.00053017,6941,1.95788972,True,,,,0.79380779,5
+1,500000,323.41928,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,1000000,394.611,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,1500000,321.91327,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,2000000,300.35965,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,2500000,372.1674,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,3000000,418.64813,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,3500000,569.88477,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,4000000,546.6207,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,4500000,631.9824,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+1,5000000,471.56546,1024,False,1851270,2.27e-06,1427,0.10975815,False,,,,,5
+2,500000,614.08417,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,1000000,1817.3359,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,1500000,1852.9784,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,2000000,2091.693,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,2500000,3032.0532,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,3000000,3695.3057,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,3500000,4245.4546,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,4000000,6209.661,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,4500000,6069.4165,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+2,5000000,6458.5986,1024,False,237451,0.00158345,2348,7.7506448,False,,,,,5
+3,500000,482.03357,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,1000000,4333.0493,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,1500000,3340.5046,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,2000000,2695.9365,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,2500000,4623.63,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,3000000,4636.282,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,3500000,1781.8005,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,4000000,4389.2266,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,4500000,2317.0566,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+3,5000000,5041.911,1024,True,1235663,0.00114942,10108,7.71784686,False,0.36591282,0.44266163,3.08e-06,,5
+4,500000,338.28925,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,1000000,444.51947,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,1500000,513.4728,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,2000000,703.6971,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,2500000,1794.5312,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,3000000,4903.864,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,3500000,5129.073,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,4000000,5129.953,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,4500000,5153.3438,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+4,5000000,5120.3716,2048,False,421573,4.41e-06,5168,0.53385282,False,,,,,5
+5,500000,1368.6641,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,1000000,4047.6116,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,1500000,4269.491,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,2000000,4844.8564,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,2500000,5070.3,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,3000000,3869.9956,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,3500000,4050.8435,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,4000000,4206.617,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,4500000,4766.417,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+5,5000000,4965.5312,512,False,507348,0.00021456,4004,0.20794054,True,,,,0.37503792,5
+6,500000,315.80566,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,1000000,273.67883,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,1500000,477.20847,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,2000000,407.28802,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,2500000,472.36673,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,3000000,542.3953,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,3500000,532.7909,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,4000000,626.63245,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,4500000,766.1881,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+6,5000000,1187.8214,2048,True,1676056,3.02e-06,15999,0.86557041,False,0.60879706,0.74187094,0.0,,5
+7,500000,356.5841,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,1000000,4586.327,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,1500000,3942.3645,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,2000000,4461.633,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,2500000,4234.621,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,3000000,4390.4,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,3500000,4686.7705,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,4000000,4582.3613,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,4500000,4167.8843,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+7,5000000,4763.244,512,True,238357,3.89e-05,6787,0.13436773,False,0.57093544,0.2727356,4.1e-07,,5
+8,500000,4125.5703,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,1000000,4665.794,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,1500000,3144.4058,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,2000000,85.96034,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,2500000,69.81155,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,3000000,65.74995,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,3500000,51.447784,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,4000000,57.547943,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,4500000,60.957134,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+8,5000000,54.695107,1024,False,637836,0.00217296,2159,2.70803584,True,,,,0.83065063,5
+9,500000,521.1029,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,1000000,3060.606,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,1500000,2484.1592,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,2000000,3087.6064,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,2500000,1929.5432,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,3000000,3359.085,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,3500000,3461.2559,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,4000000,5099.6904,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,4500000,3524.9575,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+9,5000000,2760.7124,512,False,540763,0.00474209,15765,0.31441719,False,,,,,5
+10,500000,410.43542,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,1000000,633.0896,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,1500000,1662.913,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,2000000,4514.7285,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,2500000,5010.3047,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,3000000,5155.1924,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,3500000,4763.5913,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,4000000,5155.6836,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,4500000,5190.137,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+10,5000000,5194.4443,1024,False,1399266,3.07e-05,13334,0.62088545,False,,,,,5
+11,500000,1272.4584,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,1000000,4456.6035,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,1500000,4810.8457,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,2000000,4676.6865,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,2500000,4609.313,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,3000000,4672.074,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,3500000,3961.786,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,4000000,3752.0342,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,4500000,4681.172,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+11,5000000,4782.623,1024,False,1288345,0.00013161,9935,0.10924118,True,,,,0.43448101,5
+12,500000,711.1732,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,1000000,4710.5005,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,1500000,6472.8374,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,2000000,6212.743,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,2500000,6538.8877,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,3000000,6070.171,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,3500000,5022.1553,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,4000000,5614.5967,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,4500000,7344.4844,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+12,5000000,7496.0254,512,True,1140370,0.00090025,9410,2.02489095,False,0.43710425,0.89758113,7e-08,,5
+13,500000,374.89508,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,1000000,379.38452,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,1500000,318.69064,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,2000000,454.30743,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,2500000,382.52036,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,3000000,500.11206,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,3500000,568.49603,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,4000000,882.4081,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,4500000,954.2437,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+13,5000000,1383.2323,2048,False,1408081,3.17e-06,15065,2.68214714,False,,,,,5
+14,500000,633.1196,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,1000000,3241.4277,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,1500000,5702.844,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,2000000,6168.1113,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,2500000,3962.9944,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,3000000,4084.7585,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,3500000,3698.5215,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,4000000,6246.291,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,4500000,6031.917,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
+14,5000000,3334.2104,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,5
 15,500000,1613.0348,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,1000000,3202.3835,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,1500000,469.209,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
@@ -23199,26 +23199,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 15,4000000,2439.0676,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,4500000,4485.483,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,5000000,5002.3457,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
-16,500000,73.540054,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,1000000,210.6041,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,1500000,370.8189,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,2000000,170.60568,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,2500000,343.85614,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,3000000,416.1956,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,3500000,375.35388,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,4000000,371.81592,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,4500000,533.7562,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-16,5000000,434.1656,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,5
-17,500000,322.61298,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,1000000,3081.9084,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,1500000,4438.592,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,2000000,4117.471,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,2500000,4289.3086,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,3000000,4596.6157,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,3500000,4692.3213,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,4000000,5328.0137,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,4500000,4339.5728,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
-17,5000000,5336.2305,1024,False,624594,9.797e-05,3438,0.23571434,False,NaN,NaN,NaN,NaN,5
+16,500000,73.540054,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,1000000,210.6041,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,1500000,370.8189,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,2000000,170.60568,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,2500000,343.85614,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,3000000,416.1956,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,3500000,375.35388,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,4000000,371.81592,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,4500000,533.7562,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+16,5000000,434.1656,1024,False,1409132,1.44e-06,2698,1.74967265,False,,,,,5
+17,500000,322.61298,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,1000000,3081.9084,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,1500000,4438.592,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,2000000,4117.471,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,2500000,4289.3086,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,3000000,4596.6157,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,3500000,4692.3213,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,4000000,5328.0137,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,4500000,4339.5728,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
+17,5000000,5336.2305,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,5
 18,500000,4608.12,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,1000000,382.9661,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,1500000,1747.8971,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
@@ -23229,36 +23229,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 18,4000000,4466.623,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,4500000,3852.005,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,5000000,1706.2551,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
-19,500000,486.39835,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,1000000,1272.0635,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,1500000,562.0239,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,2000000,1130.7798,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,2500000,653.2752,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,3000000,984.8102,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,3500000,983.77057,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,4000000,938.11084,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,4500000,1529.0054,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-19,5000000,4207.043,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,5
-20,500000,207.1842,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,1000000,342.89575,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,1500000,381.69214,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,2000000,414.96674,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,2500000,479.1943,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,3000000,354.74115,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,3500000,447.6703,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,4000000,483.47845,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,4500000,458.34308,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-20,5000000,430.66223,1024,False,547828,0.00977764,3041,8.04606087,False,NaN,NaN,NaN,NaN,5
-21,500000,450.0463,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,1000000,617.36017,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,1500000,4468.7383,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,2000000,4435.883,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,2500000,4401.3325,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,3000000,4083.8386,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,3500000,4192.298,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,4000000,4164.5854,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,4500000,4004.042,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
-21,5000000,4153.5254,512,False,52323,1.09e-05,6958,0.56019594,True,NaN,NaN,NaN,0.12635654,5
+19,500000,486.39835,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,1000000,1272.0635,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,1500000,562.0239,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,2000000,1130.7798,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,2500000,653.2752,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,3000000,984.8102,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,3500000,983.77057,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,4000000,938.11084,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,4500000,1529.0054,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+19,5000000,4207.043,2048,False,434596,0.00206724,4314,0.10997703,False,,,,,5
+20,500000,207.1842,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,1000000,342.89575,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,1500000,381.69214,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,2000000,414.96674,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,2500000,479.1943,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,3000000,354.74115,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,3500000,447.6703,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,4000000,483.47845,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,4500000,458.34308,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+20,5000000,430.66223,1024,False,547828,0.00977764,3041,8.04606087,False,,,,,5
+21,500000,450.0463,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,1000000,617.36017,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,1500000,4468.7383,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,2000000,4435.883,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,2500000,4401.3325,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,3000000,4083.8386,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,3500000,4192.298,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,4000000,4164.5854,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,4500000,4004.042,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
+21,5000000,4153.5254,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,5
 22,500000,644.38635,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,5
 22,1000000,3556.2769,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,5
 22,1500000,4714.0557,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,5
@@ -23269,66 +23269,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 22,4000000,4644.9756,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,5
 22,4500000,4570.949,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,5
 22,5000000,3979.9731,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,5
-23,500000,980.6128,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,1000000,1914.7554,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,1500000,2017.4514,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,2000000,2033.2039,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,2500000,1344.0133,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,3000000,1074.9429,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,3500000,694.8882,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,4000000,3117.5498,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,4500000,4630.615,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-23,5000000,2489.6016,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,5
-24,500000,388.4131,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,1000000,3969.8435,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,1500000,2147.5,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,2000000,1806.6005,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,2500000,1819.2246,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,3000000,5281.9785,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,3500000,555.3444,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,4000000,7176.116,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,4500000,821.378,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-24,5000000,8075.6914,2048,False,564196,0.00085517,1047,0.93595548,False,NaN,NaN,NaN,NaN,5
-25,500000,467.1375,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,1000000,2537.1865,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,1500000,6246.818,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,2000000,6463.576,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,2500000,2925.2334,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,3000000,4274.9385,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,3500000,4803.995,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,4000000,2550.6372,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,4500000,5544.375,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-25,5000000,5144.7803,2048,False,1598611,0.00141984,14325,0.38551437,False,NaN,NaN,NaN,NaN,5
-26,500000,617.3081,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,1000000,4427.756,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,1500000,3765.4243,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,2000000,1666.3181,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,2500000,1448.9905,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,3000000,523.4198,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,3500000,4863.3,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,4000000,1359.679,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,4500000,5093.997,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-26,5000000,3093.7444,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,NaN,5
-27,500000,209.10992,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,1000000,209.37033,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,1500000,209.39194,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,2000000,209.5622,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,2500000,208.99478,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,3000000,209.4443,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,3500000,209.92789,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,4000000,209.56198,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,4500000,209.41162,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-27,5000000,209.7106,2048,False,1921710,0.03410182,12682,0.46375681,True,NaN,NaN,NaN,0.06289291,5
-28,500000,416.43622,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,1000000,386.2114,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,1500000,551.74084,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,2000000,536.56287,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,2500000,730.3474,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,3000000,584.46985,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,3500000,2553.747,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,4000000,4962.455,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,4500000,5071.486,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
-28,5000000,5013.0713,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,NaN,5
+23,500000,980.6128,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,1000000,1914.7554,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,1500000,2017.4514,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,2000000,2033.2039,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,2500000,1344.0133,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,3000000,1074.9429,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,3500000,694.8882,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,4000000,3117.5498,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,4500000,4630.615,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+23,5000000,2489.6016,2048,False,167783,0.00057672,9576,8.39214071,True,,,,0.93023402,5
+24,500000,388.4131,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,1000000,3969.8435,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,1500000,2147.5,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,2000000,1806.6005,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,2500000,1819.2246,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,3000000,5281.9785,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,3500000,555.3444,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,4000000,7176.116,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,4500000,821.378,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+24,5000000,8075.6914,2048,False,564196,0.00085517,1047,0.93595548,False,,,,,5
+25,500000,467.1375,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,1000000,2537.1865,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,1500000,6246.818,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,2000000,6463.576,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,2500000,2925.2334,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,3000000,4274.9385,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,3500000,4803.995,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,4000000,2550.6372,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,4500000,5544.375,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+25,5000000,5144.7803,2048,False,1598611,0.00141984,14325,0.38551437,False,,,,,5
+26,500000,617.3081,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,1000000,4427.756,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,1500000,3765.4243,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,2000000,1666.3181,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,2500000,1448.9905,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,3000000,523.4198,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,3500000,4863.3,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,4000000,1359.679,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,4500000,5093.997,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+26,5000000,3093.7444,2048,True,995297,0.0015753,6039,0.18784539,False,0.19794943,0.51620579,1e-08,,5
+27,500000,209.10992,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,1000000,209.37033,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,1500000,209.39194,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,2000000,209.5622,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,2500000,208.99478,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,3000000,209.4443,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,3500000,209.92789,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,4000000,209.56198,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,4500000,209.41162,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+27,5000000,209.7106,2048,False,1921710,0.03410182,12682,0.46375681,True,,,,0.06289291,5
+28,500000,416.43622,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,1000000,386.2114,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,1500000,551.74084,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,2000000,536.56287,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,2500000,730.3474,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,3000000,584.46985,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,3500000,2553.747,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,4000000,4962.455,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,4500000,5071.486,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
+28,5000000,5013.0713,2048,True,1541397,5.43e-06,1302,0.15107968,False,0.25291354,0.42633407,6.1e-07,,5
 29,500000,155.11266,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,1000000,374.16687,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,1500000,226.19528,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
@@ -23339,16 +23339,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,488.13165,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,4500000,724.9104,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,5000000,948.77997,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
-30,500000,1081.1444,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,1000000,3212.6848,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,1500000,3881.9158,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,2000000,209.91669,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,2500000,731.41016,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,3000000,4794.239,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,3500000,4843.2744,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,4000000,2700.6802,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,4500000,2299.6853,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
-30,5000000,4789.718,512,False,114661,0.00305482,12758,3.58769176,True,NaN,NaN,NaN,0.37714427,5
+30,500000,1081.1444,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,1000000,3212.6848,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,1500000,3881.9158,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,2000000,209.91669,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,2500000,731.41016,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,3000000,4794.239,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,3500000,4843.2744,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,4000000,2700.6802,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,4500000,2299.6853,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
+30,5000000,4789.718,512,False,114661,0.00305482,12758,3.58769176,True,,,,0.37714427,5
 31,500000,390.06152,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,1000000,408.49716,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,1500000,395.5663,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
@@ -23359,76 +23359,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,370.5783,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,4500000,373.94464,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,5000000,380.47537,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
-32,500000,1536.0981,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,1000000,4490.052,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,1500000,1159.3129,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,2000000,1008.63367,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,2500000,3961.45,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,3000000,3529.8364,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,3500000,4675.247,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,4000000,2978.8245,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,4500000,3228.3687,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-32,5000000,4076.2083,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,5
-33,500000,569.3109,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,1000000,4888.93,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,1500000,3756.792,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,2000000,6006.165,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,2500000,5698.4126,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,3000000,6666.207,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,3500000,2649.4907,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,4000000,2843.9927,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,4500000,2148.073,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-33,5000000,364.62558,1024,False,917762,0.00417675,6538,6.4281912,False,NaN,NaN,NaN,NaN,5
-34,500000,211.20105,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,1000000,211.7879,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,1500000,211.65546,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,2000000,211.2392,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,2500000,211.85043,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,3000000,211.34897,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,3500000,211.71555,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,4000000,211.25293,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,4500000,211.82193,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-34,5000000,211.15527,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,NaN,5
-35,500000,1350.2799,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,1000000,4182.1597,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,1500000,1473.8086,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,2000000,708.6282,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,2500000,5264.1104,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,3000000,540.0459,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,3500000,886.82434,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,4000000,862.84424,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,4500000,498.1565,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-35,5000000,1486.658,2048,False,319689,0.00139474,6528,0.13348298,True,NaN,NaN,NaN,0.95939289,5
-36,500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,1000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,1500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,2000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,2500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,3000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,3500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,4000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,4500000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-36,5000000,NaN,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
-37,500000,211.96996,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,1000000,240.62474,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,1500000,326.14178,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,2000000,423.07074,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,2500000,481.59177,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,3000000,367.945,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,3500000,333.97424,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,4000000,405.76382,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,4500000,398.61652,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-37,5000000,398.4356,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,5
-38,500000,212.88055,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,1000000,212.3499,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,1500000,212.57864,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,2000000,212.73456,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,2500000,212.64941,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,3000000,212.81454,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,3500000,212.80524,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,4000000,212.88058,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,4500000,212.13329,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
-38,5000000,212.49725,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,5
+32,500000,1536.0981,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,1000000,4490.052,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,1500000,1159.3129,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,2000000,1008.63367,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,2500000,3961.45,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,3000000,3529.8364,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,3500000,4675.247,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,4000000,2978.8245,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,4500000,3228.3687,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+32,5000000,4076.2083,1024,False,1072830,0.00255248,4548,0.18101774,True,,,,0.54836789,5
+33,500000,569.3109,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,1000000,4888.93,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,1500000,3756.792,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,2000000,6006.165,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,2500000,5698.4126,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,3000000,6666.207,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,3500000,2649.4907,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,4000000,2843.9927,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,4500000,2148.073,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+33,5000000,364.62558,1024,False,917762,0.00417675,6538,6.4281912,False,,,,,5
+34,500000,211.20105,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,1000000,211.7879,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,1500000,211.65546,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,2000000,211.2392,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,2500000,211.85043,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,3000000,211.34897,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,3500000,211.71555,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,4000000,211.25293,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,4500000,211.82193,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+34,5000000,211.15527,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,5
+35,500000,1350.2799,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,1000000,4182.1597,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,1500000,1473.8086,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,2000000,708.6282,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,2500000,5264.1104,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,3000000,540.0459,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,3500000,886.82434,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,4000000,862.84424,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,4500000,498.1565,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+35,5000000,1486.658,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,5
+36,500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,1000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,1500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,2000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,2500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,3000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,3500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,4000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,4500000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+36,5000000,,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
+37,500000,211.96996,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,1000000,240.62474,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,1500000,326.14178,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,2000000,423.07074,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,2500000,481.59177,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,3000000,367.945,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,3500000,333.97424,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,4000000,405.76382,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,4500000,398.61652,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+37,5000000,398.4356,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,5
+38,500000,212.88055,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,1000000,212.3499,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,1500000,212.57864,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,2000000,212.73456,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,2500000,212.64941,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,3000000,212.81454,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,3500000,212.80524,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,4000000,212.88058,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,4500000,212.13329,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
+38,5000000,212.49725,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
 39,500000,326.07288,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,1000000,516.9988,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,1500000,808.146,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
@@ -23439,16 +23439,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 39,4000000,4584.3745,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,4500000,4580.4385,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,5000000,3938.6533,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
-40,500000,258.5647,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,1000000,263.14185,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,1500000,470.8922,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,2000000,489.91187,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,2500000,424.05426,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,3000000,388.0584,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,3500000,461.08133,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,4000000,498.6903,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,4500000,783.1545,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
-40,5000000,615.845,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,5
+40,500000,258.5647,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,1000000,263.14185,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,1500000,470.8922,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,2000000,489.91187,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,2500000,424.05426,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,3000000,388.0584,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,3500000,461.08133,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,4000000,498.6903,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,4500000,783.1545,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
+40,5000000,615.845,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,5
 41,500000,207.615,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,1000000,207.68408,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,1500000,207.83147,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
@@ -23459,36 +23459,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 41,4000000,207.86337,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,4500000,207.44247,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,5000000,207.62451,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
-42,500000,325.65854,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,1000000,419.99976,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,1500000,470.28165,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,2000000,1170.3484,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,2500000,2310.3955,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,3000000,4835.9297,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,3500000,4893.458,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,4000000,4807.591,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,4500000,4585.831,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-42,5000000,4520.416,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,5
-43,500000,1918.4427,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,1000000,4959.2075,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,1500000,4966.241,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,2000000,4368.755,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,2500000,3124.1846,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,3000000,4812.1357,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,3500000,4248.382,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,4000000,4575.6,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,4500000,4408.1343,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-43,5000000,4632.6094,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,5
-44,500000,189.5927,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,1000000,141.17041,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,1500000,141.68878,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,2000000,140.85709,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,2500000,137.15288,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,3000000,141.53534,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,3500000,135.85406,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,4000000,130.4508,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,4500000,129.89122,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
-44,5000000,132.26825,512,False,766248,0.02998675,15857,1.24099435,True,NaN,NaN,NaN,0.55655749,5
+42,500000,325.65854,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,1000000,419.99976,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,1500000,470.28165,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,2000000,1170.3484,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,2500000,2310.3955,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,3000000,4835.9297,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,3500000,4893.458,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,4000000,4807.591,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,4500000,4585.831,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+42,5000000,4520.416,1024,False,476395,7.23e-06,7361,0.4063842,False,,,,,5
+43,500000,1918.4427,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,1000000,4959.2075,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,1500000,4966.241,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,2000000,4368.755,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,2500000,3124.1846,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,3000000,4812.1357,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,3500000,4248.382,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,4000000,4575.6,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,4500000,4408.1343,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+43,5000000,4632.6094,2048,False,1501785,0.00314684,15860,9.74544286,True,,,,0.42331151,5
+44,500000,189.5927,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,1000000,141.17041,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,1500000,141.68878,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,2000000,140.85709,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,2500000,137.15288,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,3000000,141.53534,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,3500000,135.85406,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,4000000,130.4508,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,4500000,129.89122,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
+44,5000000,132.26825,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
 45,500000,353.48932,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,1000000,590.2942,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,1500000,1194.6707,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
@@ -23499,26 +23499,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 45,4000000,4396.393,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,4500000,4316.7656,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,5000000,4290.4204,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
-46,500000,392.33234,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,1000000,936.9782,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,1500000,1914.4708,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,2000000,1193.4303,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,2500000,331.13898,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,3000000,1200.0374,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,3500000,2270.559,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,4000000,267.1045,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,4500000,2626.336,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-46,5000000,432.6217,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,5
-47,500000,501.9598,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,1000000,3021.1711,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,1500000,4884.5713,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,2000000,5567.4004,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,2500000,3726.5627,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,3000000,4418.124,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,3500000,5443.202,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,4000000,4129.839,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,4500000,4345.674,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
-47,5000000,5598.3467,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,5
+46,500000,392.33234,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,1000000,936.9782,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,1500000,1914.4708,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,2000000,1193.4303,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,2500000,331.13898,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,3000000,1200.0374,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,3500000,2270.559,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,4000000,267.1045,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,4500000,2626.336,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+46,5000000,432.6217,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,5
+47,500000,501.9598,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,1000000,3021.1711,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,1500000,4884.5713,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,2000000,5567.4004,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,2500000,3726.5627,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,3000000,4418.124,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,3500000,5443.202,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,4000000,4129.839,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,4500000,4345.674,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
+47,5000000,5598.3467,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,5
 48,500000,4464.1094,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,5
 48,1000000,4432.4346,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,5
 48,1500000,3726.4097,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,5
@@ -23549,16 +23549,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 50,4000000,4202.5254,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,5
 50,4500000,4764.51,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,5
 50,5000000,908.27563,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,5
-51,500000,558.5305,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,1000000,5322.5703,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,1500000,6644.532,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,2000000,6784.9688,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,2500000,4365.074,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,3000000,3357.4526,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,3500000,4830.313,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,4000000,6928.7637,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,4500000,4681.0273,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,5000000,6212.9814,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
+51,500000,558.5305,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,1000000,5322.5703,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,1500000,6644.532,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,2000000,6784.9688,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,2500000,4365.074,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,3000000,3357.4526,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,3500000,4830.313,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,4000000,6928.7637,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,4500000,4681.0273,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,5000000,6212.9814,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
 52,500000,426.2445,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,1000000,470.18082,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,1500000,1151.0806,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
@@ -23569,26 +23569,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,4383.9043,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,4500000,4233.4297,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,5000000,4624.76,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
-53,500000,122.42178,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,1000000,274.35065,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,1500000,358.58548,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,2000000,302.94742,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,2500000,347.35028,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,3000000,411.0258,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,3500000,402.64258,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,4000000,454.87463,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,4500000,409.37335,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,5000000,436.94763,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-54,500000,531.8747,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,1000000,4442.4365,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,1500000,4672.6973,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,2000000,4577.399,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,2500000,4559.961,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,3000000,4733.994,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,3500000,4106.258,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,4000000,4402.727,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,4500000,4709.0557,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
-54,5000000,4703.2866,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,5
+53,500000,122.42178,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,1000000,274.35065,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,1500000,358.58548,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,2000000,302.94742,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,2500000,347.35028,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,3000000,411.0258,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,3500000,402.64258,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,4000000,454.87463,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,4500000,409.37335,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+53,5000000,436.94763,512,False,495568,1.58e-06,982,0.13248206,False,,,,,5
+54,500000,531.8747,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,1000000,4442.4365,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,1500000,4672.6973,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,2000000,4577.399,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,2500000,4559.961,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,3000000,4733.994,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,3500000,4106.258,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,4000000,4402.727,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,4500000,4709.0557,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,5000000,4703.2866,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
 55,500000,371.6931,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,1000000,214.67572,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,1500000,382.78336,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
@@ -23599,36 +23599,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,4294.7734,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,4500000,3399.0642,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,5000000,4383.4404,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
-56,500000,209.68454,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,1000000,209.6247,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,1500000,209.72307,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,2000000,209.62119,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,2500000,209.69049,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,3000000,209.78624,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,3500000,209.76408,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,4000000,209.88188,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,4500000,209.8801,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,5000000,209.78705,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-57,500000,250.8754,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,1000000,296.94717,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,1500000,413.48053,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,2000000,463.28998,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,2500000,507.6699,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,3000000,394.28534,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,3500000,629.3507,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,4000000,441.0921,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,4500000,1612.2104,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-57,5000000,672.03455,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,5
-58,500000,209.31949,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,1000000,209.54861,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,1500000,209.53662,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,2000000,209.63818,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,2500000,210.07675,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,3000000,209.55087,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,3500000,209.53355,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,4000000,209.95535,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,4500000,209.52255,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
-58,5000000,209.16621,1024,False,1696457,0.04777057,16113,0.63038139,True,NaN,NaN,NaN,0.86344197,5
+56,500000,209.68454,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,1000000,209.6247,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,1500000,209.72307,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,2000000,209.62119,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,2500000,209.69049,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,3000000,209.78624,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,3500000,209.76408,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,4000000,209.88188,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,4500000,209.8801,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+56,5000000,209.78705,1024,False,795131,0.09917221,5765,2.77212836,False,,,,,5
+57,500000,250.8754,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,1000000,296.94717,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,1500000,413.48053,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,2000000,463.28998,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,2500000,507.6699,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,3000000,394.28534,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,3500000,629.3507,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,4000000,441.0921,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,4500000,1612.2104,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+57,5000000,672.03455,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,,5
+58,500000,209.31949,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,1000000,209.54861,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,1500000,209.53662,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,2000000,209.63818,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,2500000,210.07675,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,3000000,209.55087,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,3500000,209.53355,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,4000000,209.95535,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,4500000,209.52255,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
+58,5000000,209.16621,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
 59,500000,315.93436,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,1000000,514.59045,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,1500000,701.4803,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
@@ -23639,46 +23639,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 59,4000000,4054.044,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,4500000,3875.1006,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,5000000,4325.13,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
-60,500000,448.0833,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,1000000,1093.8485,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,1500000,4409.7217,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,2000000,4537.5312,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,2500000,4662.6343,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,3000000,4634.99,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,3500000,4778.507,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,4000000,4845.168,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,4500000,4777.551,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,5000000,4758.582,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-61,500000,237.92853,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,1000000,449.5619,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,1500000,502.97162,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,2000000,521.75006,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,2500000,474.33548,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,3000000,406.36246,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,3500000,467.3195,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,4000000,465.88556,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,4500000,537.3313,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-61,5000000,536.35583,1024,False,141036,0.01294296,10706,2.83586093,False,NaN,NaN,NaN,NaN,5
-62,500000,577.78357,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,1000000,2220.546,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,1500000,2011.2744,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,2000000,3947.8027,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,2500000,686.7295,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,3000000,4277.3726,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,3500000,6885.201,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,4000000,8380.102,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,4500000,6922.103,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-62,5000000,8607.74,512,False,220480,0.00107533,11522,1.86025571,False,NaN,NaN,NaN,NaN,5
-63,500000,313.11102,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,1000000,405.43732,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,1500000,531.42126,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,2000000,590.7229,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,2500000,1387.4409,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,3000000,3873.4019,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,3500000,4351.2603,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,4000000,4376.8545,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,4500000,4376.454,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
-63,5000000,4363.872,1024,False,730850,8.97e-06,313,1.08717543,False,NaN,NaN,NaN,NaN,5
+60,500000,448.0833,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,1000000,1093.8485,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,1500000,4409.7217,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,2000000,4537.5312,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,2500000,4662.6343,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,3000000,4634.99,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,3500000,4778.507,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,4000000,4845.168,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,4500000,4777.551,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+60,5000000,4758.582,1024,False,235535,2.271e-05,6616,0.63041172,False,,,,,5
+61,500000,237.92853,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,1000000,449.5619,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,1500000,502.97162,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,2000000,521.75006,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,2500000,474.33548,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,3000000,406.36246,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,3500000,467.3195,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,4000000,465.88556,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,4500000,537.3313,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+61,5000000,536.35583,1024,False,141036,0.01294296,10706,2.83586093,False,,,,,5
+62,500000,577.78357,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,1000000,2220.546,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,1500000,2011.2744,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,2000000,3947.8027,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,2500000,686.7295,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,3000000,4277.3726,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,3500000,6885.201,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,4000000,8380.102,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,4500000,6922.103,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+62,5000000,8607.74,512,False,220480,0.00107533,11522,1.86025571,False,,,,,5
+63,500000,313.11102,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,1000000,405.43732,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,1500000,531.42126,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,2000000,590.7229,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,2500000,1387.4409,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,3000000,3873.4019,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,3500000,4351.2603,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,4000000,4376.8545,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,4500000,4376.454,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
+63,5000000,4363.872,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,5
 64,500000,69.7829,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,1000000,196.3037,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,1500000,212.26868,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
@@ -23689,26 +23689,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 64,4000000,557.75616,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,4500000,618.453,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,5000000,734.15015,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
-65,500000,418.0325,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,1000000,613.2396,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,1500000,1162.178,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,2000000,3184.1782,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,2500000,4456.3633,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,3000000,4960.287,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,3500000,5153.4756,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,4000000,5192.8496,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,4500000,5137.4717,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-65,5000000,5423.114,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,5
-66,500000,1005.7161,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,1000000,4309.6646,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,1500000,4659.476,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,2000000,4680.4355,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,2500000,4531.3955,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,3000000,1595.3727,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,3500000,4575.4316,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,4000000,4304.0024,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,4500000,4667.239,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
-66,5000000,4711.7295,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,5
+65,500000,418.0325,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,1000000,613.2396,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,1500000,1162.178,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,2000000,3184.1782,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,2500000,4456.3633,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,3000000,4960.287,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,3500000,5153.4756,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,4000000,5192.8496,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,4500000,5137.4717,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+65,5000000,5423.114,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,5
+66,500000,1005.7161,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,1000000,4309.6646,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,1500000,4659.476,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,2000000,4680.4355,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,2500000,4531.3955,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,3000000,1595.3727,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,3500000,4575.4316,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,4000000,4304.0024,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,4500000,4667.239,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
+66,5000000,4711.7295,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,5
 67,500000,226.51645,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,1000000,302.734,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,1500000,329.51624,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
@@ -23719,26 +23719,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 67,4000000,627.7716,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,4500000,910.5416,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,5000000,3387.6782,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
-68,500000,1014.9102,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,1000000,3066.5415,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,1500000,1035.7266,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,2000000,4513.618,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,2500000,2960.0833,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,3000000,1905.4824,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,3500000,4833.142,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,4000000,5020.1094,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,4500000,3689.355,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-68,5000000,252.43289,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,5
-69,500000,288.39276,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,1000000,1648.5221,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,1500000,5536.1094,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,2000000,5751.4463,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,2500000,6218.2896,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,3000000,5900.2676,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,3500000,6353.299,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,4000000,4934.204,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,4500000,6652.957,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
-69,5000000,2492.71,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,5
+68,500000,1014.9102,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,1000000,3066.5415,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,1500000,1035.7266,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,2000000,4513.618,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,2500000,2960.0833,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,3000000,1905.4824,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,3500000,4833.142,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,4000000,5020.1094,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,4500000,3689.355,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+68,5000000,252.43289,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,5
+69,500000,288.39276,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,1000000,1648.5221,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,1500000,5536.1094,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,2000000,5751.4463,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,2500000,6218.2896,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,3000000,5900.2676,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,3500000,6353.299,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,4000000,4934.204,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,4500000,6652.957,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
+69,5000000,2492.71,512,False,917561,0.00016708,5507,5.77239771,False,,,,,5
 70,500000,411.3913,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,1000000,446.61243,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,1500000,907.9566,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
@@ -23749,16 +23749,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 70,4000000,4899.338,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,4500000,4738.265,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,5000000,4663.0796,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
-71,500000,260.06754,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,1000000,424.7823,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,1500000,362.21848,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,2000000,561.3109,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,2500000,651.5132,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,3000000,499.8551,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,3500000,834.89526,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,4000000,1080.0891,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,4500000,1656.7224,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
-71,5000000,4779.36,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,5
+71,500000,260.06754,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,1000000,424.7823,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,1500000,362.21848,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,2000000,561.3109,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,2500000,651.5132,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,3000000,499.8551,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,3500000,834.89526,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,4000000,1080.0891,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,4500000,1656.7224,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
+71,5000000,4779.36,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
 72,500000,210.46356,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,1000000,210.34784,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,1500000,210.3429,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
@@ -23769,16 +23769,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 72,4000000,210.36896,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,4500000,210.20456,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,5000000,210.41675,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
-73,500000,207.21883,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,1000000,207.40372,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,1500000,207.43193,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,2000000,207.33237,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,2500000,207.65175,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,3000000,207.49652,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,3500000,207.54007,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,4000000,208.22226,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,4500000,208.17503,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
-73,5000000,208.01135,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,5
+73,500000,207.21883,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,1000000,207.40372,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,1500000,207.43193,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,2000000,207.33237,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,2500000,207.65175,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,3000000,207.49652,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,3500000,207.54007,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,4000000,208.22226,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,4500000,208.17503,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
+73,5000000,208.01135,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,5
 74,500000,814.2329,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,5
 74,1000000,4444.5645,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,5
 74,1500000,4310.3076,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,5
@@ -23794,11 +23794,11 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 75,1500000,232.56282,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
 75,2000000,359.65173,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
 75,2500000,390.46887,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
-75,3000000,NaN,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
-75,3500000,NaN,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
-75,4000000,NaN,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
-75,4500000,NaN,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
-75,5000000,NaN,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
+75,3000000,,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
+75,3500000,,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
+75,4000000,,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
+75,4500000,,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
+75,5000000,,2048,True,1716821,0.01033872,2607,1.62713623,True,0.73060928,0.64108765,1.147e-05,0.4845907,5
 76,500000,609.8904,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
 76,1000000,3988.589,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
 76,1500000,826.5595,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
@@ -23809,56 +23809,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,732.8677,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
 76,4500000,2712.6113,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
 76,5000000,2608.647,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
-77,500000,209.35825,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,1000000,209.72188,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,1500000,209.60497,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,2000000,209.5954,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,2500000,209.92221,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,3000000,209.82657,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,3500000,210.02457,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,4000000,209.93976,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,4500000,209.94695,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-77,5000000,209.81421,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,5
-78,500000,217.75064,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,1000000,217.26337,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,1500000,216.56667,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,2000000,217.07709,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,2500000,217.23438,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,3000000,216.80807,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,3500000,216.80827,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,4000000,216.81659,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,4500000,216.57355,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-78,5000000,216.64465,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,5
-79,500000,4061.887,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,1000000,3448.477,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,1500000,1992.0034,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,2000000,3984.9219,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,2500000,2455.1514,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,3000000,956.55804,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,3500000,4379.0986,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,4000000,4765.494,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,4500000,4415.833,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-79,5000000,3525.563,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,5
-80,500000,208.6775,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,1000000,213.54135,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,1500000,253.80807,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,2000000,292.09412,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,2500000,314.54166,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,3000000,311.51932,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,3500000,320.80478,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,4000000,361.91156,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,4500000,365.77002,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-80,5000000,344.00247,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,5
-81,500000,383.19836,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,1000000,4271.961,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,1500000,5077.745,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,2000000,3292.6106,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,2500000,2699.715,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,3000000,4873.123,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,3500000,326.50397,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,4000000,6078.862,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,4500000,5739.7534,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
-81,5000000,279.30316,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,NaN,5
+77,500000,209.35825,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,1000000,209.72188,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,1500000,209.60497,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,2000000,209.5954,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,2500000,209.92221,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,3000000,209.82657,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,3500000,210.02457,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,4000000,209.93976,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,4500000,209.94695,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+77,5000000,209.81421,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,,5
+78,500000,217.75064,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,1000000,217.26337,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,1500000,216.56667,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,2000000,217.07709,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,2500000,217.23438,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,3000000,216.80807,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,3500000,216.80827,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,4000000,216.81659,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,4500000,216.57355,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+78,5000000,216.64465,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,,5
+79,500000,4061.887,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,1000000,3448.477,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,1500000,1992.0034,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,2000000,3984.9219,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,2500000,2455.1514,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,3000000,956.55804,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,3500000,4379.0986,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,4000000,4765.494,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,4500000,4415.833,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+79,5000000,3525.563,1024,False,371870,0.00046062,5345,0.42962062,True,,,,0.73442674,5
+80,500000,208.6775,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,1000000,213.54135,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,1500000,253.80807,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,2000000,292.09412,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,2500000,314.54166,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,3000000,311.51932,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,3500000,320.80478,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,4000000,361.91156,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,4500000,365.77002,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+80,5000000,344.00247,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,,5
+81,500000,383.19836,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,1000000,4271.961,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,1500000,5077.745,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,2000000,3292.6106,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,2500000,2699.715,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,3000000,4873.123,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,3500000,326.50397,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,4000000,6078.862,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,4500000,5739.7534,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,5000000,279.30316,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
 82,500000,218.33981,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,1000000,216.96912,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,1500000,217.43286,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
@@ -23869,26 +23869,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 82,4000000,216.72351,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,4500000,216.46277,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,5000000,216.31842,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
-83,500000,445.8572,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,1000000,784.1978,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,1500000,4354.246,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,2000000,3600.9312,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,2500000,4472.317,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,3000000,4371.6104,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,3500000,4647.009,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,4000000,4651.118,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,4500000,4736.318,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,5000000,4547.332,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-84,500000,202.59348,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,1000000,400.5112,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,1500000,284.0209,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,2000000,328.7032,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,2500000,434.21436,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,3000000,526.7671,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,3500000,409.59113,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,4000000,413.12375,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,4500000,474.04922,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
-84,5000000,560.7346,1024,False,1451428,1.56e-06,12667,0.27148166,False,NaN,NaN,NaN,NaN,5
+83,500000,445.8572,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,1000000,784.1978,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,1500000,4354.246,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,2000000,3600.9312,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,2500000,4472.317,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,3000000,4371.6104,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,3500000,4647.009,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,4000000,4651.118,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,4500000,4736.318,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+83,5000000,4547.332,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
+84,500000,202.59348,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,1000000,400.5112,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,1500000,284.0209,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,2000000,328.7032,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,2500000,434.21436,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,3000000,526.7671,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,3500000,409.59113,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,4000000,413.12375,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,4500000,474.04922,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,5000000,560.7346,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
 85,500000,664.1383,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,5
 85,1000000,4561.149,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,5
 85,1500000,3278.665,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,5
@@ -23909,46 +23909,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 86,4000000,495.88925,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,5
 86,4500000,489.83524,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,5
 86,5000000,510.07867,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,5
-87,500000,454.19995,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,1000000,472.2489,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,1500000,1182.0837,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,2000000,4931.9473,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,2500000,4855.909,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,3000000,4667.5293,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,3500000,4646.4316,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,4000000,4630.7275,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,4500000,4575.0767,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,5000000,4633.3594,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-88,500000,357.767,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,1000000,274.959,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,1500000,452.89822,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,2000000,476.49127,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,2500000,371.52283,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,3000000,689.94275,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,3500000,687.96515,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,4000000,1012.9592,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,4500000,1675.4039,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-88,5000000,2804.3054,512,False,1469899,7.63e-06,15388,1.02949549,False,NaN,NaN,NaN,NaN,5
-89,500000,2198.319,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,1000000,2915.3828,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,1500000,1337.1653,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,2000000,3839.5774,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,2500000,2995.0618,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,3000000,1450.3424,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,3500000,309.01248,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,4000000,72.69173,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,4500000,58.46998,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-89,5000000,93.25731,1024,False,1610727,0.00416588,9162,6.99192896,True,NaN,NaN,NaN,0.77351321,5
-90,500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,1000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,1500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,2000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,2500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,3000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,3500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,4000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,4500000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
-90,5000000,NaN,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,5
+87,500000,454.19995,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,1000000,472.2489,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,1500000,1182.0837,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,2000000,4931.9473,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,2500000,4855.909,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,3000000,4667.5293,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,3500000,4646.4316,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,4000000,4630.7275,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,4500000,4575.0767,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+87,5000000,4633.3594,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,5
+88,500000,357.767,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,1000000,274.959,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,1500000,452.89822,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,2000000,476.49127,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,2500000,371.52283,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,3000000,689.94275,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,3500000,687.96515,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,4000000,1012.9592,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,4500000,1675.4039,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+88,5000000,2804.3054,512,False,1469899,7.63e-06,15388,1.02949549,False,,,,,5
+89,500000,2198.319,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,1000000,2915.3828,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,1500000,1337.1653,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,2000000,3839.5774,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,2500000,2995.0618,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,3000000,1450.3424,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,3500000,309.01248,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,4000000,72.69173,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,4500000,58.46998,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+89,5000000,93.25731,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,5
+90,500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,1000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,1500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,2000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,2500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,3000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,3500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,4000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,4500000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,5000000,,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
 91,500000,79.794075,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,1000000,376.73853,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,1500000,298.7851,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
@@ -23959,26 +23959,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 91,4000000,485.1543,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,4500000,536.82056,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,5000000,485.73834,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
-92,500000,392.8164,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,1000000,1995.624,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,1500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,2000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,2500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,3000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,3500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,4000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,4500000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-92,5000000,NaN,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,5
-93,500000,631.82745,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,1000000,3760.9692,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,1500000,3902.0579,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,2000000,4539.119,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,2500000,3133.6333,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,3000000,4423.5527,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,3500000,4271.0015,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,4000000,3772.152,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,4500000,4567.847,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
-93,5000000,4650.717,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,5
+92,500000,392.8164,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,1000000,1995.624,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,1500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,2000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,2500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,3000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,3500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,4000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,4500000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+92,5000000,,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,,5
+93,500000,631.82745,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,1000000,3760.9692,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,1500000,3902.0579,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,2000000,4539.119,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,2500000,3133.6333,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,3000000,4423.5527,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,3500000,4271.0015,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,4000000,3772.152,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,4500000,4567.847,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
+93,5000000,4650.717,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,5
 94,500000,515.84576,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,1000000,3100.2146,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,1500000,3795.2144,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
@@ -23989,76 +23989,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,4290.949,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,4500000,4555.878,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,5000000,4366.339,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
-95,500000,2562.089,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,1000000,4167.3076,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,1500000,5363.416,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,2000000,5147.1504,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,2500000,4913.4604,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,3000000,2180.4902,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,3500000,4113.1396,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,4000000,5178.365,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,4500000,5168.6133,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-95,5000000,5350.5996,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,5
-96,500000,1704.8699,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,1000000,3238.2883,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,1500000,4970.836,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,2000000,4068.1572,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,2500000,4916.294,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,3000000,4411.155,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,3500000,4740.3394,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,4000000,3619.3994,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,4500000,4554.225,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-96,5000000,2554.7964,512,False,1430578,0.00061696,11550,0.68750162,True,NaN,NaN,NaN,0.06056473,5
-97,500000,228.94867,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,1000000,211.64804,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,1500000,334.50302,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,2000000,306.75244,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,2500000,458.6516,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,3000000,561.75354,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,3500000,506.96472,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,4000000,398.66742,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,4500000,410.9903,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-97,5000000,403.14386,2048,False,304922,1.01e-06,15429,0.36028866,True,NaN,NaN,NaN,0.97534373,5
-98,500000,216.91327,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,1000000,490.10663,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,1500000,1204.2439,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,2000000,3408.1184,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,2500000,1841.9412,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,3000000,2584.2188,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,3500000,2508.9885,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,4000000,5013.0537,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,4500000,4752.128,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-98,5000000,4822.6274,1024,False,796454,0.00745598,2309,8.60350874,False,NaN,NaN,NaN,NaN,5
-99,500000,514.70795,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,1000000,1019.83203,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,1500000,2466.9148,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,2000000,1211.314,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,2500000,1521.1912,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,3000000,1187.5563,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,3500000,3321.9517,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,4000000,1863.5411,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,4500000,468.4042,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-99,5000000,2545.382,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,NaN,5
-100,500000,407.35974,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,1000000,1333.7397,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,1500000,887.5709,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,2000000,1023.56226,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,2500000,2593.588,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,3000000,2639.0532,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,3500000,1142.6079,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,4000000,1300.7019,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,4500000,3113.6997,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-100,5000000,3847.6143,512,False,532563,0.01382716,16141,3.6880202,False,NaN,NaN,NaN,NaN,5
-101,500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,1000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,1500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,2000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,2500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,3000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,3500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,4000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,4500000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
-101,5000000,NaN,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+95,500000,2562.089,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,1000000,4167.3076,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,1500000,5363.416,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,2000000,5147.1504,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,2500000,4913.4604,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,3000000,2180.4902,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,3500000,4113.1396,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,4000000,5178.365,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,4500000,5168.6133,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+95,5000000,5350.5996,1024,False,1706643,0.00023803,15880,0.33983264,True,,,,0.24044495,5
+96,500000,1704.8699,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,1000000,3238.2883,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,1500000,4970.836,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,2000000,4068.1572,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,2500000,4916.294,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,3000000,4411.155,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,3500000,4740.3394,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,4000000,3619.3994,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,4500000,4554.225,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+96,5000000,2554.7964,512,False,1430578,0.00061696,11550,0.68750162,True,,,,0.06056473,5
+97,500000,228.94867,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,1000000,211.64804,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,1500000,334.50302,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,2000000,306.75244,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,2500000,458.6516,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,3000000,561.75354,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,3500000,506.96472,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,4000000,398.66742,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,4500000,410.9903,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+97,5000000,403.14386,2048,False,304922,1.01e-06,15429,0.36028866,True,,,,0.97534373,5
+98,500000,216.91327,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,1000000,490.10663,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,1500000,1204.2439,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,2000000,3408.1184,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,2500000,1841.9412,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,3000000,2584.2188,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,3500000,2508.9885,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,4000000,5013.0537,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,4500000,4752.128,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+98,5000000,4822.6274,1024,False,796454,0.00745598,2309,8.60350874,False,,,,,5
+99,500000,514.70795,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,1000000,1019.83203,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,1500000,2466.9148,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,2000000,1211.314,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,2500000,1521.1912,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,3000000,1187.5563,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,3500000,3321.9517,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,4000000,1863.5411,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,4500000,468.4042,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+99,5000000,2545.382,1024,True,241455,0.00594984,14501,0.15867317,False,0.02688988,0.96738437,1.19e-06,,5
+100,500000,407.35974,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,1000000,1333.7397,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,1500000,887.5709,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,2000000,1023.56226,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,2500000,2593.588,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,3000000,2639.0532,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,3500000,1142.6079,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,4000000,1300.7019,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,4500000,3113.6997,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+100,5000000,3847.6143,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
+101,500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,1000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,1500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,2000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,2500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,3000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,3500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,4000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,4500000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
+101,5000000,,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
 102,500000,210.60097,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
 102,1000000,210.56927,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
 102,1500000,210.248,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
@@ -24069,16 +24069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,210.46349,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
 102,4500000,210.50415,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
 102,5000000,210.26233,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
-103,500000,211.07278,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,1000000,211.32506,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,1500000,210.56892,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,2000000,211.37444,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,2500000,210.78537,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,3000000,210.70789,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,3500000,211.1034,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,4000000,210.86023,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,4500000,211.12318,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,5000000,211.68301,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
+103,500000,211.07278,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,1000000,211.32506,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,1500000,210.56892,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,2000000,211.37444,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,2500000,210.78537,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,3000000,210.70789,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,3500000,211.1034,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,4000000,210.86023,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,4500000,211.12318,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,5000000,211.68301,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
 104,500000,1404.4445,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,5
 104,1000000,2290.5688,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,5
 104,1500000,4028.2778,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,5
@@ -24109,26 +24109,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 106,4000000,208.20267,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,5
 106,4500000,208.16008,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,5
 106,5000000,208.70901,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,5
-107,500000,748.64075,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,1000000,3561.9998,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,1500000,828.88354,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,2000000,649.0631,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,2500000,1946.7537,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,3000000,1615.0299,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,3500000,4495.6934,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,4000000,724.7348,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,4500000,4017.783,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,5000000,1675.1096,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-108,500000,208.09338,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,1000000,208.50458,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,1500000,208.76117,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,2000000,208.9066,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,2500000,208.69974,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,3000000,208.4184,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,3500000,208.67448,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,4000000,209.16522,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,4500000,208.90773,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
-108,5000000,209.15482,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,5
+107,500000,748.64075,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,1000000,3561.9998,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,1500000,828.88354,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,2000000,649.0631,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,2500000,1946.7537,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,3000000,1615.0299,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,3500000,4495.6934,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,4000000,724.7348,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,4500000,4017.783,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+107,5000000,1675.1096,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,5
+108,500000,208.09338,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,1000000,208.50458,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,1500000,208.76117,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,2000000,208.9066,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,2500000,208.69974,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,3000000,208.4184,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,3500000,208.67448,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,4000000,209.16522,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,4500000,208.90773,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,5000000,209.15482,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
 109,500000,209.22598,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,1000000,208.95593,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,1500000,209.27893,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
@@ -24139,26 +24139,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 109,4000000,209.056,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,4500000,209.61113,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,5000000,209.51566,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
-110,500000,133.12787,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,1000000,254.93283,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,1500000,387.96283,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,2000000,370.46976,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,2500000,366.78976,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,3000000,367.9688,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,3500000,393.87518,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,4000000,474.42734,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,4500000,610.04156,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,5000000,474.893,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-111,500000,209.75966,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,1000000,209.55646,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,1500000,209.53137,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,2000000,209.71649,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,2500000,209.44434,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,3000000,209.64568,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,3500000,209.936,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,4000000,209.73952,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,4500000,209.37962,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
-111,5000000,209.59045,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,5
+110,500000,133.12787,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,1000000,254.93283,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,1500000,387.96283,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,2000000,370.46976,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,2500000,366.78976,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,3000000,367.9688,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,3500000,393.87518,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,4000000,474.42734,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,4500000,610.04156,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+110,5000000,474.893,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,5
+111,500000,209.75966,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,1000000,209.55646,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,1500000,209.53137,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,2000000,209.71649,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,2500000,209.44434,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,3000000,209.64568,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,3500000,209.936,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,4000000,209.73952,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,4500000,209.37962,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,5000000,209.59045,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
 112,500000,308.5891,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,1000000,134.678,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,1500000,340.23557,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
@@ -24169,16 +24169,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,169.89786,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,4500000,273.23776,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,5000000,134.52118,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
-113,500000,1016.7174,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,1000000,4597.473,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,1500000,4651.9272,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,2000000,2719.5332,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,2500000,1091.6527,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,3000000,4420.613,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,3500000,4692.382,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,4000000,4571.26,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,4500000,4678.7646,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,5000000,4647.282,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
+113,500000,1016.7174,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,1000000,4597.473,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,1500000,4651.9272,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,2000000,2719.5332,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,2500000,1091.6527,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,3000000,4420.613,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,3500000,4692.382,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,4000000,4571.26,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,4500000,4678.7646,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,5000000,4647.282,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
 114,500000,464.5404,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,1000000,404.06958,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,1500000,429.10934,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
@@ -24189,16 +24189,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,516.02075,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,4500000,65.86603,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,5000000,63.773865,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
-115,500000,217.0508,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,1000000,143.56836,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,1500000,177.25731,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,2000000,234.40811,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,2500000,331.93597,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,3000000,102.807434,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,3500000,201.72827,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,4000000,185.23975,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,4500000,111.07561,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
-115,5000000,225.17017,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,5
+115,500000,217.0508,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,1000000,143.56836,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,1500000,177.25731,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,2000000,234.40811,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,2500000,331.93597,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,3000000,102.807434,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,3500000,201.72827,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,4000000,185.23975,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,4500000,111.07561,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
+115,5000000,225.17017,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,5
 116,500000,2551.5347,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,5
 116,1000000,3607.882,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,5
 116,1500000,3739.4734,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,5
@@ -24219,76 +24219,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,4495.185,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,5
 117,4500000,4521.073,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,5
 117,5000000,4558.593,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,5
-118,500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,1000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,1500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,2000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,2500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,3000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,3500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,4000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,4500000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-118,5000000,NaN,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,5
-119,500000,537.13586,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,1000000,3782.847,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,1500000,3719.9634,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,2000000,3158.012,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,2500000,5481.014,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,3000000,5393.335,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,3500000,4281.382,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,4000000,6920.6255,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,4500000,6195.823,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-119,5000000,5625.394,2048,False,108436,9.574e-05,2743,4.40359953,False,NaN,NaN,NaN,NaN,5
-120,500000,448.80508,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,1000000,846.68134,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,1500000,2903.725,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,2000000,4330.2163,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,2500000,5129.8,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,3000000,3811.5342,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,3500000,5185.082,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,4000000,5072.9434,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,4500000,5873.338,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-120,5000000,6236.077,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,NaN,5
-121,500000,577.87054,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,1000000,3372.3022,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,1500000,3997.8662,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,2000000,5766.9404,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,2500000,3380.9907,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,3000000,5997.8066,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,3500000,1031.9788,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,4000000,280.09857,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,4500000,6523.865,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-121,5000000,5733.837,1024,False,801511,0.0021348,6568,3.43866073,False,NaN,NaN,NaN,NaN,5
-122,500000,439.48425,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,1000000,3405.5703,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,1500000,4605.117,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,2000000,1598.5818,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,2500000,4047.6646,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,3000000,1819.1008,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,3500000,409.4909,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,4000000,4197.4155,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,4500000,2437.1592,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-122,5000000,4108.9395,2048,False,1388488,0.00805312,2767,0.55991906,True,NaN,NaN,NaN,0.36233026,5
-123,500000,218.7445,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,1000000,490.28082,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,1500000,518.7137,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,2000000,516.4288,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,2500000,562.08044,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,3000000,638.53796,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,3500000,802.8203,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,4000000,1039.3837,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,4500000,1183.2721,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-123,5000000,1932.2168,2048,False,151501,2.46e-06,6083,3.41336005,False,NaN,NaN,NaN,NaN,5
-124,500000,381.80783,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,1000000,430.42435,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,1500000,733.9843,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,2000000,1896.5349,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,2500000,3619.1638,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,3000000,4007.5552,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,3500000,4743.0254,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,4000000,4932.6313,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,4500000,4762.423,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
-124,5000000,5173.697,1024,False,1913786,2.454e-05,12997,2.08901278,False,NaN,NaN,NaN,NaN,5
+118,500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,1000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,1500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,2000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,2500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,3000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,3500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,4000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,4500000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+118,5000000,,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,,5
+119,500000,537.13586,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,1000000,3782.847,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,1500000,3719.9634,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,2000000,3158.012,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,2500000,5481.014,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,3000000,5393.335,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,3500000,4281.382,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,4000000,6920.6255,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,4500000,6195.823,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+119,5000000,5625.394,2048,False,108436,9.574e-05,2743,4.40359953,False,,,,,5
+120,500000,448.80508,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,1000000,846.68134,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,1500000,2903.725,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,2000000,4330.2163,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,2500000,5129.8,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,3000000,3811.5342,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,3500000,5185.082,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,4000000,5072.9434,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,4500000,5873.338,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+120,5000000,6236.077,1024,True,29512,5.135e-05,13492,5.39845409,False,0.07447025,0.0541254,3.685e-05,,5
+121,500000,577.87054,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,1000000,3372.3022,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,1500000,3997.8662,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,2000000,5766.9404,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,2500000,3380.9907,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,3000000,5997.8066,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,3500000,1031.9788,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,4000000,280.09857,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,4500000,6523.865,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+121,5000000,5733.837,1024,False,801511,0.0021348,6568,3.43866073,False,,,,,5
+122,500000,439.48425,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,1000000,3405.5703,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,1500000,4605.117,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,2000000,1598.5818,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,2500000,4047.6646,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,3000000,1819.1008,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,3500000,409.4909,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,4000000,4197.4155,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,4500000,2437.1592,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+122,5000000,4108.9395,2048,False,1388488,0.00805312,2767,0.55991906,True,,,,0.36233026,5
+123,500000,218.7445,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,1000000,490.28082,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,1500000,518.7137,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,2000000,516.4288,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,2500000,562.08044,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,3000000,638.53796,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,3500000,802.8203,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,4000000,1039.3837,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,4500000,1183.2721,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+123,5000000,1932.2168,2048,False,151501,2.46e-06,6083,3.41336005,False,,,,,5
+124,500000,381.80783,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,1000000,430.42435,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,1500000,733.9843,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,2000000,1896.5349,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,2500000,3619.1638,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,3000000,4007.5552,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,3500000,4743.0254,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,4000000,4932.6313,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,4500000,4762.423,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
+124,5000000,5173.697,1024,False,1913786,2.454e-05,12997,2.08901278,False,,,,,5
 125,500000,376.27234,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
 125,1000000,574.6121,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
 125,1500000,889.9509,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
@@ -24299,36 +24299,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 125,4000000,156.51743,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
 125,4500000,57.643738,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
 125,5000000,194.51707,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
-126,500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,1000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,1500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,2000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,2500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,3000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,3500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,4000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,4500000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-126,5000000,NaN,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
-127,500000,562.4163,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,1000000,4179.311,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,1500000,4649.1104,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,2000000,4196.385,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,2500000,4537.191,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,3000000,4636.451,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,3500000,4603.1157,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,4000000,4615.5464,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,4500000,4655.1953,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-127,5000000,4580.8535,2048,False,1530381,3.698e-05,5989,0.25265828,True,NaN,NaN,NaN,0.03493839,5
-128,500000,1451.828,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,1000000,259.47467,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,1500000,515.25476,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,2000000,369.0353,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,2500000,4001.6016,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,3000000,3941.536,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,3500000,4311.1797,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,4000000,2854.1914,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,4500000,4663.7285,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
-128,5000000,1097.6705,2048,False,401198,0.00233489,10555,0.17545721,True,NaN,NaN,NaN,0.20130393,5
+126,500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,1000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,1500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,2000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,2500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,3000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,3500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,4000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,4500000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+126,5000000,,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
+127,500000,562.4163,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,1000000,4179.311,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,1500000,4649.1104,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,2000000,4196.385,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,2500000,4537.191,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,3000000,4636.451,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,3500000,4603.1157,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,4000000,4615.5464,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,4500000,4655.1953,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+127,5000000,4580.8535,2048,False,1530381,3.698e-05,5989,0.25265828,True,,,,0.03493839,5
+128,500000,1451.828,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,1000000,259.47467,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,1500000,515.25476,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,2000000,369.0353,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,2500000,4001.6016,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,3000000,3941.536,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,3500000,4311.1797,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,4000000,2854.1914,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,4500000,4663.7285,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
+128,5000000,1097.6705,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,5
 129,500000,328.36758,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,5
 129,1000000,553.4507,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,5
 129,1500000,563.13916,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,5
@@ -24349,36 +24349,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,3226.919,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,5
 130,4500000,3820.3943,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,5
 130,5000000,3928.187,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,5
-131,500000,292.08182,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,1000000,406.71143,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,1500000,591.3657,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,2000000,844.8855,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,2500000,2204.9907,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,3000000,3423.4644,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,3500000,4436.8447,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,4000000,4451.226,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,4500000,4556.8506,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-131,5000000,4751.908,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,5
-132,500000,503.74246,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,1000000,2375.7861,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,1500000,3439.1792,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,2000000,3910.2642,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,2500000,2691.4644,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,3000000,1834.969,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,3500000,631.81165,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,4000000,497.8446,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,4500000,5709.115,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-132,5000000,806.70215,2048,False,543848,0.00109075,8628,1.1909446,False,NaN,NaN,NaN,NaN,5
-133,500000,382.46335,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,1000000,1240.5686,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,1500000,4801.086,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,2000000,5241.5083,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,2500000,4254.1904,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,3000000,5227.927,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,3500000,5504.9697,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,4000000,4648.8955,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,4500000,5789.8057,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
-133,5000000,5892.3926,2048,False,1356120,3.973e-05,3218,2.20320746,False,NaN,NaN,NaN,NaN,5
+131,500000,292.08182,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,1000000,406.71143,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,1500000,591.3657,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,2000000,844.8855,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,2500000,2204.9907,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,3000000,3423.4644,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,3500000,4436.8447,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,4000000,4451.226,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,4500000,4556.8506,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+131,5000000,4751.908,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,,5
+132,500000,503.74246,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,1000000,2375.7861,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,1500000,3439.1792,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,2000000,3910.2642,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,2500000,2691.4644,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,3000000,1834.969,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,3500000,631.81165,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,4000000,497.8446,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,4500000,5709.115,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+132,5000000,806.70215,2048,False,543848,0.00109075,8628,1.1909446,False,,,,,5
+133,500000,382.46335,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,1000000,1240.5686,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,1500000,4801.086,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,2000000,5241.5083,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,2500000,4254.1904,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,3000000,5227.927,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,3500000,5504.9697,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,4000000,4648.8955,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,4500000,5789.8057,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
+133,5000000,5892.3926,2048,False,1356120,3.973e-05,3218,2.20320746,False,,,,,5
 134,500000,193.62883,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,1000000,223.07101,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,1500000,304.7877,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
@@ -24389,16 +24389,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,1043.4294,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,4500000,1748.9114,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,5000000,2909.3018,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
-135,500000,397.92035,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,1000000,2514.6626,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,1500000,4690.275,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,2000000,5041.7812,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,2500000,4951.995,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,3000000,5074.3613,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,3500000,5211.347,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,4000000,5319.332,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,4500000,5649.625,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,5000000,5266.327,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
+135,500000,397.92035,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,1000000,2514.6626,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,1500000,4690.275,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,2000000,5041.7812,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,2500000,4951.995,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,3000000,5074.3613,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,3500000,5211.347,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,4000000,5319.332,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,4500000,5649.625,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
+135,5000000,5266.327,2048,False,1604340,7.449e-05,5797,0.57086791,False,,,,,5
 136,500000,404.6289,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
 136,1000000,567.4331,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
 136,1500000,562.597,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
@@ -24409,86 +24409,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 136,4000000,3749.168,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
 136,4500000,4236.0396,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
 136,5000000,4578.58,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
-137,500000,247.46574,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,1000000,369.9074,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,1500000,316.24774,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,2000000,420.0848,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,2500000,396.91568,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,3000000,378.56284,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,3500000,435.5326,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,4000000,423.8263,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,4500000,610.51526,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-137,5000000,679.2706,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,5
-138,500000,176.16675,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,1000000,131.98352,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,1500000,341.6554,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,2000000,344.6369,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,2500000,361.81424,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,3000000,342.578,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,3500000,399.50305,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,4000000,379.23962,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,4500000,379.725,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-138,5000000,382.40045,512,False,1299672,0.02540916,9109,3.04232926,False,NaN,NaN,NaN,NaN,5
-139,500000,209.13617,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,1000000,209.68774,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,1500000,209.52078,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,2000000,209.5886,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,2500000,209.47652,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,3000000,209.50357,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,3500000,209.57118,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,4000000,209.77615,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,4500000,203.8577,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-139,5000000,190.8233,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,NaN,5
-140,500000,297.31384,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,1000000,533.81104,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,1500000,971.49756,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,2000000,4853.979,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,2500000,4676.9727,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,3000000,4830.21,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,3500000,4691.4355,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,4000000,4469.4062,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,4500000,4312.806,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-140,5000000,4325.5186,1024,False,277756,9.33e-06,7881,0.39490406,False,NaN,NaN,NaN,NaN,5
-141,500000,306.43768,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,1000000,429.61627,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,1500000,399.83704,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,2000000,608.8427,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,2500000,2966.7874,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,3000000,5148.913,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,3500000,5270.241,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,4000000,5320.3965,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,4500000,5290.7627,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-141,5000000,5291.7915,2048,False,829513,4.34e-06,13773,0.13167879,True,NaN,NaN,NaN,0.69176183,5
-142,500000,1047.0232,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,1000000,4262.876,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,1500000,4671.3613,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,2000000,4521.7,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,2500000,4409.4233,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,3000000,4702.0654,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,3500000,4738.3877,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,4000000,4511.631,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,4500000,4767.6826,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-142,5000000,4578.59,512,False,1094200,5.018e-05,1123,0.28695593,True,NaN,NaN,NaN,0.32445555,5
-143,500000,416.85287,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,1000000,638.289,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,1500000,1156.161,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,2000000,2539.4434,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,2500000,3641.6775,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,3000000,4517.8867,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,3500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,4000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,4500000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-143,5000000,NaN,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,NaN,5
-144,500000,259.8192,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,1000000,452.06302,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,1500000,312.43738,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,2000000,336.2984,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,2500000,421.70386,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,3000000,394.708,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,3500000,379.70215,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,4000000,676.1567,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,4500000,1043.6006,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
-144,5000000,1486.4854,2048,False,1176737,1.48e-06,16360,0.18329558,False,NaN,NaN,NaN,NaN,5
+137,500000,247.46574,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,1000000,369.9074,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,1500000,316.24774,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,2000000,420.0848,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,2500000,396.91568,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,3000000,378.56284,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,3500000,435.5326,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,4000000,423.8263,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,4500000,610.51526,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+137,5000000,679.2706,1024,False,1177746,1.69e-06,3243,0.6449815,False,,,,,5
+138,500000,176.16675,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,1000000,131.98352,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,1500000,341.6554,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,2000000,344.6369,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,2500000,361.81424,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,3000000,342.578,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,3500000,399.50305,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,4000000,379.23962,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,4500000,379.725,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+138,5000000,382.40045,512,False,1299672,0.02540916,9109,3.04232926,False,,,,,5
+139,500000,209.13617,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,1000000,209.68774,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,1500000,209.52078,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,2000000,209.5886,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,2500000,209.47652,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,3000000,209.50357,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,3500000,209.57118,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,4000000,209.77615,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,4500000,203.8577,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+139,5000000,190.8233,2048,True,1965166,0.02383728,1209,0.95925213,False,0.74077003,0.90742918,9.98e-06,,5
+140,500000,297.31384,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,1000000,533.81104,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,1500000,971.49756,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,2000000,4853.979,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,2500000,4676.9727,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,3000000,4830.21,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,3500000,4691.4355,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,4000000,4469.4062,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,4500000,4312.806,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+140,5000000,4325.5186,1024,False,277756,9.33e-06,7881,0.39490406,False,,,,,5
+141,500000,306.43768,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,1000000,429.61627,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,1500000,399.83704,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,2000000,608.8427,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,2500000,2966.7874,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,3000000,5148.913,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,3500000,5270.241,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,4000000,5320.3965,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,4500000,5290.7627,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+141,5000000,5291.7915,2048,False,829513,4.34e-06,13773,0.13167879,True,,,,0.69176183,5
+142,500000,1047.0232,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,1000000,4262.876,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,1500000,4671.3613,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,2000000,4521.7,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,2500000,4409.4233,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,3000000,4702.0654,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,3500000,4738.3877,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,4000000,4511.631,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,4500000,4767.6826,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+142,5000000,4578.59,512,False,1094200,5.018e-05,1123,0.28695593,True,,,,0.32445555,5
+143,500000,416.85287,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,1000000,638.289,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,1500000,1156.161,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,2000000,2539.4434,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,2500000,3641.6775,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,3000000,4517.8867,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,3500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,4000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,4500000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+143,5000000,,512,True,82731,1.946e-05,12128,1.80562542,False,0.77123024,0.85800179,4e-06,,5
+144,500000,259.8192,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,1000000,452.06302,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,1500000,312.43738,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,2000000,336.2984,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,2500000,421.70386,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,3000000,394.708,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,3500000,379.70215,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,4000000,676.1567,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,4500000,1043.6006,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
+144,5000000,1486.4854,2048,False,1176737,1.48e-06,16360,0.18329558,False,,,,,5
 145,500000,208.87198,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,5
 145,1000000,209.43457,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,5
 145,1500000,209.32819,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,5
@@ -24509,56 +24509,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,279.18152,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,5
 146,4500000,157.84988,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,5
 146,5000000,308.89923,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,5
-147,500000,348.28168,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,1000000,377.21008,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,1500000,855.173,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,2000000,1850.8154,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,2500000,3996.519,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,3000000,4300.754,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,3500000,4409.5015,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,4000000,4403.675,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,4500000,4229.464,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-147,5000000,4333.3374,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,NaN,5
-148,500000,189.3099,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,1000000,245.28433,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,1500000,204.1377,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,2000000,178.38516,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,2500000,258.2325,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,3000000,216.22357,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,3500000,221.86986,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,4000000,133.71451,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,4500000,210.05624,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-148,5000000,272.6023,2048,False,615773,0.02390349,700,0.10016931,True,NaN,NaN,NaN,0.67628003,5
-149,500000,459.39178,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,1000000,1494.1654,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,1500000,2452.5474,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,2000000,2894.871,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,2500000,2031.0505,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,3000000,3231.3767,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,3500000,3747.4097,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,4000000,2141.0867,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,4500000,4681.2666,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-149,5000000,2016.4982,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,NaN,5
-150,500000,570.8932,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,1000000,3090.2769,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,1500000,746.84235,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,2000000,2092.275,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,2500000,2136.5361,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,3000000,5675.2676,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,3500000,4539.9297,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,4000000,6668.866,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,4500000,3841.2285,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-150,5000000,6253.009,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,NaN,5
-151,500000,523.1548,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,1000000,4491.05,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,1500000,3719.7688,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,2000000,2171.396,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,2500000,5101.924,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,3000000,4376.596,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,3500000,5527.214,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,4000000,3712.8535,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,4500000,5152.17,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
-151,5000000,4495.1133,1024,False,858204,0.00059699,6831,0.63232364,False,NaN,NaN,NaN,NaN,5
+147,500000,348.28168,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,1000000,377.21008,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,1500000,855.173,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,2000000,1850.8154,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,2500000,3996.519,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,3000000,4300.754,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,3500000,4409.5015,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,4000000,4403.675,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,4500000,4229.464,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+147,5000000,4333.3374,512,True,225357,9.26e-06,5679,1.03053647,False,0.7348208,0.89121043,8.819e-05,,5
+148,500000,189.3099,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,1000000,245.28433,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,1500000,204.1377,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,2000000,178.38516,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,2500000,258.2325,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,3000000,216.22357,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,3500000,221.86986,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,4000000,133.71451,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,4500000,210.05624,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+148,5000000,272.6023,2048,False,615773,0.02390349,700,0.10016931,True,,,,0.67628003,5
+149,500000,459.39178,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,1000000,1494.1654,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,1500000,2452.5474,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,2000000,2894.871,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,2500000,2031.0505,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,3000000,3231.3767,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,3500000,3747.4097,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,4000000,2141.0867,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,4500000,4681.2666,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+149,5000000,2016.4982,2048,True,830849,0.00039804,7402,3.97795496,False,0.80096363,0.08721289,1.058e-05,,5
+150,500000,570.8932,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,1000000,3090.2769,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,1500000,746.84235,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,2000000,2092.275,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,2500000,2136.5361,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,3000000,5675.2676,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,3500000,4539.9297,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,4000000,6668.866,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,4500000,3841.2285,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+150,5000000,6253.009,512,True,395860,0.0004381,11005,0.87225319,False,0.2478894,0.76550883,2.243e-05,,5
+151,500000,523.1548,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,1000000,4491.05,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,1500000,3719.7688,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,2000000,2171.396,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,2500000,5101.924,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,3000000,4376.596,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,3500000,5527.214,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,4000000,3712.8535,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,4500000,5152.17,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
+151,5000000,4495.1133,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,5
 152,500000,216.95299,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,1000000,220.09961,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,1500000,223.37772,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
@@ -24569,26 +24569,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,193.85788,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,4500000,196.89702,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,5000000,197.67361,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
-153,500000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,1000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,1500000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,2000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,2500000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,3000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,3500000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,4000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,4500000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-153,5000000,NaN,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,NaN,5
-154,500000,656.8806,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,1000000,2347.0337,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,1500000,2390.475,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,2000000,4880.9775,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,2500000,5794.859,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,3000000,4727.837,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,3500000,5302.156,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,4000000,4761.636,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,4500000,4288.8975,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
-154,5000000,4622.2637,512,False,220051,0.00067488,6885,2.8638346,False,NaN,NaN,NaN,NaN,5
+153,500000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,1000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,1500000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,2000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,2500000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,3000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,3500000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,4000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,4500000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+153,5000000,,512,True,678866,8.78e-06,13156,3.42713748,False,0.98309721,0.15261796,3.15e-05,,5
+154,500000,656.8806,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,1000000,2347.0337,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,1500000,2390.475,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,2000000,4880.9775,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,2500000,5794.859,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,3000000,4727.837,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,3500000,5302.156,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,4000000,4761.636,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,4500000,4288.8975,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
+154,5000000,4622.2637,512,False,220051,0.00067488,6885,2.8638346,False,,,,,5
 155,500000,447.45215,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,1000000,4058.0771,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,1500000,4482.2046,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
@@ -24599,16 +24599,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 155,4000000,4379.704,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,4500000,3464.271,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,5000000,4518.0215,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
-156,500000,348.81497,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,1000000,387.94714,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,1500000,466.69385,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,2000000,386.37262,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,2500000,383.19516,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,3000000,374.7374,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,3500000,390.5993,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,4000000,434.61584,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,4500000,431.85144,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
-156,5000000,427.28293,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,5
+156,500000,348.81497,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,1000000,387.94714,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,1500000,466.69385,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,2000000,386.37262,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,2500000,383.19516,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,3000000,374.7374,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,3500000,390.5993,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,4000000,434.61584,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,4500000,431.85144,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
+156,5000000,427.28293,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,5
 157,500000,91.35038,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,1000000,474.95026,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,1500000,491.24225,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
@@ -24619,36 +24619,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,1031.596,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,4500000,2220.6758,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,5000000,4095.3406,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
-158,500000,202.69275,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,1000000,292.87762,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,1500000,258.2915,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,2000000,299.66623,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,2500000,322.42282,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,3000000,253.88646,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,3500000,472.31058,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,4000000,406.60864,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,4500000,341.95505,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-158,5000000,241.09525,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,NaN,5
-159,500000,764.40717,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,1000000,782.56104,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,1500000,4101.4653,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,2000000,3645.6611,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,2500000,4174.3696,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,3000000,3736.7817,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,3500000,4515.634,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,4000000,2374.8594,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,4500000,4139.7773,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-159,5000000,3969.8108,512,False,769177,0.00328878,5785,0.20363426,True,NaN,NaN,NaN,0.7905837,5
-160,500000,395.54156,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,1000000,3875.2114,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,1500000,5520.3037,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,2000000,4410.37,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,2500000,5554.2256,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,3000000,4722.1367,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,3500000,6707.961,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,4000000,4304.244,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,4500000,6913.1807,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
-160,5000000,7657.117,512,False,331945,0.00213698,1379,8.86720294,False,NaN,NaN,NaN,NaN,5
+158,500000,202.69275,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,1000000,292.87762,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,1500000,258.2915,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,2000000,299.66623,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,2500000,322.42282,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,3000000,253.88646,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,3500000,472.31058,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,4000000,406.60864,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,4500000,341.95505,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+158,5000000,241.09525,2048,True,1202864,0.01489128,3899,3.34081958,False,0.80806291,0.11622802,0.0,,5
+159,500000,764.40717,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,1000000,782.56104,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,1500000,4101.4653,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,2000000,3645.6611,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,2500000,4174.3696,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,3000000,3736.7817,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,3500000,4515.634,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,4000000,2374.8594,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,4500000,4139.7773,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+159,5000000,3969.8108,512,False,769177,0.00328878,5785,0.20363426,True,,,,0.7905837,5
+160,500000,395.54156,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,1000000,3875.2114,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,1500000,5520.3037,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,2000000,4410.37,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,2500000,5554.2256,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,3000000,4722.1367,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,3500000,6707.961,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,4000000,4304.244,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,4500000,6913.1807,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
+160,5000000,7657.117,512,False,331945,0.00213698,1379,8.86720294,False,,,,,5
 161,500000,474.12112,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,1000000,462.7185,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,1500000,514.097,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
@@ -24659,36 +24659,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 161,4000000,4084.144,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,4500000,4467.7246,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,5000000,4623.287,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
-162,500000,461.00885,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,1000000,676.938,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,1500000,1454.0536,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,2000000,4630.117,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,2500000,4668.352,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,3000000,4654.2144,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,3500000,4647.615,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,4000000,4603.6406,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,4500000,4673.691,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-162,5000000,4639.1494,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,NaN,5
-163,500000,2548.1372,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,1000000,4095.625,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,1500000,4726.536,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,2000000,3675.7144,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,2500000,531.5264,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,3000000,5013.4062,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,3500000,4998.34,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,4000000,400.8936,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,4500000,5162.8857,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-163,5000000,3460.354,2048,False,1810062,0.0055413,9193,4.71079669,True,NaN,NaN,NaN,0.23393434,5
-164,500000,68.651596,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,1000000,230.27863,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,1500000,152.04774,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,2000000,253.56027,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,2500000,207.38043,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,3000000,247.02455,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,3500000,258.12927,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,4000000,223.2628,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,4500000,258.97018,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
-164,5000000,418.65036,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,NaN,5
+162,500000,461.00885,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,1000000,676.938,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,1500000,1454.0536,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,2000000,4630.117,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,2500000,4668.352,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,3000000,4654.2144,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,3500000,4647.615,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,4000000,4603.6406,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,4500000,4673.691,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+162,5000000,4639.1494,2048,True,1533578,2.147e-05,6039,0.27451038,False,0.1527977,0.84161653,2.03e-06,,5
+163,500000,2548.1372,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,1000000,4095.625,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,1500000,4726.536,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,2000000,3675.7144,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,2500000,531.5264,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,3000000,5013.4062,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,3500000,4998.34,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,4000000,400.8936,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,4500000,5162.8857,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+163,5000000,3460.354,2048,False,1810062,0.0055413,9193,4.71079669,True,,,,0.23393434,5
+164,500000,68.651596,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,1000000,230.27863,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,1500000,152.04774,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,2000000,253.56027,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,2500000,207.38043,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,3000000,247.02455,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,3500000,258.12927,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,4000000,223.2628,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,4500000,258.97018,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
+164,5000000,418.65036,512,True,1005528,1.39e-06,9163,5.60487008,False,0.62673864,0.95640213,6.186e-05,,5
 165,500000,484.9419,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,5
 165,1000000,374.72485,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,5
 165,1500000,325.39648,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,5
@@ -24699,86 +24699,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 165,4000000,80.904526,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,5
 165,4500000,164.0948,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,5
 165,5000000,62.662415,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,5
-166,500000,2217.3293,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,1000000,1854.1948,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,1500000,3455.0093,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,2000000,3871.1045,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,2500000,1859.4163,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,3000000,3290.5627,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,3500000,4210.453,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,4000000,789.37634,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,4500000,1353.9028,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-166,5000000,1347.8411,2048,False,203488,0.00026152,5139,1.05880739,True,NaN,NaN,NaN,0.60358553,5
-167,500000,1917.0668,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,1000000,709.4137,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,1500000,1015.76013,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,2000000,5043.2607,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,2500000,4691.345,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,3000000,4386.1523,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,3500000,3132.2583,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,4000000,2523.3313,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,4500000,4537.7925,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-167,5000000,1667.5463,1024,False,375554,0.00308065,15899,0.22415635,True,NaN,NaN,NaN,0.6135896,5
-168,500000,427.44904,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,1000000,1734.1017,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,1500000,4739.1914,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,2000000,4672.167,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,2500000,4971.557,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,3000000,5101.933,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,3500000,5186.0215,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,4000000,5312.469,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,4500000,5318.638,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-168,5000000,5133.391,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,NaN,5
-169,500000,2630.7437,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,1000000,3423.8564,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,1500000,3338.392,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,2000000,3989.9111,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,2500000,4508.8687,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,3000000,4764.774,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,3500000,4963.3203,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,4000000,574.44104,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,4500000,4255.451,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-169,5000000,4776.657,512,False,163048,0.00025334,7448,0.26254603,True,NaN,NaN,NaN,0.52373642,5
-170,500000,350.64142,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,1000000,693.3733,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,1500000,2197.5867,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,2000000,4745.749,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,2500000,4644.0674,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,3000000,4486.6377,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,3500000,4501.7236,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,4000000,4351.6826,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,4500000,4469.5234,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-170,5000000,4539.999,2048,False,698841,9.35e-06,6769,1.11083247,True,NaN,NaN,NaN,0.83895311,5
-171,500000,214.35664,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,1000000,213.38867,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,1500000,213.49274,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,2000000,213.88745,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,2500000,213.04016,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,3000000,213.35107,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,3500000,213.87036,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,4000000,212.75528,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,4500000,213.41164,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-171,5000000,213.3619,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,NaN,5
-172,500000,2567.0713,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,1000000,941.823,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,1500000,4617.502,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,2000000,394.56262,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,2500000,3181.955,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,3000000,387.75937,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,3500000,2379.3574,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,4000000,910.38104,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,4500000,3927.1973,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-172,5000000,719.08844,2048,False,226411,0.00061951,11767,4.017117,True,NaN,NaN,NaN,0.51722565,5
-173,500000,208.9631,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,1000000,209.23349,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,1500000,209.01108,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,2000000,209.31812,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,2500000,209.24542,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,3000000,209.2178,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,3500000,209.12737,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,4000000,209.09198,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,4500000,208.8187,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
-173,5000000,209.16684,1024,False,1409590,0.04116911,10110,5.96579894,False,NaN,NaN,NaN,NaN,5
+166,500000,2217.3293,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,1000000,1854.1948,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,1500000,3455.0093,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,2000000,3871.1045,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,2500000,1859.4163,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,3000000,3290.5627,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,3500000,4210.453,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,4000000,789.37634,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,4500000,1353.9028,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+166,5000000,1347.8411,2048,False,203488,0.00026152,5139,1.05880739,True,,,,0.60358553,5
+167,500000,1917.0668,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,1000000,709.4137,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,1500000,1015.76013,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,2000000,5043.2607,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,2500000,4691.345,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,3000000,4386.1523,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,3500000,3132.2583,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,4000000,2523.3313,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,4500000,4537.7925,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+167,5000000,1667.5463,1024,False,375554,0.00308065,15899,0.22415635,True,,,,0.6135896,5
+168,500000,427.44904,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,1000000,1734.1017,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,1500000,4739.1914,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,2000000,4672.167,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,2500000,4971.557,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,3000000,5101.933,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,3500000,5186.0215,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,4000000,5312.469,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,4500000,5318.638,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+168,5000000,5133.391,512,True,225053,4.047e-05,4666,0.77490903,False,0.18945499,0.40737436,1.2e-06,,5
+169,500000,2630.7437,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,1000000,3423.8564,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,1500000,3338.392,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,2000000,3989.9111,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,2500000,4508.8687,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,3000000,4764.774,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,3500000,4963.3203,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,4000000,574.44104,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,4500000,4255.451,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+169,5000000,4776.657,512,False,163048,0.00025334,7448,0.26254603,True,,,,0.52373642,5
+170,500000,350.64142,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,1000000,693.3733,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,1500000,2197.5867,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,2000000,4745.749,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,2500000,4644.0674,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,3000000,4486.6377,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,3500000,4501.7236,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,4000000,4351.6826,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,4500000,4469.5234,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+170,5000000,4539.999,2048,False,698841,9.35e-06,6769,1.11083247,True,,,,0.83895311,5
+171,500000,214.35664,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,1000000,213.38867,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,1500000,213.49274,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,2000000,213.88745,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,2500000,213.04016,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,3000000,213.35107,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,3500000,213.87036,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,4000000,212.75528,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,4500000,213.41164,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+171,5000000,213.3619,512,True,167999,0.04848586,1933,0.19134606,False,0.26174525,0.6692919,1.212e-05,,5
+172,500000,2567.0713,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,1000000,941.823,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,1500000,4617.502,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,2000000,394.56262,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,2500000,3181.955,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,3000000,387.75937,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,3500000,2379.3574,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,4000000,910.38104,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,4500000,3927.1973,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+172,5000000,719.08844,2048,False,226411,0.00061951,11767,4.017117,True,,,,0.51722565,5
+173,500000,208.9631,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,1000000,209.23349,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,1500000,209.01108,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,2000000,209.31812,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,2500000,209.24542,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,3000000,209.2178,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,3500000,209.12737,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,4000000,209.09198,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,4500000,208.8187,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
+173,5000000,209.16684,1024,False,1409590,0.04116911,10110,5.96579894,False,,,,,5
 174,500000,2019.6205,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,5
 174,1000000,4049.5015,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,5
 174,1500000,426.77515,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,5
@@ -24809,46 +24809,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 176,4000000,294.601,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,5
 176,4500000,403.6223,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,5
 176,5000000,312.7107,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,5
-177,500000,461.93713,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,1000000,4385.237,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,1500000,6943.208,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,2000000,7202.5537,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,2500000,5443.7275,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,3000000,2608.5461,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,3500000,6104.2124,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,4000000,7560.865,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,4500000,7186.73,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-177,5000000,2058.2363,512,False,1885618,0.0016653,11703,0.97214484,False,NaN,NaN,NaN,NaN,5
-178,500000,210.53719,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,1000000,210.5391,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,1500000,210.5727,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,2000000,210.96866,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,2500000,210.94534,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,3000000,210.78787,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,3500000,211.1083,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,4000000,211.1918,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,4500000,210.6705,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-178,5000000,210.75308,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,NaN,5
-179,500000,656.58276,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,1000000,2739.5493,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,1500000,2804.6943,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,2000000,3697.963,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,2500000,3064.789,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,3000000,2727.7095,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,3500000,4404.4478,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,4000000,5981.788,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,4500000,1102.6877,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-179,5000000,4998.8467,512,False,152167,0.00020138,2123,0.10222915,False,NaN,NaN,NaN,NaN,5
-180,500000,638.7372,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,1000000,4530.8,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,1500000,1669.0122,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,2000000,4334.084,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,2500000,2206.8909,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,3000000,1949.8696,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,3500000,735.5376,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,4000000,2404.289,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,4500000,4941.391,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
-180,5000000,4796.9365,2048,False,596659,0.00351697,11992,0.48356255,True,NaN,NaN,NaN,0.1814613,5
+177,500000,461.93713,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,1000000,4385.237,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,1500000,6943.208,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,2000000,7202.5537,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,2500000,5443.7275,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,3000000,2608.5461,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,3500000,6104.2124,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,4000000,7560.865,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,4500000,7186.73,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+177,5000000,2058.2363,512,False,1885618,0.0016653,11703,0.97214484,False,,,,,5
+178,500000,210.53719,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,1000000,210.5391,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,1500000,210.5727,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,2000000,210.96866,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,2500000,210.94534,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,3000000,210.78787,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,3500000,211.1083,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,4000000,211.1918,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,4500000,210.6705,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+178,5000000,210.75308,512,True,251219,0.06622909,12794,0.21510437,False,0.41963053,0.15997115,1e-08,,5
+179,500000,656.58276,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,1000000,2739.5493,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,1500000,2804.6943,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,2000000,3697.963,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,2500000,3064.789,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,3000000,2727.7095,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,3500000,4404.4478,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,4000000,5981.788,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,4500000,1102.6877,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+179,5000000,4998.8467,512,False,152167,0.00020138,2123,0.10222915,False,,,,,5
+180,500000,638.7372,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,1000000,4530.8,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,1500000,1669.0122,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,2000000,4334.084,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,2500000,2206.8909,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,3000000,1949.8696,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,3500000,735.5376,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,4000000,2404.289,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,4500000,4941.391,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
+180,5000000,4796.9365,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
 181,500000,509.08154,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,5
 181,1000000,2368.0195,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,5
 181,1500000,4236.342,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,5
@@ -24869,96 +24869,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,4227.544,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,5
 182,4500000,4556.1787,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,5
 182,5000000,4595.4727,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,5
-183,500000,371.3391,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,1000000,4315.091,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,1500000,3357.524,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,2000000,4888.199,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,2500000,4802.467,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,3000000,6334.442,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,3500000,2029.9307,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,4000000,6628.6147,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,4500000,6334.1626,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,5000000,7254.306,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-184,500000,246.49078,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,1000000,513.4171,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,1500000,306.6729,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,2000000,228.969,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,2500000,370.4527,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,3000000,439.4515,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,3500000,483.22403,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,4000000,748.52875,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,4500000,1003.7937,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-184,5000000,1044.8578,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,NaN,5
-185,500000,212.46835,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,1000000,211.76508,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,1500000,212.28448,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,2000000,212.33786,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,2500000,212.20699,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,3000000,212.10622,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,3500000,212.34799,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,4000000,212.12746,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,4500000,211.73242,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-185,5000000,211.83803,2048,False,1074472,0.07839438,6491,1.59914335,True,NaN,NaN,NaN,0.94438931,5
-186,500000,380.95667,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,1000000,344.8388,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,1500000,435.51825,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,2000000,333.637,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,2500000,451.02643,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,3000000,492.81244,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,3500000,582.0148,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,4000000,552.2892,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,4500000,681.63574,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-186,5000000,982.4858,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,NaN,5
-187,500000,574.72314,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,1000000,5176.542,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,1500000,4137.7217,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,2000000,3902.163,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,2500000,4989.0576,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,3000000,4539.0635,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,3500000,5654.2866,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,4000000,7083.7544,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,4500000,7338.7876,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-187,5000000,5495.2544,2048,False,230810,9.293e-05,6153,1.36875112,False,NaN,NaN,NaN,NaN,5
-188,500000,4047.92,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,1000000,2585.2383,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,1500000,3619.795,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,2000000,4346.861,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,2500000,4813.1606,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,3000000,4047.1013,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,3500000,3456.8574,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,4000000,5144.1367,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,4500000,682.53827,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-188,5000000,2977.3584,2048,False,817960,0.00039099,10899,0.21360488,True,NaN,NaN,NaN,0.69562908,5
-189,500000,160.99557,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,1000000,62.545616,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,1500000,260.71323,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,2000000,227.9986,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,2500000,431.03876,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,3000000,316.43484,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,3500000,131.93256,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,4000000,74.56324,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,4500000,124.917404,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-189,5000000,120.01299,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,NaN,5
-190,500000,210.06152,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,1000000,209.87404,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,1500000,210.05493,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,2000000,209.94165,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,2500000,209.96147,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,3000000,210.20804,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,3500000,209.90233,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,4000000,209.8864,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,4500000,209.98433,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-190,5000000,210.01631,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,NaN,5
-191,500000,209.9414,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,1000000,210.48955,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,1500000,210.53748,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,2000000,210.35532,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,2500000,210.17734,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,3000000,210.42282,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,3500000,210.73035,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,4000000,210.29805,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,4500000,210.66791,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
-191,5000000,210.41454,1024,False,1091723,0.07475086,11147,3.01920418,False,NaN,NaN,NaN,NaN,5
+183,500000,371.3391,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,1000000,4315.091,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,1500000,3357.524,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,2000000,4888.199,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,2500000,4802.467,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,3000000,6334.442,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,3500000,2029.9307,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,4000000,6628.6147,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,4500000,6334.1626,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+183,5000000,7254.306,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,,5
+184,500000,246.49078,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,1000000,513.4171,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,1500000,306.6729,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,2000000,228.969,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,2500000,370.4527,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,3000000,439.4515,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,3500000,483.22403,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,4000000,748.52875,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,4500000,1003.7937,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+184,5000000,1044.8578,2048,True,536727,2.04e-06,13457,0.57455669,False,0.98371986,0.01157862,1e-08,,5
+185,500000,212.46835,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,1000000,211.76508,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,1500000,212.28448,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,2000000,212.33786,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,2500000,212.20699,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,3000000,212.10622,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,3500000,212.34799,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,4000000,212.12746,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,4500000,211.73242,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+185,5000000,211.83803,2048,False,1074472,0.07839438,6491,1.59914335,True,,,,0.94438931,5
+186,500000,380.95667,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,1000000,344.8388,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,1500000,435.51825,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,2000000,333.637,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,2500000,451.02643,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,3000000,492.81244,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,3500000,582.0148,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,4000000,552.2892,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,4500000,681.63574,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+186,5000000,982.4858,2048,True,1538235,2.61e-06,15971,0.12547885,False,0.26032534,0.76024587,0.0,,5
+187,500000,574.72314,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,1000000,5176.542,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,1500000,4137.7217,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,2000000,3902.163,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,2500000,4989.0576,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,3000000,4539.0635,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,3500000,5654.2866,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,4000000,7083.7544,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,4500000,7338.7876,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+187,5000000,5495.2544,2048,False,230810,9.293e-05,6153,1.36875112,False,,,,,5
+188,500000,4047.92,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,1000000,2585.2383,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,1500000,3619.795,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,2000000,4346.861,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,2500000,4813.1606,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,3000000,4047.1013,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,3500000,3456.8574,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,4000000,5144.1367,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,4500000,682.53827,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+188,5000000,2977.3584,2048,False,817960,0.00039099,10899,0.21360488,True,,,,0.69562908,5
+189,500000,160.99557,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,1000000,62.545616,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,1500000,260.71323,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,2000000,227.9986,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,2500000,431.03876,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,3000000,316.43484,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,3500000,131.93256,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,4000000,74.56324,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,4500000,124.917404,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+189,5000000,120.01299,2048,True,269420,0.01791183,9421,3.01908237,False,0.96852965,0.30235425,3.36e-06,,5
+190,500000,210.06152,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,1000000,209.87404,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,1500000,210.05493,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,2000000,209.94165,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,2500000,209.96147,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,3000000,210.20804,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,3500000,209.90233,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,4000000,209.8864,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,4500000,209.98433,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+190,5000000,210.01631,1024,True,688692,0.05514216,4793,0.31044253,False,0.2654556,0.47865187,1.482e-05,,5
+191,500000,209.9414,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,1000000,210.48955,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,1500000,210.53748,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,2000000,210.35532,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,2500000,210.17734,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,3000000,210.42282,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,3500000,210.73035,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,4000000,210.29805,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,4500000,210.66791,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
+191,5000000,210.41454,1024,False,1091723,0.07475086,11147,3.01920418,False,,,,,5
 192,500000,1143.1598,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
 192,1000000,3143.458,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
 192,1500000,4090.267,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
@@ -24969,106 +24969,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 192,4000000,5162.06,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
 192,4500000,4832.392,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
 192,5000000,3731.929,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
-193,500000,336.42206,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,1000000,547.33203,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,1500000,3801.1096,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,2000000,4228.879,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,2500000,4331.7266,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,3000000,3654.9297,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,3500000,4596.8174,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,4000000,4450.791,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,4500000,4589.5547,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-193,5000000,4654.914,1024,False,818648,4.584e-05,16213,1.94460379,True,NaN,NaN,NaN,0.92269664,5
-194,500000,319.33627,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,1000000,405.33777,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,1500000,419.25586,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,2000000,576.6654,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,2500000,966.60425,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,3000000,2308.1504,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,3500000,4231.122,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,4000000,4207.4375,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,4500000,4302.711,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-194,5000000,4557.4785,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,NaN,5
-195,500000,223.70032,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,1000000,214.65643,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,1500000,354.16116,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,2000000,409.2224,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,2500000,466.63196,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,3000000,470.2366,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,3500000,429.82822,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,4000000,469.3878,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,4500000,525.9425,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-195,5000000,464.64758,1024,False,450348,0.01732593,9198,2.66988175,False,NaN,NaN,NaN,NaN,5
-196,500000,337.5988,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,1000000,371.36523,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,1500000,713.9197,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,2000000,1552.8223,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,2500000,1137.8011,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,3000000,4817.8037,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,3500000,2586.8687,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,4000000,4485.9805,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,4500000,4260.204,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-196,5000000,5043.179,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,NaN,5
-197,500000,259.1761,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,1000000,482.54913,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,1500000,294.81995,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,2000000,257.21783,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,2500000,302.7802,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,3000000,442.9436,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,3500000,705.46497,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,4000000,620.65765,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,4500000,911.88885,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-197,5000000,1103.6885,1024,False,1323874,2.53e-06,8883,0.51524587,False,NaN,NaN,NaN,NaN,5
-198,500000,75.447044,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,1000000,366.8614,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,1500000,358.97577,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,2000000,268.13,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,2500000,384.61063,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,3000000,394.42844,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,3500000,354.51733,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,4000000,598.5258,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,4500000,543.7252,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-198,5000000,482.7147,2048,False,1831392,1.25e-06,9337,0.38841902,False,NaN,NaN,NaN,NaN,5
-199,500000,210.72371,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,1000000,210.30847,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,1500000,209.93938,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,2000000,210.34875,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,2500000,210.48788,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,3000000,210.52287,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,3500000,210.92212,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,4000000,210.58391,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,4500000,210.76218,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-199,5000000,210.31564,1024,False,1170527,0.06870732,15755,1.99710395,False,NaN,NaN,NaN,NaN,5
-200,500000,593.0869,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,1000000,5684.7295,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,1500000,3119.313,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,2000000,3819.8472,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,2500000,3672.196,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,3000000,5137.4414,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,3500000,5551.558,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,4000000,6716.5576,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,4500000,486.30115,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-200,5000000,4865.5464,512,False,679978,0.00154826,9892,0.59109317,False,NaN,NaN,NaN,NaN,5
-201,500000,385.5542,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,1000000,385.90765,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,1500000,403.87732,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,2000000,414.87875,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,2500000,423.44965,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,3000000,420.84375,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,3500000,429.0004,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,4000000,429.81705,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,4500000,409.22812,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-201,5000000,413.12396,512,False,1056647,0.01014769,824,0.69473675,True,NaN,NaN,NaN,0.44534786,5
-202,500000,256.32465,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,1000000,418.06873,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,1500000,433.64905,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,2000000,524.3407,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,2500000,590.6545,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,3000000,742.31506,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,3500000,1705.0508,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,4000000,2306.6228,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,4500000,4014.0225,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
-202,5000000,4368.612,512,False,1924086,1.224e-05,677,1.14920823,False,NaN,NaN,NaN,NaN,5
+193,500000,336.42206,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,1000000,547.33203,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,1500000,3801.1096,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,2000000,4228.879,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,2500000,4331.7266,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,3000000,3654.9297,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,3500000,4596.8174,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,4000000,4450.791,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,4500000,4589.5547,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+193,5000000,4654.914,1024,False,818648,4.584e-05,16213,1.94460379,True,,,,0.92269664,5
+194,500000,319.33627,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,1000000,405.33777,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,1500000,419.25586,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,2000000,576.6654,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,2500000,966.60425,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,3000000,2308.1504,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,3500000,4231.122,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,4000000,4207.4375,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,4500000,4302.711,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+194,5000000,4557.4785,512,True,1448428,1.04e-05,2885,0.4361287,False,0.54414124,0.05539185,2.1e-07,,5
+195,500000,223.70032,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,1000000,214.65643,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,1500000,354.16116,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,2000000,409.2224,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,2500000,466.63196,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,3000000,470.2366,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,3500000,429.82822,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,4000000,469.3878,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,4500000,525.9425,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+195,5000000,464.64758,1024,False,450348,0.01732593,9198,2.66988175,False,,,,,5
+196,500000,337.5988,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,1000000,371.36523,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,1500000,713.9197,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,2000000,1552.8223,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,2500000,1137.8011,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,3000000,4817.8037,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,3500000,2586.8687,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,4000000,4485.9805,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,4500000,4260.204,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+196,5000000,5043.179,1024,True,497323,2.453e-05,5217,2.87008919,False,0.79114561,0.83189461,1.639e-05,,5
+197,500000,259.1761,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,1000000,482.54913,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,1500000,294.81995,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,2000000,257.21783,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,2500000,302.7802,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,3000000,442.9436,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,3500000,705.46497,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,4000000,620.65765,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,4500000,911.88885,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+197,5000000,1103.6885,1024,False,1323874,2.53e-06,8883,0.51524587,False,,,,,5
+198,500000,75.447044,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,1000000,366.8614,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,1500000,358.97577,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,2000000,268.13,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,2500000,384.61063,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,3000000,394.42844,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,3500000,354.51733,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,4000000,598.5258,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,4500000,543.7252,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+198,5000000,482.7147,2048,False,1831392,1.25e-06,9337,0.38841902,False,,,,,5
+199,500000,210.72371,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,1000000,210.30847,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,1500000,209.93938,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,2000000,210.34875,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,2500000,210.48788,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,3000000,210.52287,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,3500000,210.92212,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,4000000,210.58391,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,4500000,210.76218,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+199,5000000,210.31564,1024,False,1170527,0.06870732,15755,1.99710395,False,,,,,5
+200,500000,593.0869,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,1000000,5684.7295,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,1500000,3119.313,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,2000000,3819.8472,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,2500000,3672.196,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,3000000,5137.4414,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,3500000,5551.558,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,4000000,6716.5576,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,4500000,486.30115,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+200,5000000,4865.5464,512,False,679978,0.00154826,9892,0.59109317,False,,,,,5
+201,500000,385.5542,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,1000000,385.90765,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,1500000,403.87732,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,2000000,414.87875,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,2500000,423.44965,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,3000000,420.84375,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,3500000,429.0004,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,4000000,429.81705,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,4500000,409.22812,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+201,5000000,413.12396,512,False,1056647,0.01014769,824,0.69473675,True,,,,0.44534786,5
+202,500000,256.32465,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,1000000,418.06873,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,1500000,433.64905,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,2000000,524.3407,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,2500000,590.6545,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,3000000,742.31506,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,3500000,1705.0508,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,4000000,2306.6228,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,4500000,4014.0225,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
+202,5000000,4368.612,512,False,1924086,1.224e-05,677,1.14920823,False,,,,,5
 203,500000,286.6944,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,5
 203,1000000,298.03714,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,5
 203,1500000,324.91275,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,5
@@ -25079,106 +25079,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,193.90062,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,5
 203,4500000,223.6318,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,5
 203,5000000,307.01178,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,5
-204,500000,211.09961,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,1000000,211.08902,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,1500000,210.70435,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,2000000,210.68268,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,2500000,211.02129,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,3000000,211.21332,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,3500000,210.90065,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,4000000,210.60938,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,4500000,210.69505,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-204,5000000,211.15237,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,NaN,5
-205,500000,327.58112,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,1000000,664.94946,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,1500000,2789.9812,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,2000000,4944.359,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,2500000,2005.9039,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,3000000,5259.174,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,3500000,339.71777,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,4000000,5515.13,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,4500000,2954.4985,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-205,5000000,5057.9385,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,NaN,5
-206,500000,300.76984,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,1000000,523.6725,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,1500000,1083.9949,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,2000000,4427.978,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,2500000,4743.889,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,3000000,4724.0464,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,3500000,4667.782,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,4000000,4830.173,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,4500000,4777.8906,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-206,5000000,4909.6406,1024,False,567761,2.067e-05,5464,1.39519218,False,NaN,NaN,NaN,NaN,5
-207,500000,365.46033,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,1000000,3649.9905,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,1500000,6340.1533,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,2000000,6531.0703,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,2500000,6249.38,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,3000000,6096.2935,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,3500000,6488.4946,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,4000000,7005.879,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,4500000,7080.657,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-207,5000000,6741.505,1024,False,1847835,0.000255,11262,4.00052899,False,NaN,NaN,NaN,NaN,5
-208,500000,177.92606,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,1000000,331.12085,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,1500000,228.82199,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,2000000,461.16415,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,2500000,410.49945,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,3000000,243.65575,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,3500000,352.451,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,4000000,449.6375,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,4500000,282.91522,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-208,5000000,398.65118,512,False,1069341,1.2e-06,5647,2.80974643,True,NaN,NaN,NaN,0.82345522,5
-209,500000,480.81506,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,1000000,2467.248,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,1500000,6997.1445,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,2000000,3141.2075,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,2500000,5611.875,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,3000000,3956.2195,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,3500000,3553.3003,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,4000000,5351.5117,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,4500000,2744.688,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-209,5000000,4602.6436,1024,False,1611604,0.00227582,6921,0.17766132,False,NaN,NaN,NaN,NaN,5
-210,500000,467.36826,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,1000000,353.6297,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,1500000,299.643,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,2000000,437.07916,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,2500000,357.9079,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,3000000,446.38693,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,3500000,609.79694,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,4000000,650.3842,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,4500000,2802.0566,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-210,5000000,4721.097,1024,False,1129640,2.85e-06,16073,0.31024058,False,NaN,NaN,NaN,NaN,5
-211,500000,426.56097,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,1000000,4830.0166,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,1500000,5788.534,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,2000000,5614.7095,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,2500000,4611.859,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,3000000,4731.01,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,3500000,6057.5874,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,4000000,6046.0654,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,4500000,6303.4287,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-211,5000000,4856.646,512,False,1690906,0.00047048,6956,0.37404966,False,NaN,NaN,NaN,NaN,5
-212,500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,1000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,1500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,2000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,2500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,3000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,3500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,4000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,4500000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-212,5000000,NaN,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
-213,500000,267.61603,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,1000000,407.95795,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,1500000,503.28403,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,2000000,600.06964,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,2500000,788.31067,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,3000000,1403.9796,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,3500000,4289.3286,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,4000000,4303.2295,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,4500000,4086.4106,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
-213,5000000,4218.2935,1024,False,1871052,5.13e-06,4249,0.71601614,True,NaN,NaN,NaN,0.25900751,5
+204,500000,211.09961,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,1000000,211.08902,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,1500000,210.70435,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,2000000,210.68268,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,2500000,211.02129,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,3000000,211.21332,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,3500000,210.90065,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,4000000,210.60938,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,4500000,210.69505,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+204,5000000,211.15237,512,True,1553728,0.06839551,6350,2.36254484,False,0.74820992,0.63982765,0.0,,5
+205,500000,327.58112,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,1000000,664.94946,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,1500000,2789.9812,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,2000000,4944.359,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,2500000,2005.9039,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,3000000,5259.174,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,3500000,339.71777,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,4000000,5515.13,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,4500000,2954.4985,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+205,5000000,5057.9385,2048,True,1687341,0.00303123,6002,1.14379591,False,0.71691325,0.52139038,0.0,,5
+206,500000,300.76984,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,1000000,523.6725,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,1500000,1083.9949,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,2000000,4427.978,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,2500000,4743.889,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,3000000,4724.0464,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,3500000,4667.782,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,4000000,4830.173,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,4500000,4777.8906,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+206,5000000,4909.6406,1024,False,567761,2.067e-05,5464,1.39519218,False,,,,,5
+207,500000,365.46033,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,1000000,3649.9905,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,1500000,6340.1533,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,2000000,6531.0703,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,2500000,6249.38,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,3000000,6096.2935,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,3500000,6488.4946,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,4000000,7005.879,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,4500000,7080.657,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+207,5000000,6741.505,1024,False,1847835,0.000255,11262,4.00052899,False,,,,,5
+208,500000,177.92606,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,1000000,331.12085,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,1500000,228.82199,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,2000000,461.16415,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,2500000,410.49945,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,3000000,243.65575,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,3500000,352.451,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,4000000,449.6375,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,4500000,282.91522,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+208,5000000,398.65118,512,False,1069341,1.2e-06,5647,2.80974643,True,,,,0.82345522,5
+209,500000,480.81506,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,1000000,2467.248,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,1500000,6997.1445,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,2000000,3141.2075,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,2500000,5611.875,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,3000000,3956.2195,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,3500000,3553.3003,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,4000000,5351.5117,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,4500000,2744.688,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+209,5000000,4602.6436,1024,False,1611604,0.00227582,6921,0.17766132,False,,,,,5
+210,500000,467.36826,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,1000000,353.6297,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,1500000,299.643,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,2000000,437.07916,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,2500000,357.9079,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,3000000,446.38693,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,3500000,609.79694,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,4000000,650.3842,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,4500000,2802.0566,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+210,5000000,4721.097,1024,False,1129640,2.85e-06,16073,0.31024058,False,,,,,5
+211,500000,426.56097,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,1000000,4830.0166,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,1500000,5788.534,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,2000000,5614.7095,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,2500000,4611.859,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,3000000,4731.01,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,3500000,6057.5874,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,4000000,6046.0654,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,4500000,6303.4287,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+211,5000000,4856.646,512,False,1690906,0.00047048,6956,0.37404966,False,,,,,5
+212,500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,1000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,1500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,2000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,2500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,3000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,3500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,4000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,4500000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+212,5000000,,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
+213,500000,267.61603,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,1000000,407.95795,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,1500000,503.28403,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,2000000,600.06964,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,2500000,788.31067,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,3000000,1403.9796,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,3500000,4289.3286,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,4000000,4303.2295,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,4500000,4086.4106,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
+213,5000000,4218.2935,1024,False,1871052,5.13e-06,4249,0.71601614,True,,,,0.25900751,5
 214,500000,211.04082,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,1000000,211.45543,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,1500000,211.30713,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
@@ -25189,26 +25189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 214,4000000,211.11594,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,4500000,211.37378,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,5000000,210.99008,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
-215,500000,895.2342,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,1000000,4580.8066,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,1500000,4485.083,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,2000000,3665.434,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,2500000,4172.837,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,3000000,4432.0513,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,3500000,4473.509,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,4000000,4027.956,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,4500000,4527.1733,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-215,5000000,4517.1216,1024,False,465205,5.849e-05,4307,0.52750536,True,NaN,NaN,NaN,0.37821543,5
-216,500000,376.16095,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,1000000,462.9453,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,1500000,468.13443,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,2000000,493.32703,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,2500000,495.9854,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,3000000,477.10782,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,3500000,434.7691,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,4000000,501.86188,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,4500000,500.05493,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
-216,5000000,510.3439,2048,False,1033972,0.00769066,2018,0.84914275,True,NaN,NaN,NaN,0.38782293,5
+215,500000,895.2342,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,1000000,4580.8066,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,1500000,4485.083,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,2000000,3665.434,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,2500000,4172.837,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,3000000,4432.0513,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,3500000,4473.509,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,4000000,4027.956,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,4500000,4527.1733,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+215,5000000,4517.1216,1024,False,465205,5.849e-05,4307,0.52750536,True,,,,0.37821543,5
+216,500000,376.16095,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,1000000,462.9453,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,1500000,468.13443,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,2000000,493.32703,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,2500000,495.9854,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,3000000,477.10782,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,3500000,434.7691,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,4000000,501.86188,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,4500000,500.05493,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
+216,5000000,510.3439,2048,False,1033972,0.00769066,2018,0.84914275,True,,,,0.38782293,5
 217,500000,346.7442,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,5
 217,1000000,369.44583,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,5
 217,1500000,415.9766,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,5
@@ -25219,116 +25219,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 217,4000000,436.89832,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,5
 217,4500000,443.08142,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,5
 217,5000000,432.66605,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,5
-218,500000,203.15982,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,1000000,286.3452,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,1500000,411.51758,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,2000000,358.35254,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,2500000,405.50336,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,3000000,464.40887,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,3500000,514.50244,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,4000000,467.47598,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,4500000,480.04352,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-218,5000000,494.1029,2048,False,1773483,0.01427394,517,1.37037077,False,NaN,NaN,NaN,NaN,5
-219,500000,313.5072,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,1000000,358.2724,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,1500000,555.9016,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,2000000,601.3772,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,2500000,1295.377,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,3000000,3772.436,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,3500000,1909.4648,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,4000000,3388.642,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,4500000,4097.472,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-219,5000000,4276.7803,512,False,1545441,0.00748733,496,0.65146757,True,NaN,NaN,NaN,0.34572723,5
-220,500000,326.59845,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,1000000,341.80008,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,1500000,344.1061,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,2000000,346.20642,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,2500000,343.6529,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,3000000,345.78592,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,3500000,118.386696,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,4000000,140.15814,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,4500000,137.5658,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-220,5000000,119.75101,512,False,705477,0.02957077,2966,3.36894355,True,NaN,NaN,NaN,0.95098118,5
-221,500000,428.26843,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,1000000,2002.7261,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,1500000,4675.615,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,2000000,4616.9487,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,2500000,4813.799,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,3000000,4709.8076,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,3500000,4902.544,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,4000000,4618.8994,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,4500000,4688.0967,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-221,5000000,4720.1084,512,False,1547940,6.227e-05,14891,0.39130423,True,NaN,NaN,NaN,0.49005622,5
-222,500000,653.3125,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,1000000,3215.04,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,1500000,3906.317,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,2000000,2193.16,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,2500000,478.93097,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,3000000,725.25964,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,3500000,4110.748,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,4000000,2309.7095,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,4500000,1775.7306,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-222,5000000,1620.533,2048,False,300753,0.00589457,11782,1.31565212,False,NaN,NaN,NaN,NaN,5
-223,500000,194.85117,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,1000000,172.35751,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,1500000,261.3518,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,2000000,204.3646,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,2500000,69.74157,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,3000000,246.59813,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,3500000,269.44824,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,4000000,225.92592,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,4500000,98.95666,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-223,5000000,226.08731,512,False,853730,0.02406078,4160,0.14374896,False,NaN,NaN,NaN,NaN,5
-224,500000,4220.9355,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,1000000,4446.1533,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,1500000,5214.7383,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,2000000,3709.6396,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,2500000,2790.822,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,3000000,5379.761,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,3500000,5704.185,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,4000000,6687.8086,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,4500000,6982.1216,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-224,5000000,4744.6924,2048,False,35066,7.76e-05,16037,2.3049458,True,NaN,NaN,NaN,0.03436838,5
-225,500000,564.48254,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,1000000,3289.223,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,1500000,3804.8525,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,2000000,1742.0933,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,2500000,3872.657,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,3000000,3625.549,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,3500000,3643.669,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,4000000,2882.752,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,4500000,851.31177,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-225,5000000,4246.9434,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,NaN,5
-226,500000,460.51855,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,1000000,2182.2085,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,1500000,4086.5588,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,2000000,1728.5989,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,2500000,1876.295,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,3000000,3651.494,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,3500000,1040.4221,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,4000000,6653.2305,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,4500000,1184.2814,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-226,5000000,1103.9844,2048,False,760704,0.00101898,11381,0.122051,False,NaN,NaN,NaN,NaN,5
-227,500000,177.14177,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,1000000,208.43149,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,1500000,369.8542,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,2000000,204.84436,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,2500000,120.01993,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,3000000,124.50798,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,3500000,159.78384,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,4000000,126.40196,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,4500000,93.98013,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-227,5000000,94.27727,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,NaN,5
-228,500000,639.7447,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,1000000,5473.6255,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,1500000,6204.17,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,2000000,6099.2617,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,2500000,5986.671,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,3000000,6385.906,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,3500000,7561.4243,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,4000000,6838.7627,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,4500000,6621.658,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
-228,5000000,6451.462,512,False,1466492,0.00223061,3545,5.2919242,False,NaN,NaN,NaN,NaN,5
+218,500000,203.15982,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,1000000,286.3452,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,1500000,411.51758,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,2000000,358.35254,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,2500000,405.50336,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,3000000,464.40887,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,3500000,514.50244,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,4000000,467.47598,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,4500000,480.04352,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+218,5000000,494.1029,2048,False,1773483,0.01427394,517,1.37037077,False,,,,,5
+219,500000,313.5072,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,1000000,358.2724,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,1500000,555.9016,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,2000000,601.3772,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,2500000,1295.377,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,3000000,3772.436,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,3500000,1909.4648,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,4000000,3388.642,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,4500000,4097.472,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+219,5000000,4276.7803,512,False,1545441,0.00748733,496,0.65146757,True,,,,0.34572723,5
+220,500000,326.59845,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,1000000,341.80008,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,1500000,344.1061,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,2000000,346.20642,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,2500000,343.6529,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,3000000,345.78592,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,3500000,118.386696,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,4000000,140.15814,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,4500000,137.5658,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+220,5000000,119.75101,512,False,705477,0.02957077,2966,3.36894355,True,,,,0.95098118,5
+221,500000,428.26843,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,1000000,2002.7261,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,1500000,4675.615,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,2000000,4616.9487,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,2500000,4813.799,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,3000000,4709.8076,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,3500000,4902.544,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,4000000,4618.8994,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,4500000,4688.0967,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+221,5000000,4720.1084,512,False,1547940,6.227e-05,14891,0.39130423,True,,,,0.49005622,5
+222,500000,653.3125,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,1000000,3215.04,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,1500000,3906.317,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,2000000,2193.16,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,2500000,478.93097,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,3000000,725.25964,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,3500000,4110.748,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,4000000,2309.7095,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,4500000,1775.7306,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+222,5000000,1620.533,2048,False,300753,0.00589457,11782,1.31565212,False,,,,,5
+223,500000,194.85117,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,1000000,172.35751,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,1500000,261.3518,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,2000000,204.3646,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,2500000,69.74157,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,3000000,246.59813,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,3500000,269.44824,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,4000000,225.92592,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,4500000,98.95666,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+223,5000000,226.08731,512,False,853730,0.02406078,4160,0.14374896,False,,,,,5
+224,500000,4220.9355,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,1000000,4446.1533,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,1500000,5214.7383,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,2000000,3709.6396,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,2500000,2790.822,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,3000000,5379.761,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,3500000,5704.185,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,4000000,6687.8086,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,4500000,6982.1216,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+224,5000000,4744.6924,2048,False,35066,7.76e-05,16037,2.3049458,True,,,,0.03436838,5
+225,500000,564.48254,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,1000000,3289.223,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,1500000,3804.8525,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,2000000,1742.0933,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,2500000,3872.657,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,3000000,3625.549,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,3500000,3643.669,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,4000000,2882.752,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,4500000,851.31177,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+225,5000000,4246.9434,1024,True,198614,0.00010341,9151,0.10816368,False,0.51609112,0.7959693,1.3e-07,,5
+226,500000,460.51855,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,1000000,2182.2085,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,1500000,4086.5588,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,2000000,1728.5989,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,2500000,1876.295,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,3000000,3651.494,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,3500000,1040.4221,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,4000000,6653.2305,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,4500000,1184.2814,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+226,5000000,1103.9844,2048,False,760704,0.00101898,11381,0.122051,False,,,,,5
+227,500000,177.14177,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,1000000,208.43149,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,1500000,369.8542,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,2000000,204.84436,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,2500000,120.01993,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,3000000,124.50798,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,3500000,159.78384,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,4000000,126.40196,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,4500000,93.98013,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+227,5000000,94.27727,2048,True,1324695,0.01805582,3859,3.28372621,False,0.95557477,0.26764411,1e-08,,5
+228,500000,639.7447,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,1000000,5473.6255,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,1500000,6204.17,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,2000000,6099.2617,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,2500000,5986.671,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,3000000,6385.906,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,3500000,7561.4243,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,4000000,6838.7627,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,4500000,6621.658,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
+228,5000000,6451.462,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,5
 229,500000,223.7099,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,1000000,224.62556,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,1500000,223.37628,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
@@ -25339,46 +25339,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,138.53325,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,4500000,138.64417,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,5000000,138.64005,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
-230,500000,593.0238,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,1000000,3866.7764,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,1500000,6614.2334,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,2000000,5877.034,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,2500000,7038.304,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,3000000,7509.442,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,3500000,7240.541,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,4000000,7307.342,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,4500000,7998.216,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-230,5000000,4800.3423,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,5
-231,500000,314.47418,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,1000000,575.27374,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,1500000,867.0987,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,2000000,2013.9766,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,2500000,4569.257,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,3000000,4012.3267,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,3500000,4588.9517,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,4000000,4784.411,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,4500000,4700.952,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-231,5000000,5008.9536,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,NaN,5
-232,500000,554.2788,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,1000000,1632.1765,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,1500000,4568.914,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,2000000,2585.5513,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,2500000,2277.422,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,3000000,332.0867,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,3500000,4210.957,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,4000000,4419.1226,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,4500000,1463.0432,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-232,5000000,2599.9854,2048,False,713165,0.00610448,16161,1.12886816,True,NaN,NaN,NaN,0.25498261,5
-233,500000,226.09393,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,1000000,336.09378,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,1500000,426.35272,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,2000000,410.93164,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,2500000,438.7186,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,3000000,506.10687,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,3500000,658.30426,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,4000000,691.6294,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,4500000,922.93384,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
-233,5000000,2391.1987,512,False,145110,2.81e-06,6899,0.33299515,True,NaN,NaN,NaN,0.14833285,5
+230,500000,593.0238,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,1000000,3866.7764,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,1500000,6614.2334,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,2000000,5877.034,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,2500000,7038.304,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,3000000,7509.442,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,3500000,7240.541,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,4000000,7307.342,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,4500000,7998.216,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+230,5000000,4800.3423,512,False,1324713,0.00080349,14248,9.70086457,False,,,,,5
+231,500000,314.47418,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,1000000,575.27374,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,1500000,867.0987,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,2000000,2013.9766,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,2500000,4569.257,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,3000000,4012.3267,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,3500000,4588.9517,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,4000000,4784.411,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,4500000,4700.952,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+231,5000000,5008.9536,1024,True,1945895,4.923e-05,10083,5.71726701,False,0.12398647,0.82055169,6e-08,,5
+232,500000,554.2788,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,1000000,1632.1765,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,1500000,4568.914,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,2000000,2585.5513,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,2500000,2277.422,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,3000000,332.0867,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,3500000,4210.957,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,4000000,4419.1226,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,4500000,1463.0432,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+232,5000000,2599.9854,2048,False,713165,0.00610448,16161,1.12886816,True,,,,0.25498261,5
+233,500000,226.09393,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,1000000,336.09378,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,1500000,426.35272,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,2000000,410.93164,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,2500000,438.7186,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,3000000,506.10687,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,3500000,658.30426,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,4000000,691.6294,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,4500000,922.93384,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
+233,5000000,2391.1987,512,False,145110,2.81e-06,6899,0.33299515,True,,,,0.14833285,5
 234,500000,237.61725,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
 234,1000000,252.67744,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
 234,1500000,568.08813,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
@@ -25389,126 +25389,126 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,4609.789,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
 234,4500000,4232.165,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
 234,5000000,4533.359,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
-235,500000,506.92676,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,1000000,3914.1074,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,1500000,3641.4448,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,2000000,3777.1194,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,2500000,4418.2183,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,3000000,2949.4802,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,3500000,4603.9795,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,4000000,4906.559,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,4500000,5061.2725,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-235,5000000,5802.044,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,5
-236,500000,576.6666,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,1000000,2781.7805,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,1500000,5258.9717,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,2000000,6254.384,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,2500000,5802.2334,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,3000000,5156.723,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,3500000,3958.6309,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,4000000,6193.48,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,4500000,4229.208,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-236,5000000,1058.4521,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,NaN,5
-237,500000,210.75142,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,1000000,210.57077,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,1500000,210.54253,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,2000000,210.64767,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,2500000,210.50397,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,3000000,210.79858,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,3500000,210.56027,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,4000000,210.79869,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,4500000,210.28094,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-237,5000000,210.88754,2048,False,922740,0.06692396,13050,1.31057531,True,NaN,NaN,NaN,0.46035523,5
-238,500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,1000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,1500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,2000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,2500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,3000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,3500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,4000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,4500000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-238,5000000,NaN,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,NaN,5
-239,500000,674.2162,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,1000000,2467.9927,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,1500000,1119.4994,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,2000000,513.82306,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,2500000,4352.9614,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,3000000,693.40283,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,3500000,2430.1577,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,4000000,847.3711,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,4500000,5223.9614,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-239,5000000,895.2196,2048,False,117317,0.00748203,7332,2.09699368,False,NaN,NaN,NaN,NaN,5
-240,500000,387.64465,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,1000000,3174.2935,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,1500000,5254.169,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,2000000,5132.7007,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,2500000,5365.552,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,3000000,4519.465,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,3500000,4987.8447,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,4000000,4848.857,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,4500000,5658.266,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
-240,5000000,5057.561,2048,False,1590716,8.891e-05,9573,0.40588346,False,NaN,NaN,NaN,NaN,5
+235,500000,506.92676,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,1000000,3914.1074,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,1500000,3641.4448,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,2000000,3777.1194,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,2500000,4418.2183,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,3000000,2949.4802,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,3500000,4603.9795,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,4000000,4906.559,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,4500000,5061.2725,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+235,5000000,5802.044,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,,5
+236,500000,576.6666,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,1000000,2781.7805,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,1500000,5258.9717,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,2000000,6254.384,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,2500000,5802.2334,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,3000000,5156.723,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,3500000,3958.6309,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,4000000,6193.48,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,4500000,4229.208,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+236,5000000,1058.4521,512,True,1567895,0.00375545,2391,1.84302524,False,0.7755989,0.1013568,2.68e-06,,5
+237,500000,210.75142,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,1000000,210.57077,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,1500000,210.54253,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,2000000,210.64767,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,2500000,210.50397,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,3000000,210.79858,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,3500000,210.56027,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,4000000,210.79869,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,4500000,210.28094,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+237,5000000,210.88754,2048,False,922740,0.06692396,13050,1.31057531,True,,,,0.46035523,5
+238,500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,1000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,1500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,2000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,2500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,3000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,3500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,4000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,4500000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+238,5000000,,2048,True,29707,0.00114137,16316,4.31019747,False,0.9152549,0.81544586,3.1e-07,,5
+239,500000,674.2162,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,1000000,2467.9927,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,1500000,1119.4994,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,2000000,513.82306,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,2500000,4352.9614,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,3000000,693.40283,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,3500000,2430.1577,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,4000000,847.3711,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,4500000,5223.9614,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+239,5000000,895.2196,2048,False,117317,0.00748203,7332,2.09699368,False,,,,,5
+240,500000,387.64465,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,1000000,3174.2935,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,1500000,5254.169,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,2000000,5132.7007,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,2500000,5365.552,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,3000000,4519.465,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,3500000,4987.8447,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,4000000,4848.857,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,4500000,5658.266,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
+240,5000000,5057.561,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,5
 241,500000,210.75461,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,1000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,1500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,2000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,2500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,3000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,3500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,4000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,4500000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-241,5000000,NaN,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
-242,500000,240.71716,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,1000000,387.3559,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,1500000,348.19852,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,2000000,628.60266,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,2500000,1314.7188,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,3000000,1226.6365,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,3500000,4088.5925,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,4000000,4366.744,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,4500000,4442.0684,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-242,5000000,4442.5044,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,5
-243,500000,210.15854,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,1000000,210.29222,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,1500000,210.02177,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,2000000,209.91788,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,2500000,210.27756,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,3000000,210.13612,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,3500000,209.82803,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,4000000,209.94363,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,4500000,209.77054,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-243,5000000,210.04605,2048,False,1653039,0.05883047,6371,1.44597415,False,NaN,NaN,NaN,NaN,5
-244,500000,1135.8721,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,1000000,1509.1562,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,1500000,2509.7495,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,2000000,420.46417,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,2500000,6634.6763,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,3000000,4895.02,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,3500000,478.48938,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,4000000,524.5685,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,4500000,545.2911,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-244,5000000,556.82874,2048,False,407529,0.00070833,12219,0.50824461,True,NaN,NaN,NaN,0.01587937,5
-245,500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,1000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,1500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,2000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,2500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,3000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,3500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,4000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,4500000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-245,5000000,NaN,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,NaN,5
-246,500000,4482.297,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,1000000,4556.7095,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,1500000,4619.2773,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,2000000,4333.7,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,2500000,2382.2026,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,3000000,4031.891,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,3500000,4726.324,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,4000000,4708.285,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,4500000,4683.8994,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
-246,5000000,4631.5205,512,False,1204559,0.00089559,8943,7.55425115,True,NaN,NaN,NaN,0.59701686,5
+241,1000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,1500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,2000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,2500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,3000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,3500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,4000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,4500000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+241,5000000,,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
+242,500000,240.71716,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,1000000,387.3559,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,1500000,348.19852,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,2000000,628.60266,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,2500000,1314.7188,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,3000000,1226.6365,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,3500000,4088.5925,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,4000000,4366.744,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,4500000,4442.0684,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+242,5000000,4442.5044,512,False,839795,9.91e-06,10758,0.55934678,False,,,,,5
+243,500000,210.15854,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,1000000,210.29222,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,1500000,210.02177,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,2000000,209.91788,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,2500000,210.27756,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,3000000,210.13612,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,3500000,209.82803,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,4000000,209.94363,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,4500000,209.77054,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+243,5000000,210.04605,2048,False,1653039,0.05883047,6371,1.44597415,False,,,,,5
+244,500000,1135.8721,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,1000000,1509.1562,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,1500000,2509.7495,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,2000000,420.46417,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,2500000,6634.6763,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,3000000,4895.02,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,3500000,478.48938,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,4000000,524.5685,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,4500000,545.2911,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+244,5000000,556.82874,2048,False,407529,0.00070833,12219,0.50824461,True,,,,0.01587937,5
+245,500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,1000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,1500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,2000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,2500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,3000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,3500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,4000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,4500000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+245,5000000,,1024,True,1218728,0.00758215,1247,0.20707109,False,0.74101842,0.59231976,8.204e-05,,5
+246,500000,4482.297,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,1000000,4556.7095,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,1500000,4619.2773,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,2000000,4333.7,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,2500000,2382.2026,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,3000000,4031.891,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,3500000,4726.324,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,4000000,4708.285,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,4500000,4683.8994,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
+246,5000000,4631.5205,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,5
 247,500000,443.93857,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,1000000,519.27295,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,1500000,1943.1871,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
@@ -25519,16 +25519,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,2734.7573,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,4500000,3762.8455,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,5000000,2794.832,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
-248,500000,439.53006,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,1000000,455.38397,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,1500000,460.1028,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,2000000,572.0039,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,2500000,887.85535,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,3000000,4285.627,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,3500000,4896.0674,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,4000000,4867.224,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,4500000,4309.5605,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
-248,5000000,4667.6504,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,5
+248,500000,439.53006,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,1000000,455.38397,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,1500000,460.1028,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,2000000,572.0039,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,2500000,887.85535,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,3000000,4285.627,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,3500000,4896.0674,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,4000000,4867.224,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,4500000,4309.5605,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
+248,5000000,4667.6504,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,5
 249,500000,73.9929,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,5
 249,1000000,72.822266,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,5
 249,1500000,83.12949,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,5
@@ -25549,16 +25549,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,4946.4463,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,5
 250,4500000,4721.616,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,5
 250,5000000,4908.4316,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,5
-251,500000,505.57684,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,1000000,2121.3647,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,1500000,2424.0708,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,2000000,4782.1895,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,2500000,2396.6797,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,3000000,4407.1772,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,3500000,3050.2822,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,4000000,1489.9043,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,4500000,2766.127,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
-251,5000000,7355.547,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,5
+251,500000,505.57684,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,1000000,2121.3647,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,1500000,2424.0708,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,2000000,4782.1895,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,2500000,2396.6797,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,3000000,4407.1772,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,3500000,3050.2822,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,4000000,1489.9043,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,4500000,2766.127,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
+251,5000000,7355.547,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,5
 252,500000,357.51813,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,1000000,558.0874,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,1500000,548.5805,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
@@ -25569,33 +25569,33 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 252,4000000,4173.999,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,4500000,3557.5332,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,5000000,4213.325,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
-253,500000,274.92102,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,1000000,281.64566,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,1500000,338.8347,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,2000000,490.62842,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,2500000,556.6743,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,3000000,975.77405,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,3500000,1837.2559,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,4000000,2936.2102,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,4500000,3924.2532,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-253,5000000,4081.7007,1024,False,1029748,4.88e-06,10635,5.15311689,True,NaN,NaN,NaN,0.11305101,5
-254,500000,539.91693,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,1000000,315.02625,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,1500000,1383.9825,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,2000000,4243.9785,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,2500000,4310.2944,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,3000000,3257.636,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,3500000,1261.8887,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,4000000,2381.9885,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,4500000,2711.0908,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-254,5000000,2385.3835,512,False,45037,0.00468143,14057,0.80650693,True,NaN,NaN,NaN,0.98006548,5
-255,500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,1000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,1500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,2000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,2500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,3000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,3500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,4000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,4500000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
-255,5000000,NaN,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,NaN,5
+253,500000,274.92102,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,1000000,281.64566,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,1500000,338.8347,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,2000000,490.62842,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,2500000,556.6743,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,3000000,975.77405,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,3500000,1837.2559,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,4000000,2936.2102,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,4500000,3924.2532,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+253,5000000,4081.7007,1024,False,1029748,4.88e-06,10635,5.15311689,True,,,,0.11305101,5
+254,500000,539.91693,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,1000000,315.02625,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,1500000,1383.9825,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,2000000,4243.9785,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,2500000,4310.2944,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,3000000,3257.636,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,3500000,1261.8887,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,4000000,2381.9885,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,4500000,2711.0908,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+254,5000000,2385.3835,512,False,45037,0.00468143,14057,0.80650693,True,,,,0.98006548,5
+255,500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,1000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,1500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,2000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,2500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,3000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,3500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,4000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,4500000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5
+255,5000000,,2048,True,1927535,6.895e-05,4875,0.20212278,False,0.98712257,0.33413729,3.29e-06,,5