diff --git "a/landscapes/brax_hopper_sac.csv" "b/landscapes/brax_hopper_sac.csv"
--- "a/landscapes/brax_hopper_sac.csv"
+++ "b/landscapes/brax_hopper_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
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 15,500000,3077.247,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,1000000,3330.5417,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,1500000,3435.3433,2048,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
 15,4000000,3484.3677,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,4500000,3580.874,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
 15,5000000,3616.2446,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,9
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+17,3500000,1867.6296,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
+17,4000000,1232.0962,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
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+17,5000000,1450.2454,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,9
 18,500000,3351.3325,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,1000000,3405.0398,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,1500000,2243.1746,512,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
 18,4000000,1946.4215,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,4500000,2181.6855,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
 18,5000000,3100.9092,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,9
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+21,5000000,3099.9297,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,9
 22,500000,969.8407,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,1000000,3191.3843,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,1500000,2224.744,1024,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
 22,4000000,1732.0511,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,4500000,1298.1713,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
 22,5000000,1705.0586,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,9
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 29,500000,82.23833,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,1000000,313.76624,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
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@@ -299,16 +299,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,1892.1978,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,4500000,2686.4553,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
 29,5000000,3082.4468,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,9
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 31,500000,677.6491,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
 31,1000000,3157.5117,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
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@@ -319,46 +319,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,3518.8992,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
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 31,5000000,3420.901,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,9
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+34,500000,144.5671,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
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+34,4500000,147.5413,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+34,5000000,140.85367,512,True,1592992,0.06249324,7506,1.52043665,False,0.46265122,0.95235573,7.6e-07,,9
+35,500000,1267.9104,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,1000000,3257.3982,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,1500000,3283.311,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,2000000,3540.1936,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,2500000,3243.6836,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,3000000,3516.865,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,3500000,460.08035,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,4000000,2521.1096,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,4500000,2864.253,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
+35,5000000,2648.9233,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,9
 36,500000,45.610016,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,1000000,253.12532,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,1500000,263.40106,1024,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
 36,4000000,264.3813,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,4500000,269.77145,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
 36,5000000,272.29297,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,9
-37,500000,43.453255,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,1000000,63.738136,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,1500000,306.049,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,2000000,494.785,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,2500000,258.24854,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,3000000,1023.4221,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,3500000,1007.8723,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,4000000,1021.54846,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,4500000,1019.31226,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
-37,5000000,1019.3224,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,9
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-38,1500000,147.71939,512,False,1948539,0.0894798,6702,0.21179166,False,NaN,NaN,NaN,NaN,9
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+37,2000000,494.785,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
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+37,3500000,1007.8723,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
+37,4000000,1021.54846,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,9
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+38,500000,148.02072,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,1000000,145.27954,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,1500000,147.71939,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,2000000,155.56134,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,2500000,140.04147,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,3000000,142.32529,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,3500000,146.85071,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,4000000,146.29936,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,4500000,150.91948,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
+38,5000000,152.86288,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,9
 39,500000,1744.2959,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,1000000,1411.8372,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,1500000,662.09424,512,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
 39,4000000,1805.9977,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,4500000,1431.0192,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
 39,5000000,3123.045,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,9
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-40,1000000,1018.11707,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,1500000,1284.4529,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,2000000,408.44592,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,2500000,482.87744,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
-40,3000000,408.82764,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
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-40,4000000,457.811,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,9
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+40,500000,66.003494,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,1000000,1018.11707,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,1500000,1284.4529,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,2000000,408.44592,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,2500000,482.87744,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,3000000,408.82764,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,3500000,1061.3649,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,4000000,457.811,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,4500000,2226.7222,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
+40,5000000,2049.304,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,9
 41,500000,149.29391,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,1000000,150.26157,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,1500000,150.59033,2048,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
 41,4000000,152.04678,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,4500000,144.95213,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
 41,5000000,149.04141,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,9
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+44,5000000,8.498262,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,9
 45,500000,1021.94385,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,1000000,1443.9302,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,1500000,3256.3386,512,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
 45,4000000,48.428047,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,4500000,38.24269,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
 45,5000000,91.060646,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,9
-46,500000,220.75659,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,1000000,410.07648,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,1500000,521.73193,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,2000000,684.20337,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,2500000,851.54767,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,3000000,1684.5266,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,3500000,805.45886,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,4000000,1227.65,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,4500000,890.676,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-46,5000000,2728.8315,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,9
-47,500000,278.67834,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
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-47,1500000,617.1048,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
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-47,2500000,334.927,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,3000000,2269.231,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,3500000,1695.552,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,4000000,3344.4688,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,4500000,1442.1106,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
-47,5000000,1910.1826,1024,False,1758594,0.00052287,4632,0.11493982,False,NaN,NaN,NaN,NaN,9
+46,500000,220.75659,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,1000000,410.07648,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,1500000,521.73193,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,2000000,684.20337,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,2500000,851.54767,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,3000000,1684.5266,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,3500000,805.45886,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,4000000,1227.65,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,4500000,890.676,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+46,5000000,2728.8315,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,,9
+47,500000,278.67834,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,1000000,478.02283,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,1500000,617.1048,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,2000000,2405.2402,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,2500000,334.927,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,3000000,2269.231,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,3500000,1695.552,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,4000000,3344.4688,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,4500000,1442.1106,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
+47,5000000,1910.1826,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,9
 48,500000,1427.2526,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,9
 48,1000000,1526.8796,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,9
 48,1500000,1228.9146,512,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
 50,4000000,3166.2246,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,9
 50,4500000,3328.2302,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,9
 50,5000000,3369.9219,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,9
-51,500000,447.4813,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,1000000,444.5737,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,1500000,653.0331,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,2000000,964.33997,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,2500000,3205.067,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,3000000,3281.947,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,3500000,3431.9365,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,4000000,1466.4583,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,4500000,3342.2817,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
-51,5000000,1896.5555,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,9
+51,500000,447.4813,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,1000000,444.5737,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,1500000,653.0331,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,2000000,964.33997,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,2500000,3205.067,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,3000000,3281.947,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,3500000,3431.9365,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,4000000,1466.4583,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,4500000,3342.2817,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
+51,5000000,1896.5555,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,9
 52,500000,263.31104,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,1000000,259.53442,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,1500000,301.90955,512,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
 52,4000000,2126.674,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,4500000,884.4037,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
 52,5000000,1797.6416,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,9
-53,500000,44.922863,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,1000000,463.99237,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,1500000,471.2669,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,2000000,333.71423,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,2500000,1017.2516,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,3000000,1058.6069,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,3500000,1042.4177,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,4000000,990.98,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,4500000,1051.5044,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-53,5000000,1024.5117,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,9
-54,500000,884.59503,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,1000000,3132.2124,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,1500000,3227.977,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,2000000,1473.7815,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,2500000,3353.608,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,3000000,1064.262,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
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-54,4500000,1590.8384,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
-54,5000000,2430.3545,512,False,725031,0.00022555,6197,9.10026122,True,NaN,NaN,NaN,0.61117688,9
+53,500000,44.922863,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
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+53,1500000,471.2669,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,2000000,333.71423,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,2500000,1017.2516,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
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+53,3500000,1042.4177,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,4000000,990.98,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,4500000,1051.5044,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+53,5000000,1024.5117,512,False,495568,1.58e-06,982,0.13248206,False,,,,,9
+54,500000,884.59503,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,1000000,3132.2124,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,1500000,3227.977,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,2000000,1473.7815,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,2500000,3353.608,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,3000000,1064.262,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,3500000,1237.24,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,4000000,1403.6193,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,4500000,1590.8384,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
+54,5000000,2430.3545,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,9
 55,500000,1118.6157,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,1000000,1262.3408,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,1500000,2646.7412,1024,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
 55,4000000,3187.814,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,4500000,1637.8003,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
 55,5000000,2664.4077,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,9
-56,500000,150.78723,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,1000000,150.49231,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,1500000,155.06207,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,2000000,150.70024,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,2500000,147.98987,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,3000000,147.64803,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,3500000,160.5744,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-56,4000000,154.23141,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
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-56,5000000,147.4739,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,9
-57,500000,302.75836,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,9
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+58,5000000,155.75854,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,9
 59,500000,398.78915,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,1000000,538.52704,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,1500000,615.3281,512,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
 59,4000000,1373.8391,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,4500000,1177.324,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
 59,5000000,1009.0866,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,9
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 64,500000,53.64933,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,1000000,59.231064,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,1500000,131.94823,512,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
 64,4000000,480.76025,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,4500000,1153.9338,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
 64,5000000,2395.9585,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,9
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+66,3000000,3308.4836,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,3500000,3388.962,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,4000000,3396.7979,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,4500000,3358.1406,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
+66,5000000,3429.3076,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,9
 67,500000,94.526886,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,1000000,521.37256,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,1500000,1055.6099,1024,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
 67,4000000,1027.8715,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,4500000,1041.7649,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
 67,5000000,1049.8899,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,9
-68,500000,1927.4497,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,1000000,3235.2441,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,1500000,1248.1633,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,2000000,1262.4941,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,2500000,1745.7928,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,3000000,1730.999,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,3500000,1791.6064,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,4000000,2015.477,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,4500000,2505.9336,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-68,5000000,1920.8491,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,9
-69,500000,433.1265,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,1000000,547.5698,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,1500000,683.662,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,2000000,690.7573,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,2500000,856.7233,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,3000000,1088.8818,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,3500000,3297.2368,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,4000000,3392.0264,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,4500000,3342.4565,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
-69,5000000,2301.8208,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,9
+68,500000,1927.4497,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,1000000,3235.2441,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,1500000,1248.1633,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,2000000,1262.4941,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,2500000,1745.7928,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,3000000,1730.999,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,3500000,1791.6064,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,4000000,2015.477,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,4500000,2505.9336,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+68,5000000,1920.8491,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,9
+69,500000,433.1265,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,1000000,547.5698,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,1500000,683.662,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,2000000,690.7573,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,2500000,856.7233,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,3000000,1088.8818,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,3500000,3297.2368,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,4000000,3392.0264,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,4500000,3342.4565,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
+69,5000000,2301.8208,512,False,917561,0.00016708,5507,5.77239771,False,,,,,9
 70,500000,1013.56635,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,1000000,1902.8828,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,1500000,2891.708,2048,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
 70,4000000,1608.1572,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,4500000,3025.7969,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
 70,5000000,1240.1907,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,9
-71,500000,178.8493,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,1000000,1026.863,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,1500000,169.34914,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,2000000,1028.937,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,2500000,1324.6917,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,3000000,2435.3384,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,3500000,1787.2129,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,4000000,1345.8357,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,4500000,2485.3916,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
-71,5000000,3070.754,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,9
+71,500000,178.8493,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,1000000,1026.863,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,1500000,169.34914,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,2000000,1028.937,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,2500000,1324.6917,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,3000000,2435.3384,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,3500000,1787.2129,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,4000000,1345.8357,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,4500000,2485.3916,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
+71,5000000,3070.754,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,9
 72,500000,157.80081,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,1000000,162.72774,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,1500000,152.36656,1024,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
 72,4000000,152.52582,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,4500000,154.54889,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
 72,5000000,154.7568,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,9
-73,500000,147.05093,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,1000000,157.83841,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,1500000,154.70963,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,2000000,158.53673,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,2500000,158.53207,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,3000000,149.19092,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,3500000,151.14081,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,4000000,151.8847,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,4500000,157.84435,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
-73,5000000,151.46489,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,9
+73,500000,147.05093,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,1000000,157.83841,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,1500000,154.70963,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,2000000,158.53673,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,2500000,158.53207,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,3000000,149.19092,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,3500000,151.14081,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,4000000,151.8847,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,4500000,157.84435,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
+73,5000000,151.46489,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,9
 74,500000,219.61816,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,9
 74,1000000,2389.0781,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,9
 74,1500000,3277.8608,512,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
 76,4000000,3387.4133,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,9
 76,4500000,3395.2983,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,9
 76,5000000,3410.7031,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,9
-77,500000,373.01834,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,1000000,296.86722,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,1500000,974.8644,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,2000000,973.75024,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,2500000,973.6429,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,3000000,312.92026,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
-77,3500000,319.06165,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
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-77,4500000,316.83075,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,9
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-79,500000,3330.8584,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,9
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-80,500000,1018.12695,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,9
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+81,5000000,424.45447,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,9
 82,500000,162.53543,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,1000000,157.94359,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,1500000,158.79997,512,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
 82,4000000,164.01111,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,4500000,153.92432,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
 82,5000000,164.0292,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,9
-83,500000,314.52664,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,1000000,1547.9117,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,1500000,2198.9353,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,2000000,2209.8354,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,2500000,2714.9094,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
-83,3000000,3370.5786,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,9
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+84,2500000,378.18408,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,3000000,997.48804,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,3500000,1038.6246,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,4000000,1615.862,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,4500000,1441.1023,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
+84,5000000,1060.677,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,9
 85,500000,1017.19604,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,9
 85,1000000,910.5135,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,9
 85,1500000,3255.1724,2048,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
 86,4000000,3389.924,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,9
 86,4500000,3393.222,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,9
 86,5000000,3377.795,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,9
-87,500000,1023.9369,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,9
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 91,500000,1.9891496,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,1000000,60.907795,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,1500000,982.0263,512,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
 91,4000000,690.43396,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,4500000,320.09274,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
 91,5000000,1818.4348,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,9
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 94,500000,1118.5573,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,1000000,1858.6926,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,1500000,987.2488,2048,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
 94,4000000,959.85077,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,4500000,1008.7455,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
 94,5000000,2442.4446,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,9
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+100,5000000,703.0482,512,False,532563,0.01382716,16141,3.6880202,False,,,,,9
 101,500000,1145.6997,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,9
 101,1000000,3359.7563,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,9
 101,1500000,1363.8676,1024,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
 102,4000000,148.2417,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,9
 102,4500000,145.86775,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,9
 102,5000000,146.63672,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,9
-103,500000,149.22707,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,9
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 104,500000,937.69824,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,9
 104,1000000,2784.7427,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,9
 104,1500000,2709.7322,512,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
 106,4000000,153.84842,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,9
 106,4500000,150.28387,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,9
 106,5000000,150.36784,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,9
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 109,500000,3426.6765,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,1000000,3286.7266,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,1500000,119.30115,1024,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
 109,4000000,2694.613,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,4500000,3377.1482,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
 109,5000000,3340.873,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,9
-110,500000,1.2177122,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
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-110,1500000,535.5086,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,2000000,266.4428,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
-110,2500000,713.4527,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,9
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+111,5000000,145.94922,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,9
 112,500000,2863.3896,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,1000000,2861.2358,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,1500000,242.86703,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
@@ -1129,16 +1129,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,972.6001,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,4500000,275.15143,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
 112,5000000,301.1292,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,9
-113,500000,2444.9302,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,1000000,3320.9453,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
-113,1500000,3272.1956,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,9
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+113,5000000,1599.6501,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,9
 114,500000,1798.884,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
 114,1000000,3172.228,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
 114,1500000,2775.7744,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
@@ -1149,16 +1149,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,2350.6958,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
 114,4500000,3151.1812,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
 114,5000000,3480.7375,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,9
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 116,500000,1122.8853,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,9
 116,1000000,3212.7476,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,9
 116,1500000,3301.173,2048,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
 117,4000000,3289.046,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,9
 117,4500000,1698.7988,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,9
 117,5000000,1308.0905,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,9
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 125,500000,1039.4448,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,9
 125,1000000,1000.4142,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,9
 125,1500000,910.7737,2048,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
 126,4000000,329.28152,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,9
 126,4500000,212.12527,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,9
 126,5000000,347.34128,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,9
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 129,500000,580.60156,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,9
 129,1000000,1356.5626,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,9
 129,1500000,2099.6736,2048,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
 130,4000000,1268.1267,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,9
 130,4500000,1541.7195,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,9
 130,5000000,1415.1425,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,9
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@@ -1349,16 +1349,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 134,4000000,897.5338,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,9
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 136,500000,2566.8247,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
 136,1000000,2611.985,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
 136,1500000,2814.7383,512,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
 136,4000000,3050.1724,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,9
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@@ -1469,56 +1469,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,3190.8823,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,1000000,3314.7837,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,1500000,3379.2705,512,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
 152,4000000,3312.4744,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,4500000,2368.546,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
 152,5000000,3299.1553,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,9
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 155,500000,400.73703,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,1000000,2981.1558,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,1500000,1752.806,1024,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
 155,4000000,2498.804,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,4500000,3437.294,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
 155,5000000,2024.5107,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,9
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 157,500000,777.42346,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
 157,1000000,1037.1265,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
 157,1500000,434.71442,512,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
 157,4000000,2247.915,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
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 157,5000000,1074.9628,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,9
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 161,500000,1028.3214,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,1000000,1575.832,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,1500000,685.60583,1024,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
 161,4000000,3264.6748,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,4500000,1012.95386,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
 161,5000000,1673.1626,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,9
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 165,500000,7.1110206,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,1000000,7.7240233,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,1500000,6.198346,1024,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
 165,4000000,3.3310137,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,4500000,3.4442792,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
 165,5000000,5.920316,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,9
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@@ -1769,46 +1769,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -1829,96 +1829,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 192,1500000,1557.4019,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,9
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@@ -2129,16 +2129,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,2417.1067,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,9
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 214,500000,146.23169,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
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 214,1500000,149.7102,2048,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
 214,4000000,144.52148,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,9
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 217,500000,2666.091,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
 217,1000000,3009.302,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
 217,1500000,2618.1792,2048,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
 217,4000000,3346.874,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
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 217,5000000,3285.4807,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,9
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@@ -2299,46 +2299,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,154.55565,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,9
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@@ -2349,66 +2349,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+240,3000000,1989.1819,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
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+240,5000000,1519.6749,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,9
 241,500000,153.61383,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
 241,1000000,153.693,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
 241,1500000,152.64304,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
@@ -2419,56 +2419,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,154.51881,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
 241,4500000,157.02281,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
 241,5000000,157.0149,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,9
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+246,3000000,1668.8557,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,3500000,3364.9875,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,4000000,2321.8965,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,4500000,2465.2632,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
+246,5000000,2440.24,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,9
 247,500000,971.29803,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,1000000,1262.9985,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,1500000,3069.268,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
@@ -2479,16 +2479,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1057.241,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,4500000,2212.396,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
 247,5000000,1278.3556,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,9
-248,500000,375.0817,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,1000000,340.34882,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
-248,1500000,457.90875,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,9
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 249,500000,59.95285,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
 249,1000000,78.6785,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
 249,1500000,85.7181,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,9
@@ -2509,16 +2509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,3369.3298,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
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 250,5000000,3537.0073,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,9
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 252,500000,587.23,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,1000000,382.23444,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,1500000,2119.0242,512,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
 252,4000000,762.7209,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,4500000,915.5447,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
 252,5000000,1013.8743,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,9
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 15,500000,3117.6428,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,1000000,2119.7847,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,1500000,1674.0948,2048,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
 15,4000000,3179.1523,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,4500000,2920.0237,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
 15,5000000,2550.462,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,0
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 18,500000,1040.6917,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,1000000,3395.2537,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,1500000,3520.701,512,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
 18,4000000,1291.9299,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,4500000,1939.7294,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
 18,5000000,3007.006,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,0
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@@ -2789,66 +2789,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 29,500000,102.10716,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,1000000,321.86304,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,1500000,1050.9592,2048,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
 29,4000000,1054.2787,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,4500000,1054.0986,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
 29,5000000,1057.9485,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,0
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 31,500000,801.30853,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,1000000,1922.3385,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,1500000,1392.4641,512,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
 31,4000000,3425.652,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,4500000,3334.9087,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
 31,5000000,3444.5244,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,0
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 36,500000,1022.4056,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,1000000,1025.0344,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,1500000,1027.5935,1024,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
 36,4000000,1023.22314,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,4500000,1024.0476,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
 36,5000000,1023.2513,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,0
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 39,500000,999.95496,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,1000000,312.57306,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,1500000,402.941,512,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
 39,4000000,55.087128,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,4500000,70.11102,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
 39,5000000,997.40234,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,0
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 41,500000,139.67014,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,1000000,145.03282,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,1500000,144.71754,2048,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
 41,4000000,149.22182,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,4500000,143.61214,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
 41,5000000,139.27768,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,0
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+44,3000000,40.092075,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,3500000,41.24691,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
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+44,4500000,45.06717,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
+44,5000000,34.649635,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,0
 45,500000,1008.23987,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,1000000,335.45987,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,1500000,-0.9796647,512,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
 45,4000000,38.127773,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,4500000,19.627747,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
 45,5000000,64.6367,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,0
-46,500000,345.18054,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
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-46,1500000,548.6228,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,0
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 48,500000,350.18082,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,0
 48,1000000,2875.8704,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,0
 48,1500000,2754.7544,512,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
 50,4000000,2012.3074,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,0
 50,4500000,3151.6064,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,0
 50,5000000,2712.6492,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,0
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+51,4500000,1128.9431,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
+51,5000000,1230.5645,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,0
 52,500000,338.48178,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,1000000,331.8509,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,1500000,348.44446,512,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
 52,4000000,1001.99786,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,4500000,1433.8772,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
 52,5000000,1410.2415,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,0
-53,500000,44.4358,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,1000000,1019.0713,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,1500000,289.32513,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,2000000,361.1723,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
-53,2500000,729.9099,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,0
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+54,3000000,3319.6238,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,3500000,1538.5781,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,4000000,50.945457,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,4500000,1.197909,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
+54,5000000,14.45796,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,0
 55,500000,2380.6782,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,1000000,2262.8757,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,1500000,1360.8229,1024,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
 55,4000000,2338.9092,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,4500000,1008.74316,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
 55,5000000,1211.0784,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,0
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-56,1500000,152.55695,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,2000000,144.62004,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,2500000,145.95392,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
-56,3000000,146.11856,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
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-56,5000000,149.34592,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,0
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+58,5000000,136.50821,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,0
 59,500000,1043.9524,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,1000000,660.249,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,1500000,359.5752,512,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
 59,4000000,2878.8413,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,4500000,1627.883,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
 59,5000000,2431.113,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,0
-60,500000,373.016,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,1000000,434.81738,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,1500000,690.9708,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,2000000,808.3056,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,2500000,1866.1731,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
-60,3000000,1161.3689,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,0
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 64,500000,-0.8684297,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,1000000,71.87298,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,1500000,1018.0653,512,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
 64,4000000,1020.7483,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,4500000,1025.4143,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
 64,5000000,1022.4259,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,0
-65,500000,356.41376,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
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-65,1500000,603.3901,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,0
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 67,500000,73.09965,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,1000000,352.3675,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,1500000,1045.2584,1024,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
 67,4000000,1046.2449,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,4500000,1060.0286,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
 67,5000000,1059.9221,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,0
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 70,500000,1037.5917,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,1000000,635.0526,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,1500000,1819.2583,2048,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
 70,4000000,3478.8184,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,4500000,3495.7583,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
 70,5000000,3520.602,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,0
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 72,500000,137.79321,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,1000000,137.65121,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,1500000,145.44196,1024,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
 72,4000000,147.82643,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,4500000,150.37549,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
 72,5000000,149.08876,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,0
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 74,500000,1360.218,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,0
 74,1000000,2001.8998,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,0
 74,1500000,3117.728,512,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
 76,4000000,3271.5757,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,0
 76,4500000,814.81744,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,0
 76,5000000,3343.7173,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,0
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+81,4500000,1481.1265,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
+81,5000000,2708.3027,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,0
 82,500000,145.00182,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,1000000,140.35927,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,1500000,143.8204,512,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
 82,4000000,141.04794,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,4500000,146.54822,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
 82,5000000,140.49493,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,0
-83,500000,518.13135,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,1000000,1028.5542,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,1500000,1700.9307,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,2000000,1343.8503,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,2500000,1715.4119,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,3000000,2242.4292,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,3500000,38.275337,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,4000000,12.903002,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,4500000,26.948914,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
-83,5000000,6.743141,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,0
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+83,1500000,1700.9307,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,0
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+84,3000000,1053.8938,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,3500000,1005.5177,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
+84,4000000,1028.9233,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
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+84,5000000,1740.2151,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,0
 85,500000,397.34998,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,0
 85,1000000,2813.6719,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,0
 85,1500000,3289.3772,2048,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
 86,4000000,2147.7974,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,0
 86,4500000,3387.8127,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,0
 86,5000000,1960.2888,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,0
-87,500000,998.9261,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,1000000,1008.8569,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,1500000,353.56204,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,2000000,397.90564,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,2500000,553.5161,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,3000000,1078.0183,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,3500000,1310.0457,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,4000000,1512.2272,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,4500000,2081.0122,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
-87,5000000,1348.1837,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,0
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-90,500000,286.16565,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,0
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+89,5000000,3533.9727,1024,False,1610727,0.00416588,9162,6.99192896,True,,,,0.77351321,0
+90,500000,286.16565,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,1000000,405.5472,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,1500000,518.16187,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,2000000,800.66656,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,2500000,877.1831,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,3000000,1882.1565,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,3500000,3182.8406,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,4000000,243.36145,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,4500000,1126.1115,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
+90,5000000,2130.7095,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,0
 91,500000,36.190605,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,1000000,61.103127,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,1500000,1043.3636,512,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
 91,4000000,361.70996,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
 91,4500000,589.8595,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,0
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@@ -3509,66 +3509,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 101,500000,2201.3828,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,0
 101,1000000,949.3739,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,0
 101,1500000,1990.7141,1024,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
 102,4000000,144.95006,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,0
 102,4500000,140.0014,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,0
 102,5000000,144.34933,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,0
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 104,500000,1323.4995,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,0
 104,1000000,1304.3474,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,0
 104,1500000,2978.5251,512,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
 106,4000000,110.79151,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,0
 106,4500000,113.00935,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,0
 106,5000000,121.98039,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,0
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-107,1500000,3305.269,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
-107,2000000,993.7107,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,0
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 109,500000,714.34644,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,1000000,3121.5713,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,1500000,3169.5242,1024,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
 109,4000000,3142.1897,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,4500000,3059.581,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
 109,5000000,3189.913,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,0
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 112,500000,1296.7017,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,1000000,1367.2085,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,1500000,1566.8021,512,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
 112,4000000,1695.6111,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,4500000,1570.9688,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
 112,5000000,1613.9031,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,0
-113,500000,608.77045,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,1000000,899.5736,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,1500000,1067.209,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,2000000,181.5539,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,2500000,3329.1357,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
-113,3000000,3411.024,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,0
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 114,500000,2259.0159,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
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 114,1500000,3393.8564,1024,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
 114,4000000,3464.153,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
 114,4500000,3451.6833,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
 114,5000000,3464.834,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,0
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 116,500000,2206.5977,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,0
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@@ -3739,76 +3739,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 117,4000000,1358.6238,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,0
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 125,500000,985.1687,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,0
 125,1000000,288.4412,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,0
 125,1500000,607.44354,2048,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
 126,4000000,287.89038,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,0
 126,4500000,354.5699,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,0
 126,5000000,332.62103,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,0
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 129,500000,335.12653,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,0
 129,1000000,1382.907,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,0
 129,1500000,2185.226,2048,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
 130,4000000,2397.9116,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,0
 130,4500000,1660.8916,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,0
 130,5000000,3518.0547,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,0
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 134,500000,1024.6886,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,1000000,1007.6769,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,1500000,1016.2162,512,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
 134,4000000,999.9308,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,4500000,201.42958,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
 134,5000000,1009.2579,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,0
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@@ -3929,86 +3929,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -4029,56 +4029,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,752.49304,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
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@@ -4089,26 +4089,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,3298.5703,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
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 152,5000000,332.16974,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,0
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 155,500000,1014.24786,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,1000000,2312.515,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,1500000,2646.407,1024,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
 155,4000000,1967.7876,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,4500000,1434.2241,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
 155,5000000,1642.254,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,0
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 157,500000,1022.59326,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,1000000,1030.5576,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,1500000,998.6773,512,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
 157,4000000,2664.4082,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,4500000,2075.045,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
 157,5000000,2315.8608,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,0
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 161,500000,1056.1078,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,1000000,573.8835,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,1500000,334.02686,1024,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
 161,4000000,1313.4895,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,4500000,2.5836983,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
 161,5000000,-1.0076134,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,0
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@@ -4219,86 +4219,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 174,500000,1424.3148,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,0
 174,1000000,2338.0278,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,0
 174,1500000,3201.281,1024,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
 176,4000000,916.9049,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,0
 176,4500000,610.8769,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,0
 176,5000000,1769.8282,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,0
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+180,5000000,1284.5688,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,0
 181,500000,1105.2053,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,0
 181,1000000,2329.5947,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,0
 181,1500000,1088.091,2048,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
 182,4000000,3161.627,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,0
 182,4500000,2799.8416,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,0
 182,5000000,2137.4302,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,0
-183,500000,583.0089,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,1000000,425.5902,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,1500000,564.28937,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
-183,2000000,707.6603,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,0
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@@ -4489,106 +4489,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -4689,16 +4689,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -4709,26 +4709,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -4739,116 +4739,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 229,500000,135.75006,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,1000000,135.59517,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,1500000,130.77055,512,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
 229,4000000,138.68605,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,4500000,137.64574,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
 229,5000000,143.07849,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,0
-230,500000,185.39714,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,0
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 234,500000,1008.70654,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
 234,1000000,1010.92285,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
 234,1500000,1007.86816,2048,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
 234,4000000,1004.479,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,0
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 247,500000,2204.3345,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,1000000,1459.5162,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,1500000,1558.6179,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
@@ -5039,16 +5039,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,3273.9453,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,4500000,2412.522,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
 247,5000000,3046.6377,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,0
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 249,500000,3320.7927,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
 249,1000000,3108.4053,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
 249,1500000,3097.2036,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,0
@@ -5069,16 +5069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,2139.853,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
 250,4500000,2376.2207,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
 250,5000000,1944.4794,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,0
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 252,500000,343.5772,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,1000000,360.78305,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,1500000,1361.1575,512,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
 252,4000000,1245.3396,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,4500000,108.1133,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
 252,5000000,66.91866,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,0
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+14,2500000,1182.0089,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,3000000,3624.4875,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
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+14,4000000,3018.264,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,4500000,1440.0342,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
+14,5000000,1310.1812,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,7
 15,500000,1742.5823,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,1000000,1136.7887,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,1500000,2835.8984,2048,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
 15,4000000,3348.5093,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,4500000,3308.6768,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
 15,5000000,3096.5884,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,7
-16,500000,42.01657,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,1000000,72.88934,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,1500000,413.73563,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,2000000,367.7553,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,2500000,166.26709,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
-16,3000000,356.01395,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,7
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+17,3000000,1198.3596,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,3500000,1154.5973,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,4000000,1455.9211,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,4500000,3493.811,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
+17,5000000,1032.9949,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,7
 18,500000,1778.2484,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,1000000,1355.6838,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,1500000,1172.7814,512,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
 18,4000000,1766.3108,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,4500000,2022.4407,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
 18,5000000,2434.3645,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,7
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-19,1500000,563.568,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,7
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+21,3000000,1504.8185,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,3500000,3010.4053,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
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+21,4500000,1758.3684,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
+21,5000000,2503.6362,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,7
 22,500000,1782.0496,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,1000000,2766.845,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,1500000,3228.0796,1024,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
 22,4000000,2970.043,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,4500000,3208.479,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
 22,5000000,3092.274,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,7
-23,500000,3120.6592,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,1000000,3347.208,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,1500000,1646.3433,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,2000000,2240.6074,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
-23,2500000,3105.2583,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,7
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 29,500000,85.69664,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,1000000,1116.76,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
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@@ -5419,16 +5419,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,2113.4746,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,4500000,2734.3423,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
 29,5000000,2886.1548,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,7
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 31,500000,1177.1257,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
 31,1000000,3598.1455,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
 31,1500000,1485.5767,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
@@ -5439,46 +5439,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,255.80516,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,7
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+35,5000000,2.2267442,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,7
 36,500000,1023.65015,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
 36,1000000,1023.92847,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
 36,1500000,1023.8061,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
@@ -5489,26 +5489,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,1021.64734,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
 36,4500000,1019.61334,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
 36,5000000,1020.4694,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,7
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+38,5000000,153.16904,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,7
 39,500000,332.40057,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,1000000,360.67862,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,1500000,417.91046,512,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
 39,4000000,1208.8064,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,4500000,2194.958,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
 39,5000000,2348.2659,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,7
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 41,500000,181.99246,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,1000000,168.68806,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,1500000,174.1319,2048,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
 41,4000000,172.19296,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,4500000,160.80893,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
 41,5000000,171.66556,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,7
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 45,500000,1012.07605,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,1000000,1373.4111,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,1500000,1183.159,512,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
 45,4000000,50.471916,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,4500000,166.07703,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
 45,5000000,38.55795,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,7
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 48,500000,2606.977,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,7
 48,1000000,1935.5072,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,7
 48,1500000,3014.0278,512,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
 50,4000000,3241.7134,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,7
 50,4500000,2867.849,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,7
 50,5000000,3275.854,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,7
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 52,500000,991.495,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,1000000,992.5275,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,1500000,305.64642,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
@@ -5649,26 +5649,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,1163.9641,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,4500000,1464.1715,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
 52,5000000,1114.0164,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,7
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+54,500000,1056.5725,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,1000000,1628.6385,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,1500000,3355.505,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,2000000,3275.913,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,2500000,2020.1006,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,3000000,2634.414,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,3500000,2547.246,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,4000000,3401.3442,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,4500000,3536.727,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
+54,5000000,3518.3125,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,7
 55,500000,2047.6892,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
 55,1000000,2013.5681,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
 55,1500000,1171.812,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
@@ -5679,36 +5679,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,3081.587,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
 55,4500000,1975.3376,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
 55,5000000,2498.7632,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,7
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+58,3000000,145.58258,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
+58,3500000,145.94312,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
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+58,5000000,145.73425,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,7
 59,500000,1007.0293,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,1000000,502.2543,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,1500000,411.339,512,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
 59,4000000,2176.7437,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,4500000,1610.022,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
 59,5000000,2743.4148,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,7
-60,500000,350.33017,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,7
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 64,500000,-0.41773006,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,1000000,60.081303,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,1500000,281.93604,512,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
 64,4000000,2533.9712,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,4500000,347.77603,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
 64,5000000,2514.2122,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,7
-65,500000,365.4088,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,1000000,391.59924,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,1500000,598.919,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,2000000,863.0398,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,2500000,760.19586,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,3000000,1309.2922,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,3500000,3245.44,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,4000000,1213.8994,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,4500000,1199.774,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-65,5000000,1296.6259,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,7
-66,500000,3034.0947,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,1000000,3232.5378,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,1500000,1267.6096,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,2000000,1109.9802,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
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-66,4000000,1682.5779,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,4500000,2080.8252,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
-66,5000000,1964.4323,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,7
+65,500000,365.4088,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,1000000,391.59924,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,1500000,598.919,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,2000000,863.0398,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
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+65,3500000,3245.44,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,4000000,1213.8994,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,4500000,1199.774,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+65,5000000,1296.6259,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,7
+66,500000,3034.0947,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,1000000,3232.5378,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,1500000,1267.6096,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,2000000,1109.9802,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,2500000,1563.811,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,3000000,3182.0242,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,3500000,2657.8252,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,4000000,1682.5779,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,4500000,2080.8252,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
+66,5000000,1964.4323,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,7
 67,500000,300.2307,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,1000000,894.3287,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,1500000,1036.8282,1024,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
 67,4000000,1030.7666,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,4500000,1030.2712,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
 67,5000000,1042.3616,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,7
-68,500000,1390.8373,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,1000000,2156.795,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,1500000,3300.851,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,2000000,3333.6648,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,2500000,2309.301,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,3000000,2293.2827,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,3500000,2271.64,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,4000000,1958.6531,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,4500000,3270.4524,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-68,5000000,2319.0112,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,7
-69,500000,268.83508,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,1000000,544.0044,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,1500000,659.10333,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,2000000,703.02,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,2500000,753.4228,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,3000000,3177.614,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,3500000,3180.917,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,4000000,3235.6362,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,4500000,3330.1099,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
-69,5000000,1494.95,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,7
+68,500000,1390.8373,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,1000000,2156.795,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,1500000,3300.851,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,2000000,3333.6648,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,2500000,2309.301,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,3000000,2293.2827,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,3500000,2271.64,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,4000000,1958.6531,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,4500000,3270.4524,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+68,5000000,2319.0112,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,7
+69,500000,268.83508,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,1000000,544.0044,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,1500000,659.10333,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,2000000,703.02,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,2500000,753.4228,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,3000000,3177.614,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,3500000,3180.917,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,4000000,3235.6362,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,4500000,3330.1099,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
+69,5000000,1494.95,512,False,917561,0.00016708,5507,5.77239771,False,,,,,7
 70,500000,293.18347,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,1000000,688.08325,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,1500000,3003.6152,2048,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
 70,4000000,1345.0751,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,4500000,2034.1301,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
 70,5000000,1334.8839,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,7
-71,500000,895.48975,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,1000000,1026.2163,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,1500000,1028.442,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,2000000,1031.4805,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,2500000,1337.4097,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,3000000,184.2529,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,3500000,1404.4365,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,4000000,2804.2217,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,4500000,1288.4299,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
-71,5000000,1242.8071,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,7
+71,500000,895.48975,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,1000000,1026.2163,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,1500000,1028.442,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,2000000,1031.4805,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,2500000,1337.4097,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,3000000,184.2529,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,3500000,1404.4365,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,4000000,2804.2217,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,4500000,1288.4299,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
+71,5000000,1242.8071,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,7
 72,500000,147.9255,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,1000000,141.55603,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,1500000,144.67065,1024,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
 72,4000000,140.81696,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,4500000,143.06305,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
 72,5000000,143.26942,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,7
-73,500000,139.49596,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,1000000,143.66393,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,1500000,154.9745,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,2000000,139.30084,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,2500000,140.56868,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,3000000,139.94394,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,3500000,145.96501,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
-73,4000000,144.18611,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,7
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+73,1000000,143.66393,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
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+73,2000000,139.30084,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,2500000,140.56868,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,3000000,139.94394,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,3500000,145.96501,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,4000000,144.18611,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,4500000,149.7902,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
+73,5000000,145.51266,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,7
 74,500000,1587.7087,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,7
 74,1000000,3155.5105,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,7
 74,1500000,3196.5754,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,7
@@ -5889,56 +5889,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 82,1500000,146.70078,512,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
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+84,3500000,1004.6574,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,4000000,1007.43524,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,4500000,1007.4436,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
+84,5000000,1006.34534,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,7
 85,500000,1292.8677,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,7
 85,1000000,1197.6329,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,7
 85,1500000,2720.5952,2048,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
 86,4000000,156.09918,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,7
 86,4500000,126.96655,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,7
 86,5000000,54.60163,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,7
-87,500000,999.26355,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,1000000,1009.41034,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,1500000,1027.2596,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,2000000,1030.5743,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,2500000,414.50775,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,3000000,439.14404,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,3500000,439.50555,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,4000000,475.7213,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,4500000,38.229702,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
-87,5000000,38.10374,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,7
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-90,500000,384.571,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,NaN,7
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+90,500000,384.571,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
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+90,1500000,575.6743,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,2000000,744.8091,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,2500000,1149.5442,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,3000000,1727.8569,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,3500000,2041.5491,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,4000000,2528.3257,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,4500000,3289.4062,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
+90,5000000,2432.5735,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,7
 91,500000,42.420837,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,1000000,66.361755,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,1500000,1032.1416,512,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
 91,4000000,1051.3718,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,4500000,511.7589,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
 91,5000000,604.08905,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,7
-92,500000,302.7143,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,1000000,372.60025,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,1500000,575.8178,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,2000000,750.14874,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,2500000,833.0925,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,3000000,929.2516,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,3500000,1043.3447,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,4000000,1087.6909,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
-92,4500000,1324.1104,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,7
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+93,3000000,3377.4424,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,3500000,3370.266,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,4000000,3380.9558,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,4500000,3410.0056,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
+93,5000000,-0.6386243,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,7
 94,500000,2373.4463,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,1000000,2395.7456,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,1500000,1993.1416,2048,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
 94,4000000,2624.414,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,4500000,3360.5322,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
 94,5000000,3376.0898,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,7
-95,500000,3143.1042,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,1000000,2057.4087,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
-95,1500000,2603.1177,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,7
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 101,500000,1124.4612,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,7
 101,1000000,1537.6632,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,7
 101,1500000,1376.6542,1024,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
 102,4000000,152.1692,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,7
 102,4500000,151.40076,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,7
 102,5000000,147.2279,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,7
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 104,500000,749.8989,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,7
 104,1000000,1326.2246,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,7
 104,1500000,2535.3325,512,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
 106,4000000,133.64911,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,7
 106,4500000,127.06224,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,7
 106,5000000,130.44415,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,7
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+108,3000000,146.1773,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
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+108,4500000,157.38095,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
+108,5000000,158.75928,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,7
 109,500000,3042.23,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,1000000,3000.8975,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,1500000,3165.8442,1024,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
 109,4000000,3286.6934,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,4500000,3053.2747,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
 109,5000000,3224.3699,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,7
-110,500000,52.025696,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,1000000,80.396774,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,1500000,1163.5237,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,2000000,1517.8502,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,2500000,745.8512,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,3000000,2034.12,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
-110,3500000,1152.7874,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,7
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+111,2000000,161.41002,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,2500000,152.47601,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,3000000,155.72604,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,3500000,147.16957,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
+111,4000000,157.88557,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
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+111,5000000,150.70132,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,7
 112,500000,1454.122,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,1000000,1188.7935,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,1500000,1643.0743,512,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
 112,4000000,3374.982,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,4500000,3239.3962,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
 112,5000000,3361.2058,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,7
-113,500000,1029.1956,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,1000000,2998.1743,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,1500000,1627.8408,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,2000000,3219.8638,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,2500000,3263.863,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,3000000,1568.4934,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
-113,3500000,2710.9468,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
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-113,5000000,1599.6283,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,7
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+113,3500000,2710.9468,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
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+113,5000000,1599.6283,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,7
 114,500000,1303.952,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,1000000,3193.974,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,1500000,3197.4695,1024,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
 114,4000000,3155.6724,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,4500000,3200.521,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
 114,5000000,3211.699,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,7
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+115,3500000,140.99084,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
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+115,5000000,178.80704,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,7
 116,500000,1981.225,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,7
 116,1000000,1631.0735,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,7
 116,1500000,1322.5968,2048,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
 117,4000000,3371.2358,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,7
 117,4500000,3353.4863,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,7
 117,5000000,2337.2903,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,7
-118,500000,255.12871,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,7
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@@ -6389,26 +6389,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+128,5000000,3560.1772,2048,False,401198,0.00233489,10555,0.17545721,True,,,,0.20130393,7
 129,500000,496.14438,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,7
 129,1000000,1669.5945,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,7
 129,1500000,2700.9028,2048,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
 130,4000000,1395.1687,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,7
 130,4500000,1271.5374,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,7
 130,5000000,1374.6476,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,7
-131,500000,351.0677,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
-131,1000000,546.577,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
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-131,2000000,2685.4167,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,7
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 134,500000,31.544115,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,1000000,1005.5503,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,1500000,1018.9144,512,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
 134,4000000,510.04562,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,4500000,982.7362,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
 134,5000000,708.7026,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,7
-135,500000,269.3796,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,7
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 136,500000,1021.1057,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,1000000,1027.1306,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,1500000,1027.7051,512,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
 136,4000000,7.003823,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,4500000,1007.1249,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
 136,5000000,105.412056,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,7
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@@ -6589,56 +6589,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,3133.02,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,1000000,3191.8003,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,1500000,3241.1497,512,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
 152,4000000,3259.8809,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,4500000,3242.9927,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
 152,5000000,3274.905,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,7
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 155,500000,388.66553,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,1000000,2428.5264,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,1500000,3265.781,1024,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
 155,4000000,3136.144,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,4500000,2706.1858,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
 155,5000000,3250.769,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,7
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 157,500000,1046.1652,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,1000000,1048.2181,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,1500000,392.89505,512,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
 157,4000000,1207.6583,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,4500000,1231.0323,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
 157,5000000,1977.1707,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,7
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 161,500000,1018.5164,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,1000000,240.68661,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,1500000,208.85632,1024,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
 161,4000000,2838.9082,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,4500000,2905.1475,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
 161,5000000,2671.4043,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,7
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 165,500000,1.796521,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,1000000,9.723669,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,1500000,5.5355062,1024,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
 165,4000000,5.8702555,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,4500000,5.826997,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
 165,5000000,5.726305,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,7
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 174,1000000,1284.2085,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,7
 174,1500000,2662.5332,1024,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
 176,4000000,1038.0425,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,7
 176,4500000,1062.533,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,7
 176,5000000,402.9773,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,7
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 181,500000,653.04236,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,7
 181,1000000,1472.574,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,7
 181,1500000,3134.4526,2048,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
 182,4000000,3284.3508,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,7
 182,4500000,1318.3384,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,7
 182,5000000,2008.2202,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,7
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 192,1500000,1590.7068,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,7
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@@ -7159,86 +7159,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 212,500000,1991.7345,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,1000000,2403.3525,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,1500000,1718.0889,1024,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
 212,4000000,1877.0114,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,4500000,2185.162,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
 212,5000000,24.59206,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,7
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 214,500000,155.87915,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,1000000,154.06804,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,1500000,157.63469,2048,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
 214,4000000,160.62088,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,4500000,151.24081,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
 214,5000000,166.74002,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,7
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 217,500000,3287.73,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,1000000,3344.7087,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,1500000,3326.2607,2048,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
 217,4000000,3352.2266,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,4500000,3331.504,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
 217,5000000,3366.9365,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,7
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+228,5000000,1489.494,512,False,1466492,0.00223061,3545,5.2919242,False,,,,,7
 229,500000,143.30402,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,1000000,144.9891,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,1500000,151.72534,512,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
 229,4000000,148.02208,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,4500000,145.07855,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
 229,5000000,145.60712,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,7
-230,500000,375.6232,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
-230,1000000,492.03415,512,False,1324713,0.00080349,14248,9.70086457,False,NaN,NaN,NaN,NaN,7
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 234,500000,1022.6617,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,1000000,335.27673,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,1500000,390.66528,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
@@ -7469,66 +7469,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 234,4000000,-0.97535443,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,4500000,46.22013,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
 234,5000000,36.496487,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,7
-235,500000,234.19414,2048,True,692161,0.00010059,6732,0.16088162,False,0.10583519,0.89086451,0.0,NaN,7
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@@ -7539,56 +7539,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 247,500000,1000.32947,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,1000000,1616.8159,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,1500000,1297.1823,1024,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
 247,4000000,1933.3801,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,4500000,1332.8322,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
 247,5000000,2825.2817,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,7
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 249,500000,2631.19,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,7
 249,1000000,2576.5205,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,7
 249,1500000,2714.664,1024,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
 250,4000000,1238.0452,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,7
 250,4500000,2638.6638,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,7
 250,5000000,3108.751,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,7
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 252,500000,292.20447,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,1000000,396.45297,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,1500000,2228.3896,512,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
 252,4000000,5.8016396,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,4500000,550.15076,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
 252,5000000,443.70587,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,7
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 15,500000,1096.7065,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
 15,1000000,945.2002,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
 15,1500000,2344.3503,2048,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
 15,4000000,3179.2195,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
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 15,5000000,2044.3345,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,6
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 18,500000,3154.6597,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
 18,1000000,3216.2327,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
 18,1500000,3249.737,512,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
 18,4000000,3497.6184,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
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 18,5000000,2596.0962,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,6
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 22,500000,352.62094,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,1000000,3069.8074,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,1500000,1695.9216,1024,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
 22,4000000,3494.3386,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,4500000,3150.6025,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
 22,5000000,3083.7214,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,6
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 29,500000,148.81323,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
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@@ -7979,16 +7979,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,2567.5142,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,6
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 31,500000,436.12427,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
 31,1000000,2105.2104,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,6
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@@ -7999,46 +7999,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+35,3000000,1712.3674,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,3500000,1547.3798,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,4000000,1310.0636,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,4500000,1603.9824,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
+35,5000000,2729.851,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,6
 36,500000,121.03075,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,1000000,246.91307,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,1500000,439.52155,1024,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
 36,4000000,2541.2622,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,4500000,1054.5245,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
 36,5000000,2796.2744,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,6
-37,500000,46.25671,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,1000000,76.58357,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,1500000,341.50275,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,2000000,467.24664,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,2500000,257.18243,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
-37,3000000,1032.5743,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
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-37,4500000,1018.40564,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,6
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+38,500000,153.76671,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,1000000,143.13977,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,1500000,150.81898,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,2000000,148.03462,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,2500000,143.85703,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,3000000,144.44795,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,3500000,147.39557,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,4000000,152.3312,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,4500000,152.64377,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
+38,5000000,147.3823,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,6
 39,500000,279.00388,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,1000000,414.7608,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,1500000,889.8755,512,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
 39,4000000,1334.7532,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,4500000,1575.1143,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
 39,5000000,1726.1577,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,6
-40,500000,63.413906,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,1000000,1047.5537,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,1500000,1037.5253,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,2000000,309.52408,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,2500000,210.09897,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,3000000,385.54956,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
-40,3500000,434.54205,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,6
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+40,500000,63.413906,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,1000000,1047.5537,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,1500000,1037.5253,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,2000000,309.52408,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,2500000,210.09897,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,3000000,385.54956,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,3500000,434.54205,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,4000000,421.5019,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,4500000,757.73676,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
+40,5000000,888.45514,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,6
 41,500000,151.88972,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,1000000,144.99591,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,1500000,141.50482,2048,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
 41,4000000,151.98187,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,4500000,141.75197,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
 41,5000000,147.94257,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,6
-42,500000,288.50616,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,1000000,385.96204,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,1500000,537.78186,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,2000000,1815.9683,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,2500000,1060.1099,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,3000000,1993.5073,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,3500000,2900.6577,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-42,4000000,1592.5939,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
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-42,5000000,2717.2705,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,6
-43,500000,1970.7703,2048,False,1501785,0.00314684,15860,9.74544286,True,NaN,NaN,NaN,0.42331151,6
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+44,500000,54.438072,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,1000000,264.4272,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,1500000,43.214294,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,2000000,64.82068,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,2500000,16.589417,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,3000000,21.391453,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,3500000,58.84079,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,4000000,37.84513,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,4500000,67.35446,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
+44,5000000,23.97598,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,6
 45,500000,258.3707,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,1000000,453.51538,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,1500000,1313.3722,512,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
 45,4000000,69.1996,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,4500000,216.57742,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
 45,5000000,346.3801,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,6
-46,500000,345.11472,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,1000000,409.27032,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,1500000,338.57413,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,2000000,1506.4791,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,2500000,1048.5132,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
-46,3000000,1913.7725,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,6
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+47,5000000,2615.44,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,6
 48,500000,1048.7908,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,6
 48,1000000,1688.9678,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,6
 48,1500000,2023.4312,512,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
 50,4000000,2603.5518,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,6
 50,4500000,3099.9597,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,6
 50,5000000,2749.6587,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,6
-51,500000,377.936,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,6
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+51,3000000,1335.345,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,3500000,1009.9989,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
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+51,4500000,2771.0002,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
+51,5000000,1639.0411,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,6
 52,500000,277.7589,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,1000000,344.13556,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,1500000,748.5132,512,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
 52,4000000,968.83813,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,4500000,1007.63806,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
 52,5000000,1057.2646,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,6
-53,500000,43.951805,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,1000000,428.06897,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,1500000,228.30472,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,2000000,312.85254,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
-53,2500000,1004.0912,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,6
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+54,3000000,3568.3462,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
+54,3500000,3214.7908,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
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+54,5000000,1088.1895,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,6
 55,500000,1729.0914,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,1000000,2406.3652,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,1500000,1651.0566,1024,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
 55,4000000,2361.6467,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,4500000,1734.7499,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
 55,5000000,2413.82,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,6
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+58,5000000,140.55946,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,6
 59,500000,1023.93787,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,1000000,509.50226,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,1500000,587.4375,512,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
 59,4000000,75.2991,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,4500000,27.4431,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
 59,5000000,47.422653,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,6
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 64,500000,62.829918,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,1000000,38.90045,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,1500000,262.46704,512,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
 64,4000000,363.7911,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,4500000,292.71796,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
 64,5000000,467.40637,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,6
-65,500000,351.07788,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,1000000,408.6385,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,1500000,473.8298,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,2000000,683.7908,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
-65,2500000,716.7471,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,6
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+66,5000000,2789.209,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,6
 67,500000,139.43604,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,1000000,331.53522,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,1500000,1044.7983,1024,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
 67,4000000,1048.2129,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,4500000,1051.419,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
 67,5000000,1043.6841,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,6
-68,500000,3205.4807,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,6
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 70,500000,1000.82935,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,1000000,859.5228,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,1500000,2752.8818,2048,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
 70,4000000,1081.8875,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,4500000,965.14246,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
 70,5000000,3377.9888,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,6
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+71,5000000,975.7837,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,6
 72,500000,139.22589,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,1000000,137.5834,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,1500000,136.42816,1024,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
 72,4000000,140.70264,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,4500000,142.87964,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
 72,5000000,141.21652,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,6
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 74,500000,2577.6133,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,6
 74,1000000,3208.029,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,6
 74,1500000,1323.0676,512,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
 76,4000000,3507.393,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,6
 76,4500000,3483.1938,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,6
 76,5000000,3455.9956,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,6
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 82,500000,292.1848,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,1000000,598.7323,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,1500000,226.93658,512,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
 82,4000000,971.35645,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,4500000,220.35606,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
 82,5000000,226.1737,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,6
-83,500000,313.3093,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,1000000,419.00342,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,1500000,542.0939,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
-83,2000000,1079.1904,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,6
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+84,5000000,1049.0923,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,6
 85,500000,1599.5659,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,6
 85,1000000,3211.1182,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,6
 85,1500000,2331.9902,2048,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
 86,4000000,1811.694,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,6
 86,4500000,2321.2026,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,6
 86,5000000,1942.5881,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,6
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 91,500000,47.55517,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,1000000,55.915337,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,1500000,1033.5175,512,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
 91,4000000,1094.1508,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,4500000,1723.465,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
 91,5000000,1890.7416,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,6
-92,500000,414.1564,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
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-92,1500000,602.3139,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,6
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 94,500000,2464.1257,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,1000000,1319.0122,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,1500000,1180.5566,2048,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
 94,4000000,1763.6884,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,4500000,3501.9795,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
 94,5000000,1541.104,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,6
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 101,500000,3312.9902,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,6
 101,1000000,2016.3279,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,6
 101,1500000,2451.7927,1024,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
 102,4000000,150.51743,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,6
 102,4500000,152.2438,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,6
 102,5000000,146.14677,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,6
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 104,500000,476.56595,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,6
 104,1000000,352.51483,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,6
 104,1500000,547.51056,512,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
 106,4000000,144.9226,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,6
 106,4500000,150.92743,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,6
 106,5000000,146.53123,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,6
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 109,500000,1476.7495,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,1000000,1874.5791,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,1500000,2093.359,1024,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
 109,4000000,3381.5537,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,4500000,3313.3374,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
 109,5000000,3393.0925,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,6
-110,500000,49.215805,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
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-110,2500000,184.08939,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,6
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+111,5000000,145.53351,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,6
 112,500000,3245.4587,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,1000000,1524.0131,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,1500000,1113.7921,512,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
 112,4000000,3363.2666,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,4500000,1897.8413,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
 112,5000000,1922.1973,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,6
-113,500000,342.71954,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,1000000,934.56476,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,1500000,52.209496,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
-113,2000000,2796.9182,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,6
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+113,5000000,3268.4785,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,6
 114,500000,2895.3174,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,1000000,2811.1125,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,1500000,3211.1577,1024,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
 114,4000000,3277.4468,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,4500000,3183.7197,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
 114,5000000,3287.268,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,6
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+115,5000000,2031.5563,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,6
 116,500000,1329.6271,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,6
 116,1000000,1173.0336,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,6
 116,1500000,3149.8125,2048,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
 117,4000000,3113.3994,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,6
 117,4500000,1496.6053,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,6
 117,5000000,1135.5605,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,6
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 125,500000,603.97046,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,6
 125,1000000,291.81442,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,6
 125,1500000,322.0241,2048,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
 126,4000000,144.47885,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,6
 126,4500000,515.3966,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,6
 126,5000000,190.71776,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,6
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 129,500000,545.62634,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,6
 129,1000000,1647.5247,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,6
 129,1500000,2474.922,2048,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
 130,4000000,3282.7031,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,6
 130,4500000,2371.31,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,6
 130,5000000,3524.1355,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,6
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 134,500000,1020.07526,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,1000000,346.21185,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,1500000,884.64185,512,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
 134,4000000,56.797806,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,4500000,168.44107,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
 134,5000000,71.72501,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,6
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 136,500000,1020.41406,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,1000000,1017.50525,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,1500000,1018.8053,512,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
 136,4000000,1012.36035,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,4500000,1006.82385,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
 136,5000000,1005.94946,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,6
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@@ -9149,56 +9149,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,3303.376,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,1000000,3275.0488,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,1500000,3286.8032,512,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
 152,4000000,3282.738,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,4500000,3412.6567,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
 152,5000000,1231.0325,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,6
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 155,500000,422.95093,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,1000000,3327.1873,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,1500000,3317.646,1024,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
 155,4000000,2336.1104,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,4500000,3197.2583,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
 155,5000000,2354.5105,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,6
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 157,500000,1043.7986,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
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@@ -9259,36 +9259,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 157,4000000,910.2538,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,6
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 161,500000,1034.0806,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,1000000,480.61188,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,1500000,316.51263,1024,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
 161,4000000,2131.0176,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,4500000,1587.9211,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
 161,5000000,1819.856,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,6
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 165,500000,4.7552624,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,1000000,6.342562,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,1500000,14.721514,1024,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
 165,4000000,3.7767286,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,4500000,3.8417275,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
 165,5000000,3.6419282,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,6
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@@ -9449,46 +9449,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -9509,96 +9509,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 192,1000000,1515.8063,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,6
 192,1500000,1360.5818,512,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
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@@ -9719,86 +9719,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 212,500000,880.5559,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,1000000,1196.9255,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,1500000,2419.1948,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
@@ -9809,16 +9809,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,2112.729,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,4500000,2087.2554,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
 212,5000000,2033.2336,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,6
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 214,500000,149.06384,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,1000000,152.03136,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,1500000,155.62491,2048,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
 214,4000000,147.0883,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,4500000,152.14209,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
 214,5000000,152.0422,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,6
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@@ -9859,116 +9859,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -9979,46 +9979,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,144.03348,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,6
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@@ -10029,66 +10029,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+240,1000000,474.0362,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,1500000,616.28424,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,2000000,652.4274,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,2500000,745.30804,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,3000000,1601.8623,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,3500000,999.50323,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,4000000,1006.1262,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,4500000,1406.6398,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
+240,5000000,3333.0981,2048,False,1590716,8.891e-05,9573,0.40588346,False,,,,,6
 241,500000,133.31549,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,1000000,131.63268,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,1500000,129.66776,1024,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
 241,4000000,129.93341,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,4500000,136.01227,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
 241,5000000,136.47354,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,6
-242,500000,325.4514,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
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-242,1500000,454.15924,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
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-242,2500000,1422.1304,512,False,839795,9.91e-06,10758,0.55934678,False,NaN,NaN,NaN,NaN,6
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+246,1000000,1037.2625,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,1500000,1117.0984,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
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+246,2500000,1058.6628,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,3000000,1551.8105,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,3500000,1221.9602,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,4000000,1685.5176,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,4500000,2106.8384,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
+246,5000000,1571.6091,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,6
 247,500000,1014.94806,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,1000000,962.5373,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,1500000,336.99466,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
@@ -10159,16 +10159,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1262.1144,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,4500000,2650.3862,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
 247,5000000,1638.4407,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,6
-248,500000,335.83182,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,1000000,352.4884,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,1500000,668.9541,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,2000000,1031.921,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,2500000,1048.9794,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
-248,3000000,1052.2432,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
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-248,4000000,863.2625,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,6
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+248,3500000,1016.1946,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
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+248,5000000,1794.5597,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,6
 249,500000,2768.4956,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
 249,1000000,50.303543,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
 249,1500000,2951.7178,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,6
@@ -10189,16 +10189,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,2167.3142,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
 250,4500000,2095.731,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
 250,5000000,2732.7578,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,6
-251,500000,453.87427,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
-251,1000000,485.09583,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,6
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 252,500000,658.0558,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
 252,1000000,441.47202,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,6
 252,1500000,1156.0283,512,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
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 15,500000,3158.5703,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,1000000,2498.8853,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,1500000,3172.9333,2048,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
 15,4000000,3385.7998,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,4500000,3432.4011,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
 15,5000000,2889.9492,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,1
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 18,500000,3110.693,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,1000000,1648.2388,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,1500000,2982.538,512,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
 18,4000000,3590.564,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,4500000,3593.8052,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
 18,5000000,3706.7854,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,1
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 22,1500000,3298.499,1024,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
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 29,500000,82.924194,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,1000000,447.25223,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,1500000,1058.4893,2048,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
 29,4000000,2392.6033,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,4500000,615.41504,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
 29,5000000,3093.0498,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,1
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 31,500000,255.4845,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,1000000,3367.909,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,1500000,3450.8618,512,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
 31,4000000,3509.5146,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,4500000,3525.5432,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
 31,5000000,1903.1488,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,1
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 36,500000,1023.2565,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,1000000,1022.3573,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,1500000,1047.7062,1024,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
 36,4000000,428.14764,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,4500000,445.2478,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
 36,5000000,520.38245,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,1
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 39,500000,1104.7314,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,1000000,694.5979,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,1500000,2595.8374,512,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
 39,4000000,1063.813,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
 39,4500000,1913.9564,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,1
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 41,500000,151.57785,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,1000000,19.598118,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,1500000,19.952168,2048,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
 41,4000000,20.049587,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,4500000,20.050243,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
 41,5000000,20.044533,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,1
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 45,500000,1011.5274,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,1000000,425.4899,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,1500000,1633.5261,512,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
 45,4000000,1543.7998,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,4500000,2324.2249,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
 45,5000000,1439.7979,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,1
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 48,500000,376.59576,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,1
 48,1000000,2172.8535,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,1
 48,1500000,2699.4114,512,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
 50,4000000,1406.9441,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,1
 50,4500000,1399.4275,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,1
 50,5000000,1346.3195,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,1
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+51,3000000,305.1004,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,3500000,1087.1466,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
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+51,4500000,1674.9336,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
+51,5000000,1267.9574,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,1
 52,500000,307.56964,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,1000000,1021.62244,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,1500000,340.81137,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
@@ -10769,26 +10769,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,775.8429,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,4500000,1728.0381,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
 52,5000000,1196.8503,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,1
-53,500000,43.49684,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,1000000,280.6701,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,1500000,323.1475,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,2000000,368.87683,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,2500000,1053.042,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,3000000,1009.9067,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,3500000,1043.156,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
-53,4000000,1016.3573,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,1
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+54,3000000,1741.4912,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,3500000,1311.6094,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,4000000,2403.1685,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,4500000,2092.1743,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
+54,5000000,1527.8398,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,1
 55,500000,1126.6007,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
 55,1000000,1687.2539,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
 55,1500000,2959.421,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
@@ -10799,36 +10799,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,3347.1604,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
 55,4500000,3192.457,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
 55,5000000,2395.1606,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,1
-56,500000,162.3967,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
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-56,1500000,155.51535,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,1
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 59,500000,508.93707,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,1000000,375.85803,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,1500000,49.618458,512,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
 59,4000000,552.7062,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,4500000,95.57414,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
 59,5000000,80.77478,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,1
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 64,500000,-0.63400304,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,1000000,44.48669,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,1500000,1018.1638,512,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
 64,4000000,2518.628,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,4500000,2708.6682,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
 64,5000000,2197.891,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,1
-65,500000,364.3352,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,1000000,524.8035,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,1500000,681.39294,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,2000000,890.3053,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,2500000,667.6245,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,3000000,1462.2072,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,3500000,1477.062,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
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-65,4500000,2123.4102,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
-65,5000000,2008.6528,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,1
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+66,3500000,1004.6228,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,4000000,2225.204,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,4500000,2367.3193,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
+66,5000000,1514.6124,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,1
 67,500000,98.04924,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,1000000,496.85004,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,1500000,729.1033,1024,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
 67,4000000,1049.0186,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,4500000,1054.8396,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
 67,5000000,1055.1519,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,1
-68,500000,3324.983,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,1000000,1393.392,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,1500000,1354.2732,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,2000000,2120.2305,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
-68,2500000,1607.9376,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,1
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+69,5000000,1677.0244,512,False,917561,0.00016708,5507,5.77239771,False,,,,,1
 70,500000,1009.05115,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,1000000,1007.17664,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,1500000,1501.8594,2048,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
 70,4000000,1625.4124,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,4500000,1607.1725,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
 70,5000000,2243.1846,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,1
-71,500000,1010.6189,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,1000000,1010.97437,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,1500000,1009.8375,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,2000000,1011.12305,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
-71,2500000,1004.75195,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,1
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 72,500000,156.59636,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,1000000,149.86037,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,1500000,149.06583,1024,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
 72,4000000,146.85672,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,4500000,146.9278,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
 72,5000000,152.9372,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,1
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 74,500000,1724.8428,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,1
 74,1000000,3196.3276,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,1
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@@ -11009,56 +11009,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 76,5000000,3459.6604,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,1
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 82,500000,26.610752,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,1000000,28.543156,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,1500000,29.54588,512,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
 82,4000000,31.851639,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,4500000,32.121017,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
 82,5000000,32.3385,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,1
-83,500000,382.4662,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,1000000,999.442,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,1500000,945.8082,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,2000000,1066.0299,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,2500000,3074.4946,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,3000000,1527.5476,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,3500000,2659.0518,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,4000000,3282.9226,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,4500000,3369.1533,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
-83,5000000,1575.9065,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,1
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+83,1500000,945.8082,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,2000000,1066.0299,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,2500000,3074.4946,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,3000000,1527.5476,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,3500000,2659.0518,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
+83,4000000,3282.9226,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,1
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+84,500000,83.67003,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,1000000,272.7731,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,1500000,1051.5321,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,2000000,408.10568,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,2500000,207.91602,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,3000000,1040.9496,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,3500000,990.44525,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,4000000,1004.6289,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,4500000,1027.7181,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
+84,5000000,1033.9651,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,1
 85,500000,1840.9264,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,1
 85,1000000,3325.4783,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,1
 85,1500000,1961.7628,2048,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
 86,4000000,3394.1067,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,1
 86,4500000,3385.0808,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,1
 86,5000000,3409.0127,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,1
-87,500000,1004.4232,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,1000000,1025.5175,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,1500000,1015.3925,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,2000000,350.60233,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,2500000,708.93677,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,3000000,1022.1207,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,3500000,3095.35,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,4000000,3177.195,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,4500000,3075.6807,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
-87,5000000,1006.2449,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,1
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+87,1500000,1015.3925,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,2000000,350.60233,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
+87,2500000,708.93677,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
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+87,3500000,3095.35,1024,False,1779009,1.26e-05,10206,0.16710603,True,,,,0.73252936,1
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+90,2500000,978.64197,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,3000000,1422.0312,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,3500000,1192.064,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,4000000,2042.2826,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,4500000,3082.1938,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
+90,5000000,1828.2471,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,1
 91,500000,1.0122346,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,1000000,52.19329,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,1500000,997.83405,512,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
 91,4000000,365.5785,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,4500000,812.1597,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
 91,5000000,972.89453,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,1
-92,500000,338.8402,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,1000000,496.16815,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,1500000,589.66724,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,2000000,620.7175,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
-92,2500000,668.6721,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
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-92,4000000,1417.091,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,1
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-93,500000,298.8596,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
-93,1000000,1387.0555,2048,False,1696846,0.0002832,3036,9.80913216,True,NaN,NaN,NaN,0.96527569,1
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 94,500000,1920.2081,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,1
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@@ -11189,66 +11189,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 101,1500000,2586.5725,1024,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
 102,4000000,150.43118,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,1
 102,4500000,136.56102,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,1
 102,5000000,142.1057,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,1
-103,500000,141.06522,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,1000000,136.62311,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,1500000,141.42406,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,2000000,144.10117,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,2500000,144.27203,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,3000000,138.28787,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,3500000,136.2055,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
-103,4000000,144.43695,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,1
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+103,2000000,144.10117,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,2500000,144.27203,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
+103,3000000,138.28787,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
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+103,4000000,144.43695,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
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+103,5000000,140.38116,512,False,562455,0.05484151,11937,0.45635448,False,,,,,1
 104,500000,1070.5178,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,1
 104,1000000,1213.1812,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,1
 104,1500000,2781.3481,512,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
 106,4000000,12.58079,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,1
 106,4500000,12.834683,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,1
 106,5000000,12.811187,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,1
-107,500000,1056.2859,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,1000000,2801.8606,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,1500000,1169.8376,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,2000000,3316.6958,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,2500000,1826.3899,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,3000000,3198.8643,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,3500000,2962.168,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,4000000,3228.994,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,4500000,3144.5327,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
-107,5000000,3263.3555,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,1
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+108,500000,134.99661,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,1000000,128.7609,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,1500000,135.27463,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,2000000,138.67598,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,2500000,136.71701,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,3000000,142.2514,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,3500000,133.60965,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,4000000,137.25714,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,4500000,134.49771,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
+108,5000000,138.22221,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,1
 109,500000,3047.3691,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,1000000,3135.7217,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,1500000,3109.7864,1024,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
 109,4000000,3166.0496,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,4500000,3155.9216,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
 109,5000000,3185.164,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,1
-110,500000,1.013423,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,1000000,54.477303,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,1500000,998.9459,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,2000000,279.41882,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,2500000,509.62106,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,3000000,1037.2158,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,3500000,793.4349,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,4000000,682.21985,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,4500000,713.52167,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
-110,5000000,2905.4016,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,1
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+111,500000,138.9252,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,1000000,130.64877,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,1500000,142.60573,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,2000000,140.75949,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,2500000,137.0448,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,3000000,134.9097,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,3500000,139.49538,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,4000000,140.18565,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,4500000,136.63535,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
+111,5000000,141.54773,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,1
 112,500000,1200.2485,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,1000000,2506.0898,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,1500000,3239.814,512,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
 112,4000000,1445.2819,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,4500000,323.1002,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
 112,5000000,1226.1323,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,1
-113,500000,1336.3763,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,1000000,1318.6007,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,1500000,3405.5107,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,2000000,1460.9712,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,2500000,2256.6147,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,3000000,2520.1943,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,3500000,3554.7422,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
-113,4000000,3324.1606,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
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-113,5000000,2280.872,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,1
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+113,3500000,3554.7422,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
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+113,5000000,2280.872,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,1
 114,500000,3263.5754,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,1000000,3145.3325,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,1500000,3229.6733,1024,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
 114,4000000,2112.498,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,4500000,1003.21826,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
 114,5000000,3277.2573,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,1
-115,500000,974.73083,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,1000000,279.6668,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,1500000,222.28319,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,2000000,990.09125,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
-115,2500000,898.1122,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,1
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@@ -11419,76 +11419,76 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 125,500000,389.02142,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,1
 125,1000000,90.70432,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,1
 125,1500000,195.16139,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,1
@@ -11509,26 +11509,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,147.14902,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
 126,4500000,252.99251,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
 126,5000000,186.0065,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,1
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 129,500000,422.1772,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
 129,1000000,1751.7847,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
 129,1500000,2357.1152,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,1
@@ -11549,36 +11549,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,3045.0732,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
 130,4500000,3433.9163,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
 130,5000000,3022.6133,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,1
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 134,500000,91.41972,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,1000000,1007.9312,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,1500000,320.44153,512,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
 134,4000000,2.6278539,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,4500000,5.4283133,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
 134,5000000,26.680964,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,1
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 136,500000,1013.84296,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,1000000,1020.1906,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,1500000,1023.21875,512,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
 136,4000000,1010.3455,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
 136,4500000,1011.0756,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,1
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 145,500000,3120.1875,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,1
 145,1000000,3213.2732,2048,True,1427729,0.03776054,2401,6.89194815,True,0.31221434,0.94363164,8.98e-05,0.2069033,1
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@@ -11709,56 +11709,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,2997.2837,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,1
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 146,5000000,3158.4033,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,1
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 152,500000,3217.7158,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
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@@ -11769,26 +11769,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,3308.6655,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,1
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 155,500000,557.0576,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,1000000,1269.672,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,1500000,3250.312,1024,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
 155,4000000,2575.2842,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,4500000,1940.2024,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
 155,5000000,3014.1763,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,1
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 157,500000,1016.5646,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
 157,1000000,1018.3025,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
 157,1500000,382.0603,512,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
 157,4000000,1870.2684,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
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 157,5000000,1946.9314,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,1
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 161,500000,1021.74023,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,1000000,1869.4431,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,1500000,344.73746,1024,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,-1.036244,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,4500000,0.87846357,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
 161,5000000,42.450798,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,1
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 165,500000,2.891839,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
 165,1000000,3.2098875,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
 165,1500000,3.1478677,1024,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
 165,4000000,3.8897686,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,1
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 174,500000,3145.4155,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,1
 174,1000000,1594.3049,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,1
 174,1500000,1694.843,1024,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
 176,4000000,379.5161,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,1
 176,4500000,260.70154,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,1
 176,5000000,603.7521,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,1
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 181,500000,516.49304,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,1
 181,1000000,1769.1782,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,1
 181,1500000,2701.8677,2048,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
 182,4000000,3037.006,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,1
 182,4500000,3274.001,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,1
 182,5000000,3454.2192,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,1
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 192,500000,953.5898,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
 192,1000000,1212.2832,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
 192,1500000,1485.2874,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,1
@@ -12169,106 +12169,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -12279,86 +12279,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 212,500000,3139.5974,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,1000000,1207.8462,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,1500000,2903.2124,1024,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
 212,4000000,1720.3401,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,4500000,2460.873,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
 212,5000000,1987.6058,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,1
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 214,500000,132.4983,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,1000000,135.36487,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,1500000,131.76622,2048,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
 214,4000000,137.06711,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,4500000,140.11472,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
 214,5000000,132.39467,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,1
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 217,500000,3354.1187,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,1000000,3273.5928,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,1500000,3195.0505,2048,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
 217,4000000,3451.9731,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,4500000,3433.1714,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
 217,5000000,3350.8057,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,1
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 229,500000,129.53616,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,1000000,131.62036,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,1500000,128.57823,512,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
 229,4000000,135.2804,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,4500000,135.53813,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
 229,5000000,137.57816,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,1
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 234,500000,493.93427,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,1000000,875.47485,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,1500000,990.69214,2048,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
 234,4000000,373.07745,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,4500000,996.4186,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
 234,5000000,987.34064,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,1
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@@ -12659,56 +12659,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 247,500000,1420.292,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,1000000,2303.2222,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,1500000,2065.8857,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
@@ -12719,16 +12719,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,1376.9705,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,4500000,1732.2827,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
 247,5000000,2337.2104,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,1
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 249,500000,3179.3218,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
 249,1000000,3224.1523,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
 249,1500000,3194.3652,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,1
@@ -12749,16 +12749,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,1719.5162,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
 250,4500000,1795.263,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
 250,5000000,1876.7808,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,1
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 252,500000,359.11194,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,1000000,380.55978,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,1500000,861.27856,512,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
 252,4000000,328.50354,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,4500000,95.152115,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
 252,5000000,448.12885,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,1
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+14,2500000,1476.5471,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,3000000,3240.214,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,3500000,1498.0146,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,4000000,1624.4076,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,4500000,1676.6704,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
+14,5000000,2065.3025,512,False,1614836,0.00070065,6671,0.13750991,False,,,,,8
 15,500000,2557.159,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,1000000,1605.8036,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,1500000,1763.8232,2048,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
 15,4000000,3569.4312,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,4500000,3586.0957,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
 15,5000000,3620.0156,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,8
-16,500000,47.184464,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,1000000,59.646782,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,1500000,100.56253,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,2000000,301.95953,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,2500000,397.37866,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
-16,3000000,484.6836,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,8
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+17,2000000,769.50696,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,2500000,848.34186,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,3000000,797.5322,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,3500000,1008.6139,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,4000000,1316.5099,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,4500000,2169.9194,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
+17,5000000,1058.4558,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,8
 18,500000,3442.0632,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,1000000,3549.7598,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,1500000,3467.7322,512,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
 18,4000000,2647.9492,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,4500000,1943.1387,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
 18,5000000,1847.8899,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,8
-19,500000,404.8102,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
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-19,1500000,696.5994,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,2000000,775.3445,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,2500000,1974.6713,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,3000000,925.522,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,3500000,1262.1873,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
-19,4000000,1188.7628,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,8
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+21,3000000,2827.9321,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,3500000,934.2804,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
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+21,4500000,931.8013,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
+21,5000000,1592.3794,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,8
 22,500000,452.95825,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,1000000,792.96094,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,1500000,800.48694,1024,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
 22,4000000,2375.9277,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,4500000,3296.1328,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
 22,5000000,3443.6309,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,8
-23,500000,954.223,2048,False,167783,0.00057672,9576,8.39214071,True,NaN,NaN,NaN,0.93023402,8
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 29,500000,72.148575,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,1000000,657.4187,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,1500000,634.31335,2048,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
 29,4000000,2006.923,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,4500000,2102.7185,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
 29,5000000,2124.416,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,8
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 31,500000,738.445,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
 31,1000000,1110.6361,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
 31,1500000,1043.539,512,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
 31,4000000,3425.9978,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
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 31,5000000,3348.907,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,8
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 36,500000,286.84784,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,1000000,595.6992,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,1500000,577.973,1024,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
 36,4000000,747.7346,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,4500000,2650.277,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
 36,5000000,2405.8567,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,8
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 39,500000,1028.626,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,1000000,1010.4418,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,1500000,599.0558,512,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
 39,4000000,1908.7986,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,4500000,2447.4482,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
 39,5000000,1673.9424,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,8
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 41,500000,129.54741,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,1000000,128.0013,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,1500000,133.89966,2048,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
 41,4000000,130.77321,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,4500000,133.7817,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
 41,5000000,135.49445,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,8
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+44,3000000,245.2857,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,3500000,50.158623,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,4000000,147.28223,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,4500000,116.88518,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
+44,5000000,14.983675,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,8
 45,500000,1012.7786,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,1000000,263.24414,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,1500000,1351.9436,512,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
 45,4000000,2569.6086,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,4500000,41.582687,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
 45,5000000,57.989708,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,8
-46,500000,366.82648,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,1000000,408.91568,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,1500000,982.3214,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,2000000,945.2805,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,2500000,1145.5282,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
-46,3000000,951.1754,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,8
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+47,5000000,3540.8735,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,8
 48,500000,3155.1064,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,8
 48,1000000,1086.739,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,8
 48,1500000,451.9971,512,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
 50,4000000,2710.2437,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,8
 50,4500000,2490.3433,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,8
 50,5000000,1896.4023,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,8
-51,500000,195.4444,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,1000000,445.46588,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,1500000,552.4062,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,2000000,1116.1096,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,2500000,1451.4382,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
-51,3000000,1924.5948,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,8
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+51,3000000,1924.5948,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,3500000,1942.5742,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
+51,4000000,3152.913,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
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+51,5000000,3410.2212,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,8
 52,500000,255.4253,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,1000000,413.55005,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,1500000,2903.434,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
@@ -13329,26 +13329,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,986.3237,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,4500000,1202.4661,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
 52,5000000,1467.2946,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,8
-53,500000,45.00782,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,1000000,324.9397,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,1500000,279.39075,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,2000000,216.14978,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,2500000,998.26904,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
-53,3000000,1021.0582,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,8
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+54,1000000,1067.3767,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,1500000,3089.3628,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,2000000,1858.8464,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,2500000,3277.5889,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,3000000,1725.7195,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,3500000,2146.0884,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,4000000,3246.0122,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,4500000,2280.8855,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
+54,5000000,3423.688,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,8
 55,500000,3048.3079,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
 55,1000000,2825.9368,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
 55,1500000,2532.8936,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
@@ -13359,36 +13359,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,2475.252,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
 55,4500000,3347.532,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
 55,5000000,3143.166,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,8
-56,500000,155.77725,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,1000000,158.2489,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
-56,1500000,156.53201,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,8
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 59,500000,316.9481,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,1000000,406.6377,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,1500000,963.47986,512,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
 59,4000000,2836.8518,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,4500000,2829.571,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
 59,5000000,2800.6187,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,8
-60,500000,394.83807,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,8
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 64,500000,-0.843739,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,1000000,63.22286,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,1500000,1008.87836,512,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
 64,4000000,1024.7323,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,4500000,1027.2588,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
 64,5000000,1026.4966,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,8
-65,500000,276.73355,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,1000000,388.8697,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,1500000,562.99866,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
-65,2000000,907.2074,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,8
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+66,500000,1719.3242,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,1000000,2906.186,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,1500000,3125.1013,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,2000000,1965.9551,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,2500000,3387.106,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,3000000,3329.212,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,3500000,3354.3442,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,4000000,2202.734,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,4500000,1717.7041,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
+66,5000000,1858.2222,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,8
 67,500000,1007.5773,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,1000000,269.47064,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,1500000,1057.904,1024,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
 67,4000000,1052.4207,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,4500000,1052.917,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
 67,5000000,1050.9017,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,8
-68,500000,1743.144,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,1000000,1920.9521,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,1500000,2714.302,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,2000000,3328.5386,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,2500000,3564.5254,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,3000000,3505.6084,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,3500000,3062.1677,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,4000000,1358.4446,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,4500000,2479.5378,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-68,5000000,2219.125,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,8
-69,500000,28.719873,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,1000000,378.49786,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,1500000,704.4316,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,2000000,924.0646,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,2500000,1140.3567,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
-69,3000000,3418.4177,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
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-69,4000000,3486.9038,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,8
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+68,500000,1743.144,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
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+68,1500000,2714.302,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,2000000,3328.5386,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,2500000,3564.5254,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,3000000,3505.6084,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+68,3500000,3062.1677,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
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+68,5000000,2219.125,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,8
+69,500000,28.719873,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,1000000,378.49786,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,1500000,704.4316,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,2000000,924.0646,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,2500000,1140.3567,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,3000000,3418.4177,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,3500000,2202.3083,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,4000000,3486.9038,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,4500000,1318.2662,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
+69,5000000,2947.8618,512,False,917561,0.00016708,5507,5.77239771,False,,,,,8
 70,500000,1014.0266,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,1000000,1348.3287,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,1500000,2716.8687,2048,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
 70,4000000,2594.187,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,4500000,2482.7559,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
 70,5000000,3197.4468,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,8
-71,500000,128.17857,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,1000000,998.27454,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,1500000,1018.31396,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,2000000,252.04678,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,2500000,756.0804,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,3000000,2469.7183,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,3500000,1415.094,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,4000000,2605.3926,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,4500000,1278.4824,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
-71,5000000,1408.9126,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,8
+71,500000,128.17857,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,1000000,998.27454,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,1500000,1018.31396,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,2000000,252.04678,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,2500000,756.0804,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,3000000,2469.7183,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,3500000,1415.094,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,4000000,2605.3926,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,4500000,1278.4824,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
+71,5000000,1408.9126,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,8
 72,500000,160.84906,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,1000000,158.01328,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,1500000,165.77832,1024,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
 72,4000000,154.27263,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,4500000,150.48163,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
 72,5000000,157.27274,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,8
-73,500000,156.00723,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,1000000,154.96758,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,1500000,154.95007,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,2000000,164.93277,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,2500000,156.08194,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,3000000,157.01108,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,3500000,158.93762,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
-73,4000000,155.40884,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
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-73,5000000,147.62494,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,8
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+73,3000000,157.01108,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,3500000,158.93762,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,4000000,155.40884,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,4500000,152.90753,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
+73,5000000,147.62494,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,8
 74,500000,1033.0032,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,8
 74,1000000,3351.9316,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,8
 74,1500000,743.57965,512,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
 76,4000000,3282.2002,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,8
 76,4500000,3252.205,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,8
 76,5000000,3248.1665,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,8
-77,500000,177.1904,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,1000000,178.08157,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,1500000,179.11969,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,2000000,181.22653,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,2500000,184.32608,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,3000000,177.97488,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,3500000,179.24026,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,4000000,182.20435,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,4500000,184.00989,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-77,5000000,180.78961,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,8
-78,500000,153.79425,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,1000000,151.77756,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,1500000,161.5309,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,2000000,159.20374,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,2500000,156.85083,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,3000000,152.53125,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
-78,3500000,162.80164,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,8
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+81,5000000,2867.6313,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,8
 82,500000,160.00423,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,1000000,162.75732,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,1500000,162.35995,512,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
 82,4000000,156.77734,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,4500000,163.1542,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
 82,5000000,157.59198,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,8
-83,500000,345.12122,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,1000000,1063.3641,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,1500000,812.9101,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,2000000,2031.8833,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
-83,2500000,1724.0205,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,8
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+84,5000000,1047.2068,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,8
 85,500000,2527.28,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,8
 85,1000000,2217.5254,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,8
 85,1500000,1931.2314,2048,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
 86,4000000,73.92502,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,8
 86,4500000,144.09332,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,8
 86,5000000,61.897514,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,8
-87,500000,998.68567,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,1000000,1021.87164,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,1500000,398.28696,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
-87,2000000,348.25928,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,8
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 91,500000,0.6216778,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,1000000,67.231674,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,1500000,152.80515,512,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
 91,4000000,611.43445,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,4500000,2315.8174,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
 91,5000000,2934.2375,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,8
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 94,500000,898.8884,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,1000000,3143.8179,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,1500000,3318.6562,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
@@ -13749,66 +13749,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,3406.981,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,4500000,3351.1934,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
 94,5000000,1128.6135,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,8
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 101,500000,3412.6074,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
 101,1000000,3069.0981,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
 101,1500000,2520.9436,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,8
@@ -13829,16 +13829,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,141.18178,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
 102,4500000,143.1065,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
 102,5000000,140.50842,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,8
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 104,500000,601.2203,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,8
 104,1000000,3217.2026,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,8
 104,1500000,3073.231,512,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
 106,4000000,133.40234,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,8
 106,4500000,128.27037,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,8
 106,5000000,135.04953,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,8
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+108,2500000,142.43552,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,3000000,148.47357,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,3500000,150.96088,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,4000000,147.59937,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,4500000,147.56476,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
+108,5000000,144.59769,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,8
 109,500000,3136.2407,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,1000000,3174.5688,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,1500000,3099.539,1024,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
 109,4000000,3089.1533,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,4500000,3258.5671,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
 109,5000000,3163.2341,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,8
-110,500000,0.7326577,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,1000000,70.37497,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,1500000,142.44571,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,2000000,254.63101,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,2500000,1001.4259,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,3000000,483.51968,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,3500000,735.86694,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,4000000,588.68317,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,4500000,325.81467,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-110,5000000,613.70105,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,8
-111,500000,146.0708,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,1000000,146.06998,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,1500000,141.53217,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,2000000,141.56421,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,2500000,156.76843,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,3000000,146.10797,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,3500000,144.4664,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
-111,4000000,152.05649,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
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-111,5000000,151.37595,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,8
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+110,1500000,142.44571,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,2000000,254.63101,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,2500000,1001.4259,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,3000000,483.51968,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,3500000,735.86694,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+110,4000000,588.68317,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
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+110,5000000,613.70105,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,8
+111,500000,146.0708,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,1000000,146.06998,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,1500000,141.53217,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,2000000,141.56421,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,2500000,156.76843,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,3000000,146.10797,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,3500000,144.4664,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,4000000,152.05649,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,4500000,147.42987,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
+111,5000000,151.37595,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,8
 112,500000,1008.334,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,1000000,1179.1621,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,1500000,1195.6355,512,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
 112,4000000,764.2057,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,4500000,276.39694,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
 112,5000000,1452.4216,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,8
-113,500000,579.51807,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,1000000,2305.6016,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,1500000,3208.1204,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,2000000,1371.5205,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,2500000,3277.3022,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,3000000,2679.3926,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,3500000,3270.7227,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,4000000,3322.9475,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,4500000,3418.3716,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
-113,5000000,3488.6382,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,8
+113,500000,579.51807,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,1000000,2305.6016,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,1500000,3208.1204,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,2000000,1371.5205,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,2500000,3277.3022,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,3000000,2679.3926,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,3500000,3270.7227,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,4000000,3322.9475,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,4500000,3418.3716,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
+113,5000000,3488.6382,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,8
 114,500000,2408.7314,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,1000000,2792.7134,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,1500000,2835.9436,1024,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
 114,4000000,2262.3198,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,4500000,2530.378,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
 114,5000000,3122.3628,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,8
-115,500000,797.5686,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,1000000,265.94385,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,1500000,972.7731,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,2000000,346.2126,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,2500000,649.65137,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,3000000,1955.3062,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
-115,3500000,373.7818,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,8
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+115,3000000,1955.3062,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,3500000,373.7818,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
+115,4000000,870.7024,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
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+115,5000000,2409.3193,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,8
 116,500000,2612.8774,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,8
 116,1000000,2097.457,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,8
 116,1500000,1913.6608,2048,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
 117,4000000,2851.6113,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,8
 117,4500000,1747.0774,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,8
 117,5000000,1209.523,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,8
-118,500000,353.86353,2048,True,1734366,2.96e-05,7133,3.89863927,False,0.93848573,0.62492892,0.0,NaN,8
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 125,500000,1030.3096,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,8
 125,1000000,310.72922,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,8
 125,1500000,380.68167,2048,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
 126,4000000,1000.6144,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,8
 126,4500000,993.5885,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,8
 126,5000000,1004.47253,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,8
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 129,500000,339.5523,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,8
 129,1000000,959.792,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,8
 129,1500000,2530.5703,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,8
@@ -14109,36 +14109,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,2208.6934,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
 130,4500000,2997.4436,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,8
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 134,500000,94.58862,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,1000000,1034.5781,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,1500000,284.383,512,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
 134,4000000,727.2282,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,4500000,437.67236,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
 134,5000000,929.799,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,8
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 136,500000,1021.5459,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,1000000,1024.6398,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,1500000,60.433388,512,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
 136,4000000,996.9133,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,4500000,1007.86084,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
 136,5000000,1011.04297,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,8
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@@ -14269,56 +14269,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,3175.54,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,1000000,3177.9521,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,1500000,3222.3008,512,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
 152,4000000,2135.6025,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,4500000,3134.0203,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
 152,5000000,3068.0896,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,8
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 155,500000,465.32022,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,1000000,1775.7335,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,1500000,3289.5122,1024,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
 155,4000000,2039.8604,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,4500000,1420.4575,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
 155,5000000,1339.9692,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,8
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 157,500000,1001.7551,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,1000000,538.16473,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,1500000,676.1526,512,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
 157,4000000,991.80676,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,4500000,1014.6565,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
 157,5000000,3120.6392,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,8
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 161,500000,1042.0205,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,1000000,1076.6106,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,1500000,1183.425,1024,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
 161,4000000,38.25053,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,4500000,12.875564,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
 161,5000000,38.530758,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,8
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 165,500000,5.37561,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,1000000,10.560575,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,1500000,5.101869,1024,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
 165,4000000,48.942383,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,4500000,4.5437603,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
 165,5000000,4.389553,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,8
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@@ -14569,46 +14569,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -14629,96 +14629,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,2647.268,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,8
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 192,500000,1616.1943,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
 192,1000000,1161.383,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
 192,1500000,1391.9185,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,8
@@ -14729,106 +14729,106 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -14839,86 +14839,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 203,4000000,594.2788,2048,True,263122,1.746e-05,4535,0.17664175,True,0.9168904,0.67209472,0.0,0.01543987,8
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@@ -14929,16 +14929,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,2848.0767,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
 212,4500000,2254.7468,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
 212,5000000,2564.7896,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,8
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 214,500000,138.23558,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,1000000,137.29898,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,1500000,136.59901,2048,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
 214,4000000,143.57205,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,4500000,149.88107,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
 214,5000000,141.04617,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,8
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 217,500000,2703.7576,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,1000000,2784.0679,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,1500000,1853.16,2048,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
 217,4000000,2361.3315,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,4500000,2998.1377,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
 217,5000000,2909.623,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,8
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@@ -15099,46 +15099,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,147.16792,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,8
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@@ -15149,66 +15149,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -15219,56 +15219,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 247,1000000,318.06116,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,1500000,2050.0835,1024,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
 247,4000000,3119.696,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,4500000,2196.9521,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
 247,5000000,2667.011,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,8
-248,500000,353.67334,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,1000000,381.7966,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,1500000,506.92297,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,2000000,529.833,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
-248,2500000,2010.9392,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,8
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+248,5000000,921.1859,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,,8
 249,500000,1708.2135,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,8
 249,1000000,3043.8508,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,8
 249,1500000,3028.373,1024,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
 250,4000000,3333.9849,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,8
 250,4500000,2733.0098,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,8
 250,5000000,3579.5564,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,8
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-251,1500000,591.9955,1024,False,397634,0.0010356,5574,0.29973781,False,NaN,NaN,NaN,NaN,8
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+251,3000000,1462.9895,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
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+251,5000000,1930.553,1024,False,397634,0.0010356,5574,0.29973781,False,,,,,8
 252,500000,521.1228,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,1000000,452.7326,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,1500000,1163.7441,512,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
 252,4000000,1069.4841,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,4500000,1063.8538,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
 252,5000000,458.59113,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,8
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 15,500000,3228.5159,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,1000000,3374.3843,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,1500000,3324.2,2048,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
 15,4000000,2847.1694,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,4500000,1823.8989,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
 15,5000000,2083.9517,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,4
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-16,1500000,1049.8698,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,4
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+17,4500000,1792.67,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
+17,5000000,1921.2552,1024,False,624594,9.797e-05,3438,0.23571434,False,,,,,4
 18,500000,1441.7067,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,1000000,2193.96,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,1500000,1357.5125,512,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
 18,4000000,2246.0317,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,4500000,1749.4915,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
 18,5000000,1179.493,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,4
-19,500000,383.3634,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
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-19,1500000,636.7329,2048,False,434596,0.00206724,4314,0.10997703,False,NaN,NaN,NaN,NaN,4
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+21,5000000,3100.918,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,4
 22,500000,980.4413,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,1000000,3146.631,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,1500000,934.83813,1024,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
 22,4000000,2504.0193,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,4500000,2284.76,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
 22,5000000,3153.149,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,4
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 29,500000,80.30652,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,1000000,498.00623,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,1500000,1055.5559,2048,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
 29,4000000,1012.7181,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,4500000,1024.006,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
 29,5000000,1005.2213,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,4
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 31,500000,943.5815,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,1000000,886.6705,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,1500000,3350.3547,512,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
 31,4000000,1013.05457,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,4500000,372.39102,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
 31,5000000,2813.2026,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,4
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 36,500000,1022.96454,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,1000000,1025.4861,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,1500000,1027.6672,1024,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
 36,4000000,1031.5417,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,4500000,1046.5928,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
 36,5000000,1030.7865,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,4
-37,500000,41.258034,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,4
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+38,5000000,138.04788,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,4
 39,500000,1182.1973,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,1000000,444.30692,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,1500000,1340.2146,512,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
 39,4000000,967.8001,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,4500000,2804.5815,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
 39,5000000,2315.3335,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,4
-40,500000,76.58082,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,1000000,376.13654,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,1500000,1044.5707,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,2000000,335.33167,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,2500000,328.07382,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,3000000,974.27185,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
-40,3500000,1002.4572,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,4
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+40,2000000,335.33167,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,2500000,328.07382,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,3000000,974.27185,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,3500000,1002.4572,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,4000000,396.85583,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,4500000,873.6423,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
+40,5000000,1061.066,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,4
 41,500000,149.371,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,1000000,144.99466,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,1500000,153.5528,2048,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
 41,4000000,154.61255,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,4500000,155.4415,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
 41,5000000,147.3157,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,4
-42,500000,357.7547,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
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-42,2500000,2886.0693,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,3000000,2921.0425,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,3500000,2137.0273,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
-42,4000000,3246.7563,1024,False,476395,7.23e-06,7361,0.4063842,False,NaN,NaN,NaN,NaN,4
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+44,1500000,109.81827,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,2000000,39.598076,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,2500000,61.657623,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,3000000,61.6423,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,3500000,48.65486,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,4000000,56.088524,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,4500000,193.02689,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
+44,5000000,116.23074,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,4
 45,500000,404.7265,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,1000000,427.2072,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,1500000,2278.5725,512,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
 45,4000000,2044.5214,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,4500000,1184.1506,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
 45,5000000,1195.4343,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,4
-46,500000,302.7195,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,1000000,608.845,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,1500000,824.2257,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,2000000,1660.0007,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,2500000,1526.9677,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,3000000,1553.7532,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,3500000,1256.9253,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
-46,4000000,1545.1724,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,4
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+47,5000000,1471.9613,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,4
 48,500000,1357.8383,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,4
 48,1000000,3197.9756,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,4
 48,1500000,3225.1396,512,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
 50,4000000,2771.3794,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,4
 50,4500000,2584.2134,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,4
 50,5000000,2441.8096,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,4
-51,500000,380.6223,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,4
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+51,3000000,1264.4587,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
+51,3500000,1333.1726,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
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+51,5000000,1411.1598,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,4
 52,500000,225.18777,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,1000000,312.4345,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,1500000,310.27316,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
@@ -15889,26 +15889,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 52,4000000,622.80286,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,4500000,1308.127,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
 52,5000000,1576.4097,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,4
-53,500000,71.41354,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
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-53,1500000,231.73622,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,2000000,222.78307,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
-53,2500000,1003.9606,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,4
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+54,3000000,2348.0234,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
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+54,4000000,2671.3271,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
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+54,5000000,1445.4528,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,4
 55,500000,1565.011,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
 55,1000000,2503.921,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
 55,1500000,1141.8458,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
@@ -15919,36 +15919,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 55,4000000,2574.7544,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
 55,4500000,1216.8423,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
 55,5000000,1975.4548,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,4
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+58,5000000,150.70677,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,4
 59,500000,1051.1343,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,1000000,353.21814,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,1500000,319.04645,512,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
 59,4000000,426.61414,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,4500000,364.91998,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
 59,5000000,274.21906,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,4
-60,500000,365.9,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
-60,1000000,532.9154,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,4
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+63,3000000,974.8596,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,3500000,1745.6426,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,4000000,1374.7626,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,4500000,3027.226,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
+63,5000000,3276.505,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,4
 64,500000,-0.7686191,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,1000000,40.83459,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,1500000,264.07523,512,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
 64,4000000,2718.4695,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,4500000,2830.6875,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
 64,5000000,2940.624,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,4
-65,500000,349.0915,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,1000000,374.2805,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,1500000,519.2289,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,2000000,1276.9279,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,2500000,941.52673,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,3000000,1385.9749,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,3500000,1223.7758,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
-65,4000000,1923.2686,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,4
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+66,500000,2081.315,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
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+66,3500000,3391.0417,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
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+66,4500000,1802.2356,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
+66,5000000,1384.5515,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,4
 67,500000,84.95741,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,1000000,1944.7307,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,1500000,503.92267,1024,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
 67,4000000,1033.0305,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,4500000,1039.8406,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
 67,5000000,522.4426,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,4
-68,500000,2718.0864,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,1000000,1185.3463,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,1500000,1652.4297,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,2000000,2002.2668,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,2500000,2033.4862,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
-68,3000000,2454.125,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,4
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+69,5000000,1294.514,512,False,917561,0.00016708,5507,5.77239771,False,,,,,4
 70,500000,1032.0846,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,1000000,685.6034,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,1500000,2908.4907,2048,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
 70,4000000,1491.8693,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,4500000,2314.3164,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
 70,5000000,1578.7766,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,4
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+71,5000000,3127.2434,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,4
 72,500000,146.4515,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,1000000,153.01819,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,1500000,152.82143,1024,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
 72,4000000,149.31877,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,4500000,151.80653,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
 72,5000000,146.68695,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,4
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 74,500000,2935.4143,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,4
 74,1000000,2664.6514,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,4
 74,1500000,1173.1083,512,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
 76,4000000,3198.4526,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,4
 76,4500000,3394.279,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,4
 76,5000000,3358.69,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,4
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+81,3000000,860.5458,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,3500000,1916.555,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,4000000,1180.8253,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,4500000,1760.5706,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
+81,5000000,1668.8699,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,4
 82,500000,132.2318,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,1000000,133.63947,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,1500000,132.80907,512,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
 82,4000000,133.7114,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,4500000,136.2942,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
 82,5000000,134.62933,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,4
-83,500000,302.741,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,1000000,905.069,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,1500000,1177.6453,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,2000000,3138.5483,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,2500000,2681.5857,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,3000000,1283.7354,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,3500000,1439.765,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,4000000,3321.0674,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,4500000,0.7992082,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
-83,5000000,38.307747,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,4
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+84,1000000,375.3452,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,1500000,1042.8296,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,2000000,259.27087,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,2500000,369.50797,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,3000000,997.5458,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,3500000,1001.95215,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,4000000,1005.777,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,4500000,1009.651,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
+84,5000000,1008.96606,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,4
 85,500000,361.7816,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,4
 85,1000000,3099.6765,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,4
 85,1500000,1583.0582,2048,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
 86,4000000,151.10782,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,4
 86,4500000,85.269,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,4
 86,5000000,221.45291,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,4
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-87,1500000,455.16547,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
-87,2000000,932.8306,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,4
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 91,500000,1.0590358,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,1000000,65.55734,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,1500000,1018.7674,512,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
 91,4000000,310.60602,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,4500000,345.2863,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
 91,5000000,613.9551,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,4
-92,500000,335.6475,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,4
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 94,500000,422.47375,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,1000000,2165.7573,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,1500000,2996.0442,2048,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
 94,4000000,3330.5837,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,4500000,3439.4233,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
 94,5000000,3472.634,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,4
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+100,5000000,19.222187,512,False,532563,0.01382716,16141,3.6880202,False,,,,,4
 101,500000,1900.2666,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,4
 101,1000000,3472.0337,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,4
 101,1500000,1463.2466,1024,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
 102,4000000,144.44952,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,4
 102,4500000,150.2363,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,4
 102,5000000,138.77145,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,4
-103,500000,124.39195,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,1000000,127.48239,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,1500000,131.69727,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,2000000,128.69289,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,2500000,129.0433,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
-103,3000000,134.08714,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,4
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+103,5000000,132.2336,512,False,562455,0.05484151,11937,0.45635448,False,,,,,4
 104,500000,1252.2617,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,4
 104,1000000,1843.9717,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,4
 104,1500000,1585.5,512,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
 106,4000000,231.48032,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,4
 106,4500000,227.26761,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,4
 106,5000000,230.97507,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,4
-107,500000,995.90015,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
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-107,2000000,3602.8374,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,2500000,2679.568,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
-107,3000000,2188.5837,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
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-107,5000000,3046.4814,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,4
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 109,500000,1122.4653,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,1000000,1132.1057,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,1500000,1068.0452,1024,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
 109,4000000,1114.7101,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,4500000,2277.0686,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
 109,5000000,1163.245,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,4
-110,500000,3.3285956,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
-110,1000000,59.873814,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
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-110,2500000,343.2155,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,4
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 112,500000,1396.0751,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,1000000,1646.6702,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,1500000,1074.5044,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
@@ -16489,16 +16489,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 112,4000000,2923.1282,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,4500000,2820.5305,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
 112,5000000,2785.559,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,4
-113,500000,2760.362,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,1000000,2858.31,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,1500000,1176.6414,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
-113,2000000,2637.4094,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
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-113,3000000,3409.5022,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,4
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+113,5000000,398.7343,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,4
 114,500000,3114.6677,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
 114,1000000,2988.0208,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
 114,1500000,3274.2031,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
@@ -16509,16 +16509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 114,4000000,28.807518,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
 114,4500000,3253.7148,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
 114,5000000,3088.6968,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,4
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+115,5000000,878.40564,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,4
 116,500000,1121.1185,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,4
 116,1000000,2152.641,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,4
 116,1500000,2369.936,2048,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
 117,4000000,2209.8843,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,4
 117,4500000,2281.7646,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,4
 117,5000000,2671.0208,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,4
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 125,500000,1019.66656,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,4
 125,1000000,1077.3114,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,4
 125,1500000,603.8517,2048,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
 126,4000000,1211.4783,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,4
 126,4500000,1262.5276,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,4
 126,5000000,2757.7942,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,4
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 129,500000,736.633,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,4
 129,1000000,1890.6732,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,4
 129,1500000,2556.2185,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,4
@@ -16669,36 +16669,36 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 130,4000000,1784.4692,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
 130,4500000,1642.2705,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
 130,5000000,2639.647,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,4
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 134,500000,85.44055,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,1000000,996.88776,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,1500000,1016.3724,512,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
 134,4000000,793.0577,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,4500000,64.41762,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
 134,5000000,610.291,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,4
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 136,500000,1019.3487,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,1000000,1018.17944,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,1500000,1005.15295,512,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
 136,4000000,967.0598,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,4500000,1013.7583,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
 136,5000000,1021.58435,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,4
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@@ -16829,56 +16829,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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+151,5000000,1510.2993,1024,False,858204,0.00059699,6831,0.63232364,False,,,,,4
 152,500000,2965.6538,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,1000000,556.98804,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,1500000,3024.0383,512,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
 152,4000000,3109.3684,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,4500000,2201.8574,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
 152,5000000,3110.4067,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,4
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 155,500000,453.26373,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,1000000,2486.2146,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,1500000,3141.1091,1024,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
 155,4000000,1137.1704,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,4500000,3253.3394,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
 155,5000000,3267.3438,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,4
-156,500000,3409.2383,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
-156,1000000,3357.626,512,False,413715,0.00971923,13239,7.14564008,True,NaN,NaN,NaN,0.29346625,4
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+156,5000000,3505.9116,512,False,413715,0.00971923,13239,7.14564008,True,,,,0.29346625,4
 157,500000,529.1896,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,1000000,1031.3567,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,1500000,422.15854,512,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
 157,4000000,2566.4712,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,4500000,1529.9774,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
 157,5000000,971.8872,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,4
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 161,500000,507.60602,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,1000000,357.08774,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,1500000,2526.6855,1024,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
 161,4000000,27.99801,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,4500000,66.36836,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
 161,5000000,202.27374,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,4
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@@ -17019,86 +17019,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -17129,46 +17129,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 181,500000,588.62964,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,4
 181,1000000,858.4042,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,4
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@@ -17189,96 +17189,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 182,4000000,1553.8232,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,4
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 192,500000,2579.8877,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
 192,1000000,926.38074,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,4
 192,1500000,879.97064,512,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
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@@ -17399,86 +17399,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 212,500000,298.0631,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,1000000,1803.39,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,1500000,1996.7258,1024,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
 212,4000000,2882.3057,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,4500000,2285.27,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
 212,5000000,1765.8495,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,4
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 214,500000,144.27786,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,1000000,144.03577,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,1500000,146.50208,2048,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
 214,4000000,149.25227,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,4500000,141.1228,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
 214,5000000,146.3635,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,4
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 217,1500000,111.75322,2048,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
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@@ -17659,46 +17659,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 234,500000,1676.2772,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,4
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@@ -17709,66 +17709,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 241,1500000,164.27554,1024,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
 241,4000000,169.24307,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,4
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+246,5000000,2239.1997,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,4
 247,500000,1972.9749,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,1000000,2987.4143,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,1500000,1241.4019,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
@@ -17839,16 +17839,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 247,4000000,2287.5886,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,4500000,1982.4691,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
 247,5000000,2218.7625,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,4
-248,500000,335.91928,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
-248,1000000,344.90692,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,4
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 249,500000,565.383,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
 249,1000000,2514.156,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
 249,1500000,2775.154,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,4
@@ -17869,16 +17869,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 250,4000000,2485.1045,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
 250,4500000,1282.5698,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
 250,5000000,2099.1946,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,4
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 252,500000,383.27133,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
 252,1000000,618.9626,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
 252,1500000,911.21704,512,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
 252,4000000,182.60468,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
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 252,5000000,220.84491,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,4
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 15,500000,1840.6226,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,1000000,2673.6182,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,1500000,1708.3658,2048,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
 15,4000000,2543.1694,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,4500000,1542.6836,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
 15,5000000,1494.3904,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,3
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-16,1000000,68.081696,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
-16,1500000,701.726,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,3
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 18,500000,1168.2871,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,1000000,1264.0957,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,1500000,2313.4514,512,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
 18,4000000,2654.4639,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,4500000,3694.8867,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
 18,5000000,3297.4727,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,3
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+21,2500000,950.183,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
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+21,3500000,2941.3381,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,4000000,2604.9604,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,4500000,2354.252,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
+21,5000000,1898.0525,512,False,52323,1.09e-05,6958,0.56019594,True,,,,0.12635654,3
 22,500000,341.17926,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,1000000,404.94153,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,1500000,1120.9684,1024,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
 22,4000000,1706.7015,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,4500000,991.62,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
 22,5000000,1632.0916,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,3
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 29,500000,166.78043,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,1000000,475.14447,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,1500000,593.7726,2048,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
 29,4000000,1011.5771,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,4500000,1003.27466,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
 29,5000000,1011.43054,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,3
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 31,500000,383.76376,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,1000000,1403.19,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,1500000,1164.0181,512,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
 31,4000000,2780.3096,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,4500000,1652.0059,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
 31,5000000,3210.9272,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,3
-32,500000,3530.6382,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,1000000,1976.262,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,1500000,3570.9094,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,2000000,1893.2836,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,2500000,3635.3499,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,3000000,2906.075,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
-32,3500000,2134.2437,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
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-32,5000000,1984.74,1024,False,1072830,0.00255248,4548,0.18101774,True,NaN,NaN,NaN,0.54836789,3
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+35,1000000,2220.8394,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,1500000,1731.708,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,2000000,2098.2617,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,2500000,2813.942,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,3000000,2978.0542,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,3500000,3057.7825,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,4000000,3914.7783,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,4500000,3229.3489,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
+35,5000000,2838.5999,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,3
 36,500000,1023.6029,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,1000000,1027.2239,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,1500000,1026.4601,1024,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
 36,4000000,1029.4916,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,4500000,1029.5461,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
 36,5000000,1028.628,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,3
-37,500000,40.708252,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,1000000,77.41565,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,1500000,47.91114,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,2000000,272.51364,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,2500000,274.58514,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,3000000,875.88885,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,3500000,1037.6982,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,4000000,1021.8552,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,4500000,1018.4167,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
-37,5000000,1016.4021,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,3
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+37,2500000,274.58514,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,3000000,875.88885,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,3500000,1037.6982,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
+37,4000000,1021.8552,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
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+37,5000000,1016.4021,512,False,67139,1.2e-06,7025,0.13681955,True,,,,0.02191586,3
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+38,1000000,144.69427,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,1500000,136.4243,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,2000000,148.33572,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,2500000,143.97202,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,3000000,148.9542,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,3500000,141.87943,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,4000000,147.50766,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,4500000,142.44379,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
+38,5000000,142.55736,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,3
 39,500000,979.6888,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,1000000,882.4303,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,1500000,1532.1056,512,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
 39,4000000,2986.3752,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,4500000,1127.926,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
 39,5000000,3108.6462,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,3
-40,500000,52.31546,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
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-40,1500000,1043.7316,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,2000000,798.9241,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
-40,2500000,238.83386,1024,False,1850011,1.7e-06,3811,0.49778149,False,NaN,NaN,NaN,NaN,3
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 41,500000,150.8838,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,1000000,150.0661,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,1500000,142.57281,2048,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
 41,4000000,155.17117,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,4500000,154.71246,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
 41,5000000,152.3822,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,3
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+44,1500000,150.03644,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
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+44,2500000,139.91718,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,3000000,147.70049,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,3500000,147.96616,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,4000000,148.38443,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,4500000,142.6525,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
+44,5000000,136.44888,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,3
 45,500000,1017.91345,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,1000000,417.0106,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,1500000,1108.7615,512,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
 45,4000000,8.261708,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,4500000,10.797732,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
 45,5000000,15.994663,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,3
-46,500000,261.92056,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,1000000,469.22037,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,1500000,532.1832,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
-46,2000000,1000.407,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
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-46,3000000,1002.4625,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,3
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 48,500000,1584.0594,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,3
 48,1000000,3384.5867,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,3
 48,1500000,1229.5747,512,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
 50,4000000,1681.2383,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,3
 50,4500000,2782.0034,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,3
 50,5000000,3296.1953,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,3
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+51,5000000,1775.059,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,3
 52,500000,1026.689,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,1000000,874.21533,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,1500000,328.7492,512,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
 52,4000000,1103.4565,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,4500000,1260.3668,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
 52,5000000,1277.533,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,3
-53,500000,45.009594,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,1000000,344.46094,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,1500000,212.00626,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,2000000,218.58609,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,2500000,1012.5924,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
-53,3000000,695.2453,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
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-53,4500000,1017.3784,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,3
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+54,1500000,1292.6667,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
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+54,2500000,3217.2397,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,3000000,3306.782,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,3500000,1579.3123,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,4000000,3360.4988,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,4500000,1769.866,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
+54,5000000,2068.2378,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,3
 55,500000,2901.5627,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,1000000,1389.7821,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,1500000,1275.5214,1024,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
 55,4000000,1872.6687,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,4500000,1354.9851,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
 55,5000000,2299.6719,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,3
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+58,2500000,150.89932,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,3000000,148.22905,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
+58,3500000,154.38211,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
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+58,5000000,147.99518,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,3
 59,500000,1026.6442,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,1000000,1554.9097,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,1500000,332.2256,512,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,-0.96463,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,4500000,38.13866,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
 59,5000000,44.067947,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,3
-60,500000,384.2954,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,1000000,418.8805,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
-60,1500000,589.93896,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,3
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+63,3000000,3155.726,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
+63,3500000,1130.0734,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
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+63,5000000,3324.4268,1024,False,730850,8.97e-06,313,1.08717543,False,,,,,3
 64,500000,-0.8138101,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,1000000,65.41556,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,1500000,1017.5057,512,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
 64,4000000,2242.4934,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,4500000,2533.2998,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
 64,5000000,2338.7883,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,3
-65,500000,294.53815,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,1000000,401.4027,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,1500000,707.0695,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,2000000,1008.9855,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,2500000,2648.6653,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,3000000,3322.9707,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,3500000,981.8606,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,4000000,1414.7153,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,4500000,1368.8844,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-65,5000000,3414.6628,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,3
-66,500000,482.5055,2048,False,1518812,6.648e-05,8209,0.56595032,True,NaN,NaN,NaN,0.28456687,3
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+66,500000,482.5055,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
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+66,1500000,2767.4482,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,2000000,970.2357,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,2500000,1187.5017,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,3000000,2715.4365,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,3500000,1157.9934,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,4000000,2190.205,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,4500000,1308.4009,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
+66,5000000,1503.8735,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,3
 67,500000,740.40955,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,1000000,237.7821,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,1500000,1050.4622,1024,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
 67,4000000,1004.296,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,4500000,1026.8512,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
 67,5000000,1027.3889,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,3
-68,500000,3340.929,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,1000000,3437.4111,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,1500000,3500.1543,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,2000000,3540.3882,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,2500000,3266.2402,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,3000000,3575.123,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,3500000,2733.3784,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,4000000,3421.4004,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
-68,4500000,1922.3906,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,3
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+69,500000,333.9181,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,1000000,374.91132,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,1500000,514.413,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,2000000,611.614,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,2500000,601.18427,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,3000000,722.1159,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,3500000,827.96045,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,4000000,914.35443,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,4500000,1570.3813,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
+69,5000000,2577.168,512,False,917561,0.00016708,5507,5.77239771,False,,,,,3
 70,500000,221.43114,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,1000000,438.68152,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,1500000,2880.0264,2048,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
 70,4000000,2485.9302,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,4500000,1801.1208,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
 70,5000000,2572.7036,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,3
-71,500000,526.45703,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,1000000,1014.0238,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,1500000,1010.36523,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,2000000,1015.5109,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,2500000,1015.113,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,3000000,1015.19006,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,3500000,1014.9398,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,4000000,1016.41254,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,4500000,345.1897,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
-71,5000000,1012.4988,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,3
+71,500000,526.45703,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,1000000,1014.0238,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,1500000,1010.36523,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,2000000,1015.5109,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,2500000,1015.113,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,3000000,1015.19006,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,3500000,1014.9398,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,4000000,1016.41254,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,4500000,345.1897,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
+71,5000000,1012.4988,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,3
 72,500000,146.72313,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,1000000,146.09818,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,1500000,155.22758,1024,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
 72,4000000,146.2702,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,4500000,154.1341,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
 72,5000000,145.65639,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,3
-73,500000,149.07956,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,1000000,151.63788,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,1500000,150.17441,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,2000000,146.24623,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
-73,2500000,142.59125,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,3
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 74,500000,2213.5728,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,3
 74,1000000,3134.428,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,3
 74,1500000,2220.9731,512,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
 76,4000000,3268.7925,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,3
 76,4500000,3331.9956,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,3
 76,5000000,162.49026,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,3
-77,500000,396.39874,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,3
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+81,5000000,2044.9928,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,3
 82,500000,139.1419,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,1000000,137.01167,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,1500000,140.9275,512,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
 82,4000000,143.33218,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,4500000,135.64609,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
 82,5000000,145.24078,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,3
-83,500000,641.40295,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,3
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 85,500000,583.28595,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,3
 85,1000000,3147.1006,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,3
 85,1500000,1031.9019,2048,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
 86,4000000,1863.0057,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,3
 86,4500000,1885.0175,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,3
 86,5000000,1822.2136,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,3
-87,500000,993.5704,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,1000000,1014.79004,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,1500000,399.91046,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,2000000,398.18378,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,2500000,1333.6323,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
-87,3000000,1361.8927,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,3
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+90,2500000,1712.4993,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,3000000,1145.7529,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,3500000,2300.5652,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,4000000,1547.2562,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,4500000,1404.8508,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
+90,5000000,3336.228,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,3
 91,500000,49.65438,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,1000000,64.37651,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,1500000,1026.6661,512,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
 91,4000000,876.772,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,4500000,1167.2208,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
 91,5000000,1933.1039,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,3
-92,500000,379.84018,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,1000000,446.70453,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,1500000,554.4402,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,2000000,707.3724,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,2500000,864.457,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
-92,3000000,997.8992,512,True,42902,0.00011431,8019,0.3071537,False,0.75570772,0.24347588,1.27e-06,NaN,3
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+93,3500000,1663.0085,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,4000000,3366.2607,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,4500000,1898.7258,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
+93,5000000,1663.7379,2048,False,1696846,0.0002832,3036,9.80913216,True,,,,0.96527569,3
 94,500000,470.3468,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,1000000,1396.6394,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,1500000,2787.2544,2048,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
 94,4000000,1721.2295,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,4500000,1193.552,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
 94,5000000,1412.0552,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,3
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-95,1000000,3430.5984,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,1500000,3570.6187,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,2000000,3541.2642,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,2500000,2301.8594,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,3000000,1365.7058,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
-95,3500000,1789.2249,1024,False,1706643,0.00023803,15880,0.33983264,True,NaN,NaN,NaN,0.24044495,3
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+100,5000000,34.401833,512,False,532563,0.01382716,16141,3.6880202,False,,,,,3
 101,500000,2285.6465,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,3
 101,1000000,2058.554,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,3
 101,1500000,2238.1963,1024,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
 102,4000000,147.6453,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,3
 102,4500000,145.51083,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,3
 102,5000000,144.85725,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,3
-103,500000,141.49533,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
-103,1000000,141.3212,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,3
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+103,5000000,150.0563,512,False,562455,0.05484151,11937,0.45635448,False,,,,,3
 104,500000,1016.41284,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,3
 104,1000000,991.5249,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,3
 104,1500000,225.294,512,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
 106,4000000,39.62406,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,3
 106,4500000,95.12315,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,3
 106,5000000,61.863274,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,3
-107,500000,2357.7114,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,1000000,1382.5505,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,1500000,3623.5515,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,2000000,2994.434,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,2500000,3550.803,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,3000000,452.33035,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,3500000,530.10754,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,4000000,3577.9927,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,4500000,877.60895,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-107,5000000,3500.8735,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,3
-108,500000,10.626682,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,1000000,12.919204,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,1500000,14.169516,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,2000000,15.170952,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,2500000,15.598263,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
-108,3000000,16.361702,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
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-108,5000000,17.913967,2048,False,1632490,0.03607899,4527,0.5483364,True,NaN,NaN,NaN,0.02926784,3
+107,500000,2357.7114,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
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+107,2000000,2994.434,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
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+107,3500000,530.10754,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
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+107,4500000,877.60895,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+107,5000000,3500.8735,512,False,271982,0.00399328,15162,2.1346721,True,,,,0.65303888,3
+108,500000,10.626682,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,1000000,12.919204,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,1500000,14.169516,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,2000000,15.170952,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,2500000,15.598263,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,3000000,16.361702,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,3500000,16.719635,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,4000000,17.042892,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,4500000,17.476942,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
+108,5000000,17.913967,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,3
 109,500000,1154.4338,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,1000000,3228.8608,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,1500000,3294.8438,1024,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
 109,4000000,3396.69,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,4500000,3267.7637,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
 109,5000000,3446.456,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,3
-110,500000,63.551445,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,1000000,68.351746,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,1500000,1014.9949,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,2000000,1019.0379,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,2500000,267.69522,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,3000000,1026.9504,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,3500000,587.45435,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,4000000,589.9702,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,4500000,1088.5881,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-110,5000000,1250.4077,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,3
-111,500000,39.202026,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,1000000,33.21389,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,1500000,19.119398,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,2000000,87.518845,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,2500000,70.252716,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,3000000,72.01529,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,3500000,61.971848,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,4000000,36.82923,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,4500000,18.752712,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
-111,5000000,26.70689,2048,False,238133,0.04912253,4007,0.8249441,False,NaN,NaN,NaN,NaN,3
+110,500000,63.551445,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,1000000,68.351746,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,1500000,1014.9949,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,2000000,1019.0379,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,2500000,267.69522,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,3000000,1026.9504,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,3500000,587.45435,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,4000000,589.9702,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,4500000,1088.5881,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+110,5000000,1250.4077,512,False,1615325,1.8e-06,10276,1.01136087,True,,,,0.98316914,3
+111,500000,39.202026,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,1000000,33.21389,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,1500000,19.119398,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,2000000,87.518845,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,2500000,70.252716,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,3000000,72.01529,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,3500000,61.971848,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,4000000,36.82923,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,4500000,18.752712,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
+111,5000000,26.70689,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,3
 112,500000,1317.3009,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,1000000,1136.8153,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,1500000,692.07166,512,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
 112,4000000,220.81602,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,4500000,216.04259,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
 112,5000000,256.501,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,3
-113,500000,1311.6963,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,1000000,1387.827,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,1500000,3186.1238,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,2000000,1367.9445,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,2500000,3330.3403,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,3000000,3275.602,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,3500000,3526.355,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,4000000,3448.1216,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,4500000,2933.8816,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
-113,5000000,3651.317,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,3
+113,500000,1311.6963,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,1000000,1387.827,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,1500000,3186.1238,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,2000000,1367.9445,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,2500000,3330.3403,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,3000000,3275.602,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,3500000,3526.355,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,4000000,3448.1216,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,4500000,2933.8816,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
+113,5000000,3651.317,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,3
 114,500000,1241.8442,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,1000000,1222.3462,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,1500000,2772.5352,1024,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
 114,4000000,2344.4836,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,4500000,3148.2058,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
 114,5000000,3411.5352,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,3
-115,500000,146.51361,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,1000000,145.01973,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,1500000,140.54773,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,2000000,144.27245,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,2500000,140.93817,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,3000000,149.91797,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,3500000,147.73102,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,4000000,143.05826,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,4500000,152.03703,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
-115,5000000,142.84497,2048,False,718850,0.02744759,10463,0.72442522,True,NaN,NaN,NaN,0.75054257,3
+115,500000,146.51361,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,1000000,145.01973,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,1500000,140.54773,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,2000000,144.27245,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,2500000,140.93817,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,3000000,149.91797,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,3500000,147.73102,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,4000000,143.05826,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,4500000,152.03703,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
+115,5000000,142.84497,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,3
 116,500000,3125.85,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,3
 116,1000000,2439.1338,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,3
 116,1500000,1934.5387,2048,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
 117,4000000,3263.9185,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,3
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@@ -19189,26 +19189,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 129,500000,1022.7439,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,3
 129,1000000,1031.805,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,3
 129,1500000,837.65063,2048,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
 130,4000000,3.8257177,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,3
 130,4500000,3.8646922,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,3
 130,5000000,2.2509007,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,3
-131,500000,364.7033,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,1000000,428.35223,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,1500000,557.61255,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,2000000,850.515,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,2500000,676.54504,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
-131,3000000,1025.3604,512,True,1409106,2.657e-05,1703,6.54330124,False,0.61912366,0.79457392,1.507e-05,NaN,3
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 134,500000,79.97912,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,1000000,1004.8607,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,1500000,1016.0394,512,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
 134,4000000,1010.92285,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,4500000,6.611539,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
 134,5000000,1011.7263,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,3
-135,500000,327.04913,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,3
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 136,500000,1021.8882,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,1000000,1020.5347,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,1500000,1014.9506,512,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
 136,4000000,1048.4985,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,4500000,411.90164,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
 136,5000000,1041.2688,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,3
-137,500000,54.833107,1024,False,1177746,1.69e-06,3243,0.6449815,False,NaN,NaN,NaN,NaN,3
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@@ -19389,56 +19389,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,2966.52,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,1000000,3273.7808,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
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@@ -19449,26 +19449,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 152,4000000,3233.3965,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,4500000,3399.1543,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
 152,5000000,3390.3687,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,3
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 155,500000,397.38092,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,1000000,1987.5754,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,1500000,954.5007,1024,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
 155,4000000,1583.2247,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,4500000,2835.444,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
 155,5000000,1953.7743,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,3
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 157,500000,1015.9929,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
 157,1000000,1016.3772,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
 157,1500000,346.99445,512,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
 157,4000000,3091.5503,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,3
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 161,500000,1029.4255,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,1000000,1028.4851,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,1500000,352.75262,1024,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
 161,4000000,38.049995,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,4500000,47.201843,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
 161,5000000,43.978973,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,3
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 165,500000,4.001996,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
 165,1000000,4.7477293,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
 165,1500000,3.677556,1024,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
 165,4000000,3.6658812,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,3
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 174,500000,2508.0962,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,3
 174,1000000,2023.3383,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,3
 174,1500000,2002.3352,1024,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
 176,4000000,1015.2135,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,3
 176,4500000,1015.18085,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,3
 176,5000000,1016.076,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,3
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 181,500000,373.08084,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,3
 181,1000000,880.83636,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,3
 181,1500000,1946.6813,2048,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
 182,4000000,2850.3618,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,3
 182,4500000,1967.4644,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,3
 182,5000000,2886.498,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,3
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 192,1500000,3151.3125,512,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
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@@ -19959,86 +19959,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 212,500000,374.0541,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,1000000,1731.7356,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,1500000,3257.7588,1024,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
 212,4000000,2235.5923,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,4500000,2574.9404,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
 212,5000000,1449.7246,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,3
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 214,500000,148.48547,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,1000000,145.22331,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,1500000,150.19907,2048,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
 214,4000000,144.51486,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,4500000,148.66956,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
 214,5000000,146.72089,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,3
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 217,500000,84.975174,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,1000000,108.74698,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,1500000,125.250656,2048,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
 217,4000000,124.40221,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,4500000,59.430702,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
 217,5000000,157.97437,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,3
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 229,500000,148.33838,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,1000000,144.9401,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,1500000,149.5418,512,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
 229,4000000,156.05006,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,4500000,150.00832,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
 229,5000000,147.16138,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,3
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 234,500000,1016.2163,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,1000000,1048.8406,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,1500000,336.70123,2048,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
 234,4000000,1292.709,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,4500000,1660.6001,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
 234,5000000,2358.2603,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,3
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@@ -20339,56 +20339,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 247,500000,387.93173,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,1000000,776.6037,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,1500000,642.91974,1024,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
 247,4000000,1024.069,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,4500000,1023.16016,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
 247,5000000,1086.1157,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,3
-248,500000,340.9253,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,3
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 249,500000,1046.4409,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,3
 249,1000000,2596.3284,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,3
 249,1500000,997.4453,1024,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
 250,4000000,1974.1346,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,3
 250,4500000,1969.4056,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,3
 250,5000000,2375.447,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,3
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 252,500000,1003.67175,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,1000000,367.20926,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,1500000,1645.1604,512,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
 252,4000000,1268.2971,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,4500000,2040.0457,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
 252,5000000,38.423157,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,3
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 15,500000,3284.7383,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,1000000,3248.7837,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,1500000,1308.5906,2048,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
 15,4000000,3215.7866,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,4500000,3366.1897,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
 15,5000000,3401.7197,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,2
-16,500000,52.36537,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
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-16,1500000,348.32138,1024,False,1409132,1.44e-06,2698,1.74967265,False,NaN,NaN,NaN,NaN,2
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 18,500000,3339.728,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,1000000,3367.087,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,1500000,3335.081,512,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
 18,4000000,1935.5857,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,4500000,3401.6729,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
 18,5000000,3377.6216,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,2
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 22,500000,742.307,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,1000000,1042.926,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,1500000,937.9426,1024,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
 22,4000000,638.38,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,4500000,1754.7192,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
 22,5000000,1420.1288,1024,True,1434010,9.556e-05,9264,0.2325732,True,0.49317572,0.36205661,5.037e-05,0.767672,2
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 29,500000,90.07931,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
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@@ -20779,16 +20779,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 29,4000000,2618.7942,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
 29,4500000,2312.753,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
 29,5000000,2813.472,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,2
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 31,500000,1056.5559,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
 31,1000000,727.2948,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
 31,1500000,528.117,512,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
 31,4000000,2624.319,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,2
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+35,4500000,952.8836,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
+35,5000000,2650.2788,2048,False,319689,0.00139474,6528,0.13348298,True,,,,0.95939289,2
 36,500000,1024.0845,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,1000000,1025.9155,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,1500000,1014.8004,1024,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
 36,4000000,1024.4514,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,4500000,1025.226,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
 36,5000000,1027.8877,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,2
-37,500000,46.654,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,1000000,82.20213,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,1500000,261.0166,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,2000000,243.71243,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
-37,2500000,295.5655,512,False,67139,1.2e-06,7025,0.13681955,True,NaN,NaN,NaN,0.02191586,2
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+38,2500000,140.06528,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,3000000,133.49191,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,3500000,140.95084,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,4000000,142.2475,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,4500000,142.7511,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
+38,5000000,135.884,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,2
 39,500000,466.62717,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,1000000,1020.36365,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,1500000,761.943,512,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
 39,4000000,1405.9092,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,4500000,1227.574,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
 39,5000000,1205.4001,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,2
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+40,3500000,1046.951,1024,False,1850011,1.7e-06,3811,0.49778149,False,,,,,2
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 41,500000,148.98062,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,1000000,154.11063,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,1500000,149.1138,2048,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
 41,4000000,144.42003,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,4500000,146.17209,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
 41,5000000,151.21321,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,2
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+44,2500000,334.37628,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,3000000,25.640408,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,3500000,972.7156,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,4000000,971.5486,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,4500000,209.86319,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
+44,5000000,969.06226,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,2
 45,500000,1018.15497,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,1000000,1772.2185,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,1500000,2198.0518,512,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,-0.95439637,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,4500000,-0.9814126,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
 45,5000000,-0.5887785,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,2
-46,500000,256.69495,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,1000000,414.27527,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,1500000,431.8944,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,2000000,2129.0347,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,2500000,3171.2866,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,3000000,3476.439,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,3500000,3364.9658,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
-46,4000000,1579.6027,2048,True,508049,0.00017009,1714,0.49768205,False,0.68370934,0.62616058,3.57e-06,NaN,2
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+47,500000,413.39673,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,1000000,509.70056,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,1500000,745.77057,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
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+47,2500000,1396.3776,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,3000000,1817.8755,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,3500000,3340.2803,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
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+47,4500000,1695.3215,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
+47,5000000,2511.4526,1024,False,1758594,0.00052287,4632,0.11493982,False,,,,,2
 48,500000,797.286,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,2
 48,1000000,3291.1204,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,2
 48,1500000,1497.1494,512,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
 50,4000000,2456.9258,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,2
 50,4500000,2568.4448,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,2
 50,5000000,3253.7424,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,2
-51,500000,354.37555,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,1000000,427.7349,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,1500000,577.82837,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,2000000,652.066,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,2500000,801.2733,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,3000000,1327.2556,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,3500000,3416.4058,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,4000000,1789.9319,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,4500000,2448.963,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
-51,5000000,3506.5967,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,2
+51,500000,354.37555,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,1000000,427.7349,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,1500000,577.82837,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,2000000,652.066,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,2500000,801.2733,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,3000000,1327.2556,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,3500000,3416.4058,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,4000000,1789.9319,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,4500000,2448.963,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
+51,5000000,3506.5967,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,2
 52,500000,404.8196,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,1000000,355.21982,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,1500000,303.5038,512,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
 52,4000000,2300.6084,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,4500000,2270.1743,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
 52,5000000,2655.332,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,2
-53,500000,91.06334,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,1000000,540.4314,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,1500000,280.28625,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,2000000,206.66718,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,2500000,1005.4729,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
-53,3000000,1057.2036,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,2
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+54,1000000,1932.1594,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,1500000,3280.9912,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,2000000,3274.1143,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,2500000,3304.0015,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,3000000,3205.7163,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,3500000,3270.4343,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,4000000,3166.9126,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,4500000,3234.9312,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
+54,5000000,505.61572,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,2
 55,500000,2881.4375,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,1000000,1364.7933,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,1500000,1622.0605,1024,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
 55,4000000,2395.7065,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,4500000,2601.9873,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
 55,5000000,2857.6243,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,2
-56,500000,139.17386,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,1000000,138.76616,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,1500000,136.27077,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,2000000,133.74985,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,2500000,138.88199,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,3000000,136.32188,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,3500000,143.24612,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
-56,4000000,141.7641,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,2
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-57,500000,322.4523,2048,True,296244,2.06e-06,3963,0.73208745,False,0.77535272,0.95915351,0.0,NaN,2
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 59,500000,1015.1057,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,1000000,303.41293,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,1500000,327.14954,512,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
 59,4000000,1584.1758,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,4500000,1652.2798,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
 59,5000000,1990.2472,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,2
-60,500000,373.93018,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,2
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 64,500000,-0.60574317,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,1000000,66.54763,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,1500000,1018.61115,512,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
 64,4000000,1025.7654,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,4500000,2917.7993,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
 64,5000000,499.4153,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,2
-65,500000,400.89368,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,NaN,2
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+65,5000000,1289.2494,512,True,1056951,5.587e-05,12804,3.17719081,False,0.03866302,0.89673438,9e-08,,2
+66,500000,1035.4014,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,1000000,2183.1748,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,1500000,3437.4243,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,2000000,3324.935,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,2500000,1523.2997,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,3000000,3550.824,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,3500000,2709.708,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,4000000,2963.7458,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,4500000,2637.3176,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
+66,5000000,2464.33,2048,False,1518812,6.648e-05,8209,0.56595032,True,,,,0.28456687,2
 67,500000,88.433624,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,1000000,898.8527,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,1500000,357.73346,1024,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
 67,4000000,1040.2052,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,4500000,1047.5504,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
 67,5000000,1040.3794,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,2
-68,500000,1356.9209,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,1000000,2613.0845,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,1500000,2999.1216,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,2000000,1473.2252,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,2500000,1953.0564,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,3000000,2002.8822,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,3500000,2252.5063,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,4000000,1707.3003,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,4500000,1788.7727,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-68,5000000,3107.1465,2048,False,601524,0.00055912,15251,1.1003298,True,NaN,NaN,NaN,0.25520817,2
-69,500000,373.9894,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,1000000,423.49222,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,1500000,521.0228,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,2000000,670.76636,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,2500000,708.3975,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,3000000,1821.2329,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,3500000,2115.1555,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,4000000,1010.1323,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,4500000,2240.666,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
-69,5000000,1236.9172,512,False,917561,0.00016708,5507,5.77239771,False,NaN,NaN,NaN,NaN,2
+68,500000,1356.9209,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,1000000,2613.0845,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,1500000,2999.1216,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,2000000,1473.2252,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,2500000,1953.0564,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,3000000,2002.8822,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,3500000,2252.5063,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,4000000,1707.3003,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,4500000,1788.7727,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+68,5000000,3107.1465,2048,False,601524,0.00055912,15251,1.1003298,True,,,,0.25520817,2
+69,500000,373.9894,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,1000000,423.49222,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,1500000,521.0228,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,2000000,670.76636,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,2500000,708.3975,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,3000000,1821.2329,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,3500000,2115.1555,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,4000000,1010.1323,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,4500000,2240.666,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
+69,5000000,1236.9172,512,False,917561,0.00016708,5507,5.77239771,False,,,,,2
 70,500000,1035.024,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,1000000,331.39612,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,1500000,3099.4868,2048,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
 70,4000000,1420.2767,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,4500000,249.07181,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
 70,5000000,1651.9048,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,2
-71,500000,815.26196,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,1000000,1004.7658,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,1500000,1014.9907,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,2000000,1009.90234,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,2500000,1022.6131,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,3000000,455.2852,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,3500000,410.0815,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,4000000,766.19165,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,4500000,963.18677,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
-71,5000000,2894.0444,1024,False,1636253,3.25e-06,2562,0.40587975,True,NaN,NaN,NaN,0.25409137,2
+71,500000,815.26196,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,1000000,1004.7658,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,1500000,1014.9907,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,2000000,1009.90234,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,2500000,1022.6131,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,3000000,455.2852,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,3500000,410.0815,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,4000000,766.19165,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,4500000,963.18677,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
+71,5000000,2894.0444,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,2
 72,500000,134.62585,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,1000000,141.04694,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,1500000,140.04774,1024,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
 72,4000000,143.40967,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,4500000,144.26439,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
 72,5000000,144.21368,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,2
-73,500000,143.17212,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,1000000,137.86469,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,1500000,138.82382,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,2000000,134.41077,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,2500000,138.94562,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,3000000,134.4837,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,3500000,137.87033,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,4000000,140.55212,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,4500000,136.91774,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
-73,5000000,146.79752,1024,False,1418369,0.0591111,5766,6.23857685,False,NaN,NaN,NaN,NaN,2
+73,500000,143.17212,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,1000000,137.86469,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,1500000,138.82382,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,2000000,134.41077,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,2500000,138.94562,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,3000000,134.4837,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,3500000,137.87033,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,4000000,140.55212,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,4500000,136.91774,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
+73,5000000,146.79752,1024,False,1418369,0.0591111,5766,6.23857685,False,,,,,2
 74,500000,890.1929,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,2
 74,1000000,3268.5557,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,2
 74,1500000,3320.42,512,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
 76,4000000,3136.9336,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,2
 76,4500000,3196.7195,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,2
 76,5000000,2597.3188,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,2
-77,500000,153.45337,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,1000000,310.0114,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,1500000,973.24835,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,2000000,969.5699,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,2500000,294.2319,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,3000000,255.12653,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,3500000,969.6128,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
-77,4000000,970.75024,1024,True,1031773,0.02788045,12080,0.10240141,False,0.92031233,0.7133512,1e-08,NaN,2
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-78,500000,16.266623,512,True,1874299,0.04135486,4634,0.47781754,False,0.96356532,0.15632332,2e-08,NaN,2
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-79,500000,2780.1196,1024,False,371870,0.00046062,5345,0.42962062,True,NaN,NaN,NaN,0.73442674,2
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-80,500000,248.35931,2048,True,1155851,0.00786859,13035,0.48872091,False,0.73853496,0.15009142,2.137e-05,NaN,2
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+81,5000000,1152.0314,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,2
 82,500000,146.95627,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,1000000,145.80789,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,1500000,147.19725,512,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
 82,4000000,147.46832,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,4500000,144.86288,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
 82,5000000,152.16727,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,2
-83,500000,540.40814,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,1000000,1019.5987,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,1500000,23.47948,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,2000000,38.099163,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,2500000,6.9765167,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,3000000,72.62498,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
-83,3500000,40.106377,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,2
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+84,3000000,1005.64343,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,3500000,1050.2991,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
+84,4000000,1045.0271,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
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+84,5000000,1158.8462,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,2
 85,500000,1295.7637,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,2
 85,1000000,3196.311,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,2
 85,1500000,971.35693,2048,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
 86,4000000,1918.4796,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,2
 86,4500000,1497.8765,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,2
 86,5000000,3024.752,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,2
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-87,1500000,1012.0482,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,2000000,394.51263,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
-87,2500000,696.65283,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,2
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 91,500000,1.6315942,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,1000000,66.42029,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,1500000,1004.70056,512,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
 91,4000000,822.7805,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,4500000,424.08902,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
 91,5000000,581.97876,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,2
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 94,500000,2294.2563,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,1000000,1849.5273,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,1500000,973.94324,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
@@ -21429,66 +21429,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,3230.9336,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,4500000,3320.2927,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
 94,5000000,1486.2069,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,2
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 101,500000,2462.4072,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
 101,1000000,2566.608,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
 101,1500000,2096.3022,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,2
@@ -21509,16 +21509,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,153.75552,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
 102,4500000,149.61952,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
 102,5000000,142.65701,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,2
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 104,500000,683.3716,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,2
 104,1000000,3243.2979,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,2
 104,1500000,1869.1282,512,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
 106,4000000,349.41663,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,2
 106,4500000,317.50967,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,2
 106,5000000,244.17337,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,2
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 109,500000,1040.56,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,1000000,1051.971,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,1500000,1087.3977,1024,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
 109,4000000,3397.0215,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,4500000,3262.7559,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
 109,5000000,3270.707,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,2
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+111,5000000,155.03935,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,2
 112,500000,954.13635,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,1000000,1427.641,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,1500000,3222.8286,512,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
 112,4000000,1126.5206,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,4500000,1305.7444,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
 112,5000000,1245.7216,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,2
-113,500000,325.94644,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,1000000,573.8421,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,1500000,1745.1257,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,2000000,2112.6196,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,2500000,496.9853,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
-113,3000000,3301.4016,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,2
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+113,3500000,3243.8682,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
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+113,5000000,3237.87,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,2
 114,500000,1488.2361,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,1000000,1734.5215,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,1500000,3216.227,1024,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
 114,4000000,3343.5686,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,4500000,3306.6643,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
 114,5000000,3349.1365,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,2
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+115,5000000,572.7352,2048,False,718850,0.02744759,10463,0.72442522,True,,,,0.75054257,2
 116,500000,1270.2471,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,2
 116,1000000,2309.8035,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,2
 116,1500000,1246.071,2048,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
 117,4000000,2772.0784,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,2
 117,4500000,2672.6396,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,2
 117,5000000,2193.7048,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,2
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 125,500000,1009.36383,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
 125,1000000,1011.60333,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
 125,1500000,101.57243,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,2
@@ -21749,26 +21749,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,3469.2588,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
 126,4500000,1964.0674,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
 126,5000000,39.82377,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,2
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 129,500000,1010.6354,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,2
 129,1000000,1062.3228,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,2
 129,1500000,1995.6624,2048,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
 130,4000000,2868.3906,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,2
 130,4500000,1368.941,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,2
 130,5000000,2897.6658,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,2
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 134,500000,1012.7845,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,1000000,1010.00745,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,1500000,1012.47546,512,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
 134,4000000,1010.5977,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,4500000,1005.5403,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
 134,5000000,1007.19543,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,2
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 136,500000,1018.9522,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,1000000,1020.79663,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,1500000,1018.7183,512,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
 136,4000000,1026.3696,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,4500000,1023.7173,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
 136,5000000,1022.6238,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,2
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@@ -21949,56 +21949,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 152,500000,3278.5146,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,1000000,3288.0728,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,1500000,3163.7388,512,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
 152,4000000,2572.1965,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,4500000,3281.4023,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
 152,5000000,3144.9473,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,2
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 155,500000,422.854,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,1000000,1607.7385,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,1500000,2819.936,1024,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
 155,4000000,2066.1538,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,4500000,3277.2605,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
 155,5000000,3558.8237,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,2
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 157,500000,975.18225,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,1000000,1024.3799,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,1500000,1005.0565,512,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
 157,4000000,2081.901,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,4500000,1175.6494,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
 157,5000000,820.6835,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,2
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 161,500000,1020.13666,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,1000000,467.7666,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,1500000,454.22208,1024,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
 161,4000000,3028.5293,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,4500000,2065.9106,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
 161,5000000,2533.2048,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,2
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 165,500000,6.5807037,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,1000000,6.2347746,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,1500000,5.2003717,1024,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
 165,4000000,5.4994516,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,4500000,5.589857,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
 165,5000000,5.5490837,1024,True,27642,0.00107476,16206,4.32715149,True,0.16052655,0.78621803,5.24e-06,0.96737632,2
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@@ -22309,96 +22309,96 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 192,1500000,1129.3525,512,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
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 212,1500000,2011.3047,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
@@ -22609,16 +22609,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,3268.8003,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,2
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 214,500000,157.71844,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,1000000,158.76588,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,1500000,151.70364,2048,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
 214,4000000,152.25592,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,4500000,148.49522,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
 214,5000000,153.84006,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,2
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 217,500000,3320.0513,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,1000000,3199.183,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,1500000,3176.3748,2048,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
 217,4000000,3352.509,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,4500000,3326.26,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
 217,5000000,3384.7969,2048,True,945398,0.01139979,13363,3.16727938,True,0.5000219,0.19434948,1e-08,0.4414828,2
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@@ -22779,46 +22779,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 229,4000000,974.40063,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,2
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@@ -22829,66 +22829,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 241,500000,137.36989,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,1000000,141.40251,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,1500000,144.83334,1024,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
 241,4000000,142.7037,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,4500000,147.50435,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
 241,5000000,142.1604,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,2
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+246,3500000,3497.9868,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
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+246,4500000,3180.0225,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
+246,5000000,2618.5227,512,False,1204559,0.00089559,8943,7.55425115,True,,,,0.59701686,2
 247,500000,676.79456,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,1000000,1247.9773,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,1500000,3218.9844,1024,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
 247,4000000,3236.3325,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,4500000,1194.6184,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
 247,5000000,3072.4229,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,2
-248,500000,335.73877,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,1000000,340.93604,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
-248,1500000,473.7738,512,True,1218559,8.39e-06,12399,0.14387737,False,0.47353928,0.34276186,0.0,NaN,2
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 249,500000,995.9055,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,2
 249,1000000,2311.398,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,2
 249,1500000,2345.6802,1024,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
 250,4000000,3127.144,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,2
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 250,5000000,2590.7354,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,2
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 252,500000,1009.2401,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
 252,1000000,470.59814,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
 252,1500000,1487.8448,512,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
 252,4000000,898.0636,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
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 252,5000000,38.024048,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,2
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 15,500000,3258.795,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,1000000,3545.044,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,1500000,3515.7874,2048,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
 15,4000000,2513.98,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,4500000,3487.436,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
 15,5000000,3040.4736,2048,True,720611,0.00446635,2812,1.10172502,True,0.20799656,0.02833658,9.3e-06,0.23168544,5
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 18,500000,3186.3862,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,1000000,637.9294,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,1500000,3237.8706,512,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
 18,4000000,1614.1277,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,4500000,2069.3208,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
 18,5000000,1942.0884,512,True,624296,0.00303192,6189,0.22866903,True,0.07657714,0.68259885,1.9e-07,0.54121342,5
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@@ -23269,66 +23269,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 29,500000,89.17092,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,1000000,1072.0305,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,1500000,660.9674,2048,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
 29,4000000,1048.0552,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,4500000,1053.5085,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
 29,5000000,1052.3915,2048,True,263855,1.89e-06,4941,0.33437692,True,0.68644852,0.69866919,3e-08,0.38612769,5
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 31,500000,3565.9253,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,1000000,3206.4783,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,1500000,3233.8027,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
@@ -23359,46 +23359,46 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 31,4000000,1269.4192,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,4500000,305.6524,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
 31,5000000,3414.023,512,True,90202,0.00997653,1260,1.09061206,True,0.58176752,0.95983901,1.69e-06,0.04500881,5
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 36,500000,1024.658,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
 36,1000000,1021.7685,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
 36,1500000,1022.8172,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
@@ -23409,26 +23409,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 36,4000000,1029.8787,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
 36,4500000,93.01838,1024,True,33664,8.44e-06,6574,7.22075874,True,0.94584852,0.87079365,1.9e-07,0.33343387,5
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+38,5000000,26.23561,512,False,1948539,0.0894798,6702,0.21179166,False,,,,,5
 39,500000,511.71198,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,1000000,502.79498,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,1500000,509.4765,512,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
 39,4000000,1431.6104,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,4500000,1179.6707,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
 39,5000000,2657.388,512,True,1325355,1.699e-05,10910,1.08297152,True,0.55914093,0.294181,3.41e-06,0.4207083,5
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 41,500000,101.900276,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,1000000,972.6362,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,1500000,154.56097,2048,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
 41,4000000,13.393178,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,4500000,73.242584,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
 41,5000000,15.3183,2048,True,212727,0.05685427,3824,2.3962743,True,0.73340201,0.88290301,2e-08,0.38526633,5
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+44,5000000,219.96915,512,False,766248,0.02998675,15857,1.24099435,True,,,,0.55655749,5
 45,500000,1033.5737,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,1000000,886.1971,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,1500000,1402.4382,512,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
 45,4000000,31.04744,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,4500000,6.9479103,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
 45,5000000,112.08,512,True,804040,1.746e-05,8288,0.41760112,True,0.52972074,0.75308907,5e-08,0.92491718,5
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 48,500000,1030.0641,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,5
 48,1000000,1027.0933,512,True,49625,5.165e-05,10195,0.36152297,True,0.1245462,0.58136884,2.99e-06,0.67523757,5
 48,1500000,2862.4448,512,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
 50,4000000,1648.4587,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,5
 50,4500000,3023.0095,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,5
 50,5000000,2046.4882,2048,True,884643,0.00039789,11370,0.15197476,True,0.41619855,0.62706173,2.721e-05,0.62263791,5
-51,500000,412.14618,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
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-51,1500000,699.01685,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
-51,2000000,818.0908,512,False,1743703,0.00032629,15112,1.20993374,False,NaN,NaN,NaN,NaN,5
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+51,1500000,699.01685,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,2000000,818.0908,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,2500000,1244.6445,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,3000000,3463.1064,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,3500000,1217.0236,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,4000000,1050.0168,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,4500000,1346.1876,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
+51,5000000,1373.9604,512,False,1743703,0.00032629,15112,1.20993374,False,,,,,5
 52,500000,108.947784,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,1000000,387.2978,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,1500000,430.61655,512,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
 52,4000000,2325.6636,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,4500000,1057.3846,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
 52,5000000,912.35236,512,True,1904335,3.163e-05,2629,5.92392201,True,0.90879684,0.16862816,2.02e-06,0.44586112,5
-53,500000,44.288837,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,1000000,255.75568,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,1500000,254.61804,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,2000000,311.39685,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,2500000,372.11853,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
-53,3000000,1037.6655,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
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-53,4500000,1020.261,512,False,495568,1.58e-06,982,0.13248206,False,NaN,NaN,NaN,NaN,5
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+54,2500000,3219.7822,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,3000000,2026.206,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,3500000,1708.5164,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,4000000,1783.6105,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,4500000,2170.4744,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
+54,5000000,1279.8734,512,False,725031,0.00022555,6197,9.10026122,True,,,,0.61117688,5
 55,500000,1141.7836,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,1000000,1983.0969,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,1500000,2598.9285,1024,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
 55,4000000,3266.9531,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,4500000,3120.941,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
 55,5000000,2434.4844,1024,True,477606,0.00037373,6028,0.81853977,True,0.97078876,0.14210504,0.0,0.34995781,5
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-56,1500000,139.4441,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,2000000,145.98254,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,2500000,140.4191,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
-56,3000000,148.71605,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
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-56,4000000,147.56442,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
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-56,5000000,147.12033,1024,False,795131,0.09917221,5765,2.77212836,False,NaN,NaN,NaN,NaN,5
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+58,3500000,154.64966,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
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+58,5000000,150.25272,1024,False,1696457,0.04777057,16113,0.63038139,True,,,,0.86344197,5
 59,500000,1001.8164,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,1000000,146.8164,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,1500000,284.43353,512,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
 59,4000000,1723.2086,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,4500000,924.39844,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
 59,5000000,62.72104,512,True,1162593,1.614e-05,2769,5.23795391,True,0.47591469,0.12467566,1.9e-07,0.9801627,5
-60,500000,366.03357,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,1000000,415.93976,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,1500000,577.0652,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,2000000,282.5839,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,2500000,943.21796,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,3000000,1134.6814,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
-60,3500000,2304.0552,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
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-60,5000000,2473.0735,1024,False,235535,2.271e-05,6616,0.63041172,False,NaN,NaN,NaN,NaN,5
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 64,500000,-0.83102745,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,1000000,71.90261,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,1500000,1018.1195,512,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
 64,4000000,1189.2073,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,4500000,1966.9143,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
 64,5000000,367.28583,512,True,530832,2.14e-06,1074,5.15884357,True,0.56408558,0.77572099,1.9e-07,0.16183519,5
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 67,500000,93.77928,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,1000000,1189.2026,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,1500000,1056.2383,1024,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
 67,4000000,1047.9355,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,4500000,1048.4272,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
 67,5000000,1045.9409,1024,True,320551,1.71e-06,15905,0.10179365,True,0.61673809,0.0905559,2.567e-05,0.72242396,5
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 70,500000,1008.4297,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,1000000,1008.12195,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,1500000,1007.7605,2048,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
 70,4000000,3407.4695,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,4500000,3022.5962,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
 70,5000000,2556.7383,2048,True,433717,6.76e-06,15119,0.38739439,True,0.49901826,0.78038988,1.664e-05,0.14768197,5
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+71,5000000,1501.9185,1024,False,1636253,3.25e-06,2562,0.40587975,True,,,,0.25409137,5
 72,500000,150.8394,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,1000000,149.81464,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,1500000,149.50839,1024,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
 72,4000000,151.81621,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,4500000,152.21727,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
 72,5000000,154.88673,1024,True,1951793,0.0460051,6419,0.30504028,True,0.4885596,0.04959287,1.58e-06,0.41421988,5
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 74,500000,1243.6205,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,5
 74,1000000,3259.1167,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,5
 74,1500000,1419.2212,512,True,366903,0.00010355,12210,1.13191782,True,0.01054051,0.43114771,0.0,0.21617072,5
@@ -23809,56 +23809,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 76,4000000,3312.1135,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
 76,4500000,3353.373,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
 76,5000000,3318.6763,2048,True,586501,0.00376065,6850,0.22176996,True,0.81916572,0.47841155,2.579e-05,0.73595624,5
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+81,4500000,1354.8867,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
+81,5000000,2220.3064,1024,True,1136135,0.00127599,8162,5.4147335,False,0.40741367,0.42252484,1.133e-05,,5
 82,500000,141.66037,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,1000000,141.28781,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,1500000,142.1847,512,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
 82,4000000,143.34958,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,4500000,140.97104,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
 82,5000000,145.34335,512,True,1752181,0.03915004,1968,0.46660295,True,0.12473948,0.90086808,0.0,0.98068081,5
-83,500000,878.48535,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,1000000,1185.9249,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,1500000,3088.49,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,2000000,2889.3013,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,2500000,3231.0652,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,3000000,3213.2378,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,3500000,3285.1248,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,4000000,-1.0121164,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,4500000,38.25695,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
-83,5000000,86.4686,512,False,1133456,6.912e-05,5609,3.2713596,True,NaN,NaN,NaN,0.90215055,5
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+83,2500000,3231.0652,512,False,1133456,6.912e-05,5609,3.2713596,True,,,,0.90215055,5
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+84,1500000,385.87994,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
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+84,2500000,1054.2026,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,3000000,1005.3063,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,3500000,1004.0568,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,4000000,1009.04034,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,4500000,1204.8708,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
+84,5000000,1579.1294,1024,False,1451428,1.56e-06,12667,0.27148166,False,,,,,5
 85,500000,1583.5413,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,5
 85,1000000,3219.1028,2048,True,302739,4.481e-05,13335,0.19088329,True,0.07816344,0.70865294,9e-08,0.31773158,5
 85,1500000,1774.8918,2048,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
 86,4000000,2179.2053,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,5
 86,4500000,2226.891,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,5
 86,5000000,1541.3818,2048,True,1455822,0.01191234,3566,8.86415606,True,0.2979325,0.18799734,5e-08,0.48526028,5
-87,500000,1005.3696,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,1000000,990.37854,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,1500000,321.47064,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,2000000,410.5109,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,2500000,434.67654,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,3000000,656.8866,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,3500000,-1.0061016,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,4000000,38.43087,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,4500000,83.40703,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
-87,5000000,39.675095,1024,False,1779009,1.26e-05,10206,0.16710603,True,NaN,NaN,NaN,0.73252936,5
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+90,2500000,3092.585,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,3000000,1607.2213,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,3500000,1747.6351,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,4000000,3277.4724,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,4500000,1655.3806,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
+90,5000000,1677.5802,512,True,459924,0.00034223,12073,0.15680241,False,0.9390279,0.23636009,2.43e-06,,5
 91,500000,1.6416477,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,1000000,81.051636,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,1500000,327.3662,512,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
 91,4000000,813.83093,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,4500000,466.9452,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
 91,5000000,652.89734,512,True,1417839,1.66e-06,14410,1.09688938,True,0.23216948,0.95413894,8.2e-07,0.11639784,5
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 94,500000,1246.974,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,1000000,3201.5151,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,1500000,999.05945,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
@@ -23989,66 +23989,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 94,4000000,1402.5084,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,4500000,1470.8744,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
 94,5000000,2686.7358,2048,True,509528,2.121e-05,2085,1.12620618,True,0.32356336,0.63043941,4.34e-06,0.03402998,5
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+100,5000000,734.64905,512,False,532563,0.01382716,16141,3.6880202,False,,,,,5
 101,500000,935.8507,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
 101,1000000,3104.392,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
 101,1500000,2083.2744,1024,True,328225,0.00016102,4305,1.10694194,True,0.90716911,0.81820066,5.8e-07,0.8532905,5
@@ -24069,16 +24069,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 102,4000000,143.50592,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
 102,4500000,143.47543,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
 102,5000000,137.70485,2048,True,1262042,0.09771697,16186,1.60933325,True,0.5873609,0.01204399,1e-08,0.95656193,5
-103,500000,109.408134,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,1000000,54.479996,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,1500000,61.577415,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,2000000,58.282417,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,2500000,63.99739,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,3000000,73.78697,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,3500000,83.10886,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
-103,4000000,33.075977,512,False,562455,0.05484151,11937,0.45635448,False,NaN,NaN,NaN,NaN,5
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+103,2500000,63.99739,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
+103,3000000,73.78697,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
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+103,5000000,174.28792,512,False,562455,0.05484151,11937,0.45635448,False,,,,,5
 104,500000,390.36417,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,5
 104,1000000,1329.1179,512,True,554040,0.00034018,5733,2.5871473,True,0.63764705,0.23826558,2e-08,0.80225305,5
 104,1500000,690.66736,512,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
 106,4000000,145.06494,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,5
 106,4500000,146.26964,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,5
 106,5000000,146.3869,1024,True,1597585,0.04142645,4901,0.59814742,True,0.59226995,0.98401529,3.07e-06,0.39565302,5
-107,500000,3257.6055,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,1000000,985.69885,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,1500000,3529.5054,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,2000000,3548.8027,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,2500000,3589.2773,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,3000000,3366.438,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,3500000,3412.123,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,4000000,3598.997,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,4500000,3443.9907,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
-107,5000000,3062.046,512,False,271982,0.00399328,15162,2.1346721,True,NaN,NaN,NaN,0.65303888,5
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+108,1500000,147.80492,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
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+108,2500000,144.79497,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,3000000,156.38339,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,3500000,150.14673,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,4000000,146.62856,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,4500000,146.06952,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
+108,5000000,146.29094,2048,False,1632490,0.03607899,4527,0.5483364,True,,,,0.02926784,5
 109,500000,1783.7711,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,1000000,1820.6333,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,1500000,1945.3425,1024,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
 109,4000000,2552.82,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,4500000,2707.7112,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
 109,5000000,2533.969,1024,True,1884429,0.02762646,14096,2.02301695,True,0.55336077,0.81707279,0.0,0.80306413,5
-110,500000,1.678609,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,1000000,84.839035,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,1500000,203.36264,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,2000000,270.04758,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,2500000,385.5289,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,3000000,279.3382,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,3500000,646.15344,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
-110,4000000,751.6935,512,False,1615325,1.8e-06,10276,1.01136087,True,NaN,NaN,NaN,0.98316914,5
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+111,500000,144.06906,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
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+111,2000000,148.30473,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,2500000,139.38123,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,3000000,144.91501,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,3500000,138.60182,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,4000000,144.1947,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,4500000,139.70615,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
+111,5000000,142.10416,2048,False,238133,0.04912253,4007,0.8249441,False,,,,,5
 112,500000,1350.5463,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,1000000,1111.0514,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,1500000,3149.7642,512,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
 112,4000000,1713.5608,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,4500000,1225.3647,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
 112,5000000,2231.3499,512,True,10328,0.00013313,10882,0.63588176,True,0.07206197,0.28533535,1e-08,0.96544402,5
-113,500000,357.28986,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,1000000,870.4564,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,1500000,1502.1943,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,2000000,3361.0396,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,2500000,3324.8052,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,3000000,1900.3989,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,3500000,3535.521,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,4000000,3393.8347,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,4500000,3582.985,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
-113,5000000,3523.8198,512,False,1172640,0.00070216,8390,8.78063961,True,NaN,NaN,NaN,0.95591127,5
+113,500000,357.28986,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
+113,1000000,870.4564,512,False,1172640,0.00070216,8390,8.78063961,True,,,,0.95591127,5
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 114,500000,1752.1228,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,1000000,3193.9336,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,1500000,3297.3809,1024,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
 114,4000000,3209.1086,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,4500000,3209.2969,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
 114,5000000,3280.2695,1024,True,835675,0.00808926,11367,6.80268967,True,0.76061178,0.46527646,7.4e-07,0.95549621,5
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 116,500000,1460.0522,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,5
 116,1000000,1095.0078,2048,True,1601801,0.00055492,7755,2.24001965,True,0.11129365,0.29925559,8.221e-05,0.14834832,5
 116,1500000,1287.3914,2048,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
 117,4000000,3023.8125,512,True,663222,3.996e-05,15513,4.90126488,True,0.03452137,0.8327208,2.01e-06,0.16084084,5
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 125,500000,1055.5424,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
 125,1000000,408.70056,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
 125,1500000,206.51917,2048,True,1032743,1.257e-05,4494,2.533267,True,0.87458623,0.45003417,3.3e-07,0.54464748,5
@@ -24309,26 +24309,26 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 126,4000000,2905.9502,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
 126,4500000,1880.529,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
 126,5000000,1968.1742,1024,True,203135,3.907e-05,2755,1.29498983,True,0.95848651,0.96607694,1.26e-06,0.62132229,5
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 129,500000,1030.2177,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,5
 129,1000000,1812.112,2048,True,204629,4.69e-06,5186,0.39582263,True,0.75303129,0.99804256,4.7e-07,0.94476069,5
 129,1500000,2912.3809,2048,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
 130,4000000,362.0885,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,5
 130,4500000,309.1687,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,5
 130,5000000,249.52573,1024,True,818153,3.024e-05,8084,2.06104443,True,0.93580891,0.88591717,3.24e-06,0.49478806,5
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 134,500000,123.50781,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,1000000,1011.7252,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,1500000,368.2204,512,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
 134,4000000,475.29767,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,4500000,1722.5496,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
 134,5000000,551.4,512,True,1030031,5.04e-06,11680,4.58091982,True,0.29847493,0.04766423,6.063e-05,0.67049713,5
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-135,1500000,442.95062,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
-135,2000000,548.61145,2048,False,1604340,7.449e-05,5797,0.57086791,False,NaN,NaN,NaN,NaN,5
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 136,500000,1024.7073,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
 136,1000000,1027.707,512,True,85708,1.376e-05,7320,4.72042097,True,0.4990058,0.93032255,2.17e-06,0.80009823,5
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@@ -24409,86 +24409,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -24509,56 +24509,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 146,4000000,72.68094,1024,True,1302186,0.01369513,11215,0.68338633,True,0.39919119,0.5938147,2.558e-05,0.9297755,5
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 152,500000,3257.77,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,1000000,184.93369,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,1500000,3226.8467,512,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
 152,4000000,3252.0884,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,4500000,811.0342,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
 152,5000000,3331.834,512,True,1852129,0.01231363,10066,0.27731947,True,0.43694527,0.67590087,1.388e-05,0.85416212,5
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 155,500000,806.12537,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,1000000,2794.442,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,1500000,3058.381,1024,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
 155,4000000,3511.1184,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,4500000,3172.5293,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
 155,5000000,3290.8708,1024,True,463297,3.462e-05,15490,0.38758036,True,0.01367268,0.84662685,1e-08,0.21210283,5
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 157,500000,955.6427,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,1000000,1025.7754,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,1500000,1033.2576,512,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
 157,4000000,1231.7976,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,4500000,1238.8519,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
 157,5000000,2042.6653,512,True,963638,3.54e-06,5271,0.71316138,True,0.39444983,0.10318121,2.9e-07,0.82748081,5
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 161,500000,1025.1521,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,1000000,800.30237,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,1500000,399.0253,1024,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
 161,4000000,587.54083,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,4500000,509.36957,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
 161,5000000,1470.2759,1024,True,1519147,7.78e-06,2804,0.73060948,True,0.08338327,0.84602579,7.21e-06,0.54848228,5
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@@ -24699,86 +24699,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 174,500000,2632.76,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,5
 174,1000000,2846.3792,1024,True,1157652,0.00261823,4403,0.18177127,True,0.57999532,0.19426886,0.0,0.92847555,5
 174,1500000,2445.9631,1024,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
 176,4000000,769.5304,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,5
 176,4500000,1001.9768,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,5
 176,5000000,2244.5532,512,True,1289159,2e-06,10072,7.7411992,True,0.73231527,0.61300296,1e-08,0.01614138,5
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+180,5000000,1862.501,2048,False,596659,0.00351697,11992,0.48356255,True,,,,0.1814613,5
 181,500000,404.08722,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,5
 181,1000000,2150.032,2048,True,1321025,0.00011808,12965,2.7694672,True,0.6474254,0.5067554,1.142e-05,0.48132315,5
 181,1500000,931.0424,2048,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
 182,4000000,2156.2905,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,5
 182,4500000,1654.7251,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,5
 182,5000000,1706.1754,1024,True,1210491,3.27e-05,9458,0.2184521,True,0.42285944,0.43255132,2e-08,0.14028088,5
-183,500000,399.88162,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
-183,1000000,411.8078,512,True,543846,0.00020383,11899,0.89072451,False,0.04486761,0.18885402,5e-08,NaN,5
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 192,500000,593.79944,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
 192,1000000,893.98926,512,True,1509819,0.00047799,10939,4.37445871,True,0.3326647,0.71127666,9e-08,0.03897823,5
 192,1500000,1346.1404,512,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
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@@ -25079,86 +25079,86 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 212,1000000,2267.96,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
 212,1500000,1343.5933,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
@@ -25169,16 +25169,16 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 212,4000000,3230.158,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
 212,4500000,2383.547,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
 212,5000000,1410.1218,1024,True,1981089,0.00072026,12007,0.15721712,True,0.89371341,0.09359394,1e-08,0.62916343,5
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 214,500000,21.824755,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,1000000,18.91007,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,1500000,23.906605,2048,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
 214,4000000,33.501366,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,4500000,21.21471,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
 214,5000000,31.051178,2048,True,1849323,0.07480598,7370,0.2846149,True,0.77857034,0.28061621,8e-08,0.4837901,5
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@@ -25219,116 +25219,116 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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 229,500000,151.05696,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,1000000,149.04071,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,1500000,150.6637,512,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
 229,4000000,144.39978,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,4500000,153.39548,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
 229,5000000,141.4765,512,True,382528,0.03233093,14064,0.83806697,True,0.93968757,0.23014973,5.9e-07,0.06395317,5
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 234,500000,1025.7284,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
 234,1000000,1025.5701,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
 234,1500000,350.86,2048,True,1015775,6.6e-06,5995,3.06676467,True,0.80888177,0.72162755,5.178e-05,0.53881446,5
@@ -25389,66 +25389,66 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
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@@ -25459,56 +25459,56 @@ config_id,budget,performance,hp_config.buffer_batch_size,hp_config.buffer_prio_s
 241,4000000,145.88872,1024,True,22568,0.09665665,3612,0.42181838,True,0.92882075,0.65549273,3.3e-07,0.56207431,5
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 247,500000,970.5758,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,1000000,2076.7664,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,1500000,2408.4458,1024,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
 247,4000000,3052.2744,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,4500000,2451.498,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
 247,5000000,1519.2467,1024,True,978974,0.00025722,7424,4.04660291,True,0.76078184,0.17481632,4.6e-07,0.82586373,5
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 249,500000,3181.3813,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,5
 249,1000000,2787.0923,1024,True,613248,0.01513868,10587,0.25866998,True,0.90544018,0.29415002,1e-08,0.99996438,5
 249,1500000,243.30557,1024,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
 250,4000000,2502.2124,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,5
 250,4500000,1908.7628,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,5
 250,5000000,2107.6855,512,True,924066,0.0001485,15185,0.18552818,True,0.10204888,0.90524459,1.8e-07,0.15910046,5
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 252,500000,1019.9282,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,1000000,413.30115,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,1500000,1306.9221,512,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
 252,4000000,750.00195,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,4500000,342.69852,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
 252,5000000,411.33752,512,True,548020,1.131e-05,12635,0.45502192,True,0.54548621,0.13423361,6e-08,0.88300849,5
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