2022-12-27 10:17:42,767 INFO [streaming_decode.py:481] Decoding started 2022-12-27 10:17:42,767 INFO [streaming_decode.py:487] Device: cuda:0 2022-12-27 10:17:42,774 INFO [streaming_decode.py:497] {'best_train_loss': inf, 'best_valid_loss': inf, 'best_train_epoch': -1, 'best_valid_epoch': -1, 'batch_idx_train': 0, 'log_interval': 50, 'reset_interval': 200, 'valid_interval': 3000, 'feature_dim': 80, 'subsampling_factor': 4, 'warm_step': 2000, 'env_info': {'k2-version': '1.23.2', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': 'efd83642a940dc7db08688cc0791985bed1fafcd', 'k2-git-date': 'Sun Nov 27 19:12:00 2022', 'lhotse-version': '1.12.0.dev+git.891bad1.clean', 'torch-version': '1.10.0+cu102', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_zipformer', 'icefall-git-sha1': '4c56845-dirty', 'icefall-git-date': 'Mon Dec 26 17:49:00 2022', 'icefall-path': '/star-zw/workspace/zipformer/icefall_streaming2', 'k2-path': '/star-zw/workspace/share/k2-last/k2/python/k2/__init__.py', 'lhotse-path': '/star-zw/env/k2_icefall/lib/python3.8/site-packages/lhotse-1.12.0.dev0+git.891bad1.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-2-1216192652-5bcf7587b4-n6q9m', 'IP address': '10.177.74.211'}, 'epoch': 30, 'iter': 0, 'avg': 9, 'use_averaged_model': True, 'exp_dir': PosixPath('pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk'), 'bpe_model': 'data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'num_active_paths': 4, 'beam': 4, 'max_contexts': 4, 'max_states': 32, 'context_size': 2, 'num_decode_streams': 2000, 'num_encoder_layers': '2,4,3,2,4', 'feedforward_dims': '1024,1024,2048,2048,1024', 'nhead': '8,8,8,8,8', 'encoder_dims': '384,384,384,384,384', 'attention_dims': '192,192,192,192,192', 'encoder_unmasked_dims': '256,256,256,256,256', 'zipformer_downsampling_factors': '1,2,4,8,2', 'cnn_module_kernels': '31,31,31,31,31', 'decoder_dim': 512, 'joiner_dim': 512, 'short_chunk_size': 50, 'num_left_chunks': 4, 'decode_chunk_len': 32, 'full_libri': True, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 200.0, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'drop_last': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'input_strategy': 'PrecomputedFeatures', 'res_dir': PosixPath('pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search'), 'suffix': 'epoch-30-avg-9-streaming-chunk-size-32-use-averaged-model', 'blank_id': 0, 'unk_id': 2, 'vocab_size': 500} 2022-12-27 10:17:42,774 INFO [streaming_decode.py:499] About to create model 2022-12-27 10:17:43,386 INFO [zipformer.py:402] At encoder stack 4, which has downsampling_factor=2, we will combine the outputs of layers 1 and 3, with downsampling_factors=2 and 8. 2022-12-27 10:17:43,405 INFO [streaming_decode.py:566] Calculating the averaged model over epoch range from 21 (excluded) to 30 2022-12-27 10:18:01,651 INFO [streaming_decode.py:588] Number of model parameters: 70369391 2022-12-27 10:18:01,652 INFO [asr_datamodule.py:443] About to get test-clean cuts 2022-12-27 10:18:01,668 INFO [asr_datamodule.py:450] About to get test-other cuts 2022-12-27 10:18:01,858 INFO [streaming_decode.py:375] Cuts processed until now is 0. 2022-12-27 10:18:02,327 INFO [streaming_decode.py:375] Cuts processed until now is 50. 2022-12-27 10:18:02,681 INFO [streaming_decode.py:375] Cuts processed until now is 100. 2022-12-27 10:18:03,122 INFO [streaming_decode.py:375] Cuts processed until now is 150. 2022-12-27 10:18:03,533 INFO [streaming_decode.py:375] Cuts processed until now is 200. 2022-12-27 10:18:04,030 INFO [streaming_decode.py:375] Cuts processed until now is 250. 2022-12-27 10:18:04,494 INFO [streaming_decode.py:375] Cuts processed until now is 300. 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[streaming_decode.py:375] Cuts processed until now is 900. 2022-12-27 10:18:09,598 INFO [streaming_decode.py:375] Cuts processed until now is 950. 2022-12-27 10:18:09,970 INFO [streaming_decode.py:375] Cuts processed until now is 1000. 2022-12-27 10:18:10,325 INFO [streaming_decode.py:375] Cuts processed until now is 1050. 2022-12-27 10:18:10,728 INFO [streaming_decode.py:375] Cuts processed until now is 1100. 2022-12-27 10:18:11,127 INFO [streaming_decode.py:375] Cuts processed until now is 1150. 2022-12-27 10:18:11,508 INFO [streaming_decode.py:375] Cuts processed until now is 1200. 2022-12-27 10:18:11,998 INFO [streaming_decode.py:375] Cuts processed until now is 1250. 2022-12-27 10:18:12,347 INFO [streaming_decode.py:375] Cuts processed until now is 1300. 2022-12-27 10:18:12,724 INFO [streaming_decode.py:375] Cuts processed until now is 1350. 2022-12-27 10:18:13,147 INFO [streaming_decode.py:375] Cuts processed until now is 1400. 2022-12-27 10:18:13,484 INFO [streaming_decode.py:375] Cuts processed until now is 1450. 2022-12-27 10:18:13,929 INFO [streaming_decode.py:375] Cuts processed until now is 1500. 2022-12-27 10:18:14,285 INFO [streaming_decode.py:375] Cuts processed until now is 1550. 2022-12-27 10:18:14,704 INFO [streaming_decode.py:375] Cuts processed until now is 1600. 2022-12-27 10:18:15,136 INFO [streaming_decode.py:375] Cuts processed until now is 1650. 2022-12-27 10:18:15,517 INFO [streaming_decode.py:375] Cuts processed until now is 1700. 2022-12-27 10:18:15,920 INFO [streaming_decode.py:375] Cuts processed until now is 1750. 2022-12-27 10:18:16,339 INFO [streaming_decode.py:375] Cuts processed until now is 1800. 2022-12-27 10:18:16,686 INFO [streaming_decode.py:375] Cuts processed until now is 1850. 2022-12-27 10:18:17,030 INFO [streaming_decode.py:375] Cuts processed until now is 1900. 2022-12-27 10:18:17,466 INFO [streaming_decode.py:375] Cuts processed until now is 1950. 2022-12-27 10:18:26,086 INFO [streaming_decode.py:375] Cuts processed until now is 2000. 2022-12-27 10:18:27,476 INFO [streaming_decode.py:375] Cuts processed until now is 2050. 2022-12-27 10:18:28,969 INFO [streaming_decode.py:375] Cuts processed until now is 2100. 2022-12-27 10:18:30,330 INFO [streaming_decode.py:375] Cuts processed until now is 2150. 2022-12-27 10:18:30,660 INFO [streaming_decode.py:375] Cuts processed until now is 2200. 2022-12-27 10:18:32,333 INFO [streaming_decode.py:375] Cuts processed until now is 2250. 2022-12-27 10:18:32,697 INFO [streaming_decode.py:375] Cuts processed until now is 2300. 2022-12-27 10:18:34,203 INFO [streaming_decode.py:375] Cuts processed until now is 2350. 2022-12-27 10:18:34,537 INFO [streaming_decode.py:375] Cuts processed until now is 2400. 2022-12-27 10:18:36,050 INFO [streaming_decode.py:375] Cuts processed until now is 2450. 2022-12-27 10:18:36,374 INFO [streaming_decode.py:375] Cuts processed until now is 2500. 2022-12-27 10:18:37,906 INFO [streaming_decode.py:375] Cuts processed until now is 2550. 2022-12-27 10:18:39,437 INFO [streaming_decode.py:375] Cuts processed until now is 2600. 2022-12-27 10:19:04,169 INFO [streaming_decode.py:419] The transcripts are stored in pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/recogs-test-clean-greedy_search-epoch-30-avg-9-streaming-chunk-size-32-use-averaged-model.txt 2022-12-27 10:19:04,246 INFO [utils.py:536] [test-clean-greedy_search] %WER 3.17% [1667 / 52576, 190 ins, 126 del, 1351 sub ] 2022-12-27 10:19:04,436 INFO [streaming_decode.py:432] Wrote detailed error stats to pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/errs-test-clean-greedy_search-epoch-30-avg-9-streaming-chunk-size-32-use-averaged-model.txt 2022-12-27 10:19:04,439 INFO [streaming_decode.py:448] For test-clean, WER of different settings are: greedy_search 3.17 best for test-clean 2022-12-27 10:19:04,464 INFO [streaming_decode.py:375] Cuts processed until now is 0. 2022-12-27 10:19:04,816 INFO [streaming_decode.py:375] Cuts processed until now is 50. 2022-12-27 10:19:05,105 INFO [streaming_decode.py:375] Cuts processed until now is 100. 2022-12-27 10:19:05,483 INFO [streaming_decode.py:375] Cuts processed until now is 150. 2022-12-27 10:19:05,880 INFO [streaming_decode.py:375] Cuts processed until now is 200. 2022-12-27 10:19:06,162 INFO [streaming_decode.py:375] Cuts processed until now is 250. 2022-12-27 10:19:06,457 INFO [streaming_decode.py:375] Cuts processed until now is 300. 2022-12-27 10:19:06,825 INFO [streaming_decode.py:375] Cuts processed until now is 350. 2022-12-27 10:19:07,112 INFO [streaming_decode.py:375] Cuts processed until now is 400. 2022-12-27 10:19:07,428 INFO [streaming_decode.py:375] Cuts processed until now is 450. 2022-12-27 10:19:07,741 INFO [streaming_decode.py:375] Cuts processed until now is 500. 2022-12-27 10:19:08,038 INFO [streaming_decode.py:375] Cuts processed until now is 550. 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[streaming_decode.py:375] Cuts processed until now is 1150. 2022-12-27 10:19:12,214 INFO [streaming_decode.py:375] Cuts processed until now is 1200. 2022-12-27 10:19:12,492 INFO [streaming_decode.py:375] Cuts processed until now is 1250. 2022-12-27 10:19:12,802 INFO [streaming_decode.py:375] Cuts processed until now is 1300. 2022-12-27 10:19:13,140 INFO [streaming_decode.py:375] Cuts processed until now is 1350. 2022-12-27 10:19:13,443 INFO [streaming_decode.py:375] Cuts processed until now is 1400. 2022-12-27 10:19:13,842 INFO [streaming_decode.py:375] Cuts processed until now is 1450. 2022-12-27 10:19:14,145 INFO [streaming_decode.py:375] Cuts processed until now is 1500. 2022-12-27 10:19:14,517 INFO [streaming_decode.py:375] Cuts processed until now is 1550. 2022-12-27 10:19:14,881 INFO [streaming_decode.py:375] Cuts processed until now is 1600. 2022-12-27 10:19:15,340 INFO [streaming_decode.py:375] Cuts processed until now is 1650. 2022-12-27 10:19:15,735 INFO [streaming_decode.py:375] Cuts processed until now is 1700. 2022-12-27 10:19:16,051 INFO [streaming_decode.py:375] Cuts processed until now is 1750. 2022-12-27 10:19:16,367 INFO [streaming_decode.py:375] Cuts processed until now is 1800. 2022-12-27 10:19:16,738 INFO [streaming_decode.py:375] Cuts processed until now is 1850. 2022-12-27 10:19:17,143 INFO [streaming_decode.py:375] Cuts processed until now is 1900. 2022-12-27 10:19:17,470 INFO [streaming_decode.py:375] Cuts processed until now is 1950. 2022-12-27 10:19:25,867 INFO [streaming_decode.py:375] Cuts processed until now is 2000. 2022-12-27 10:19:27,519 INFO [streaming_decode.py:375] Cuts processed until now is 2050. 2022-12-27 10:19:29,350 INFO [streaming_decode.py:375] Cuts processed until now is 2100. 2022-12-27 10:19:29,688 INFO [streaming_decode.py:375] Cuts processed until now is 2150. 2022-12-27 10:19:31,173 INFO [streaming_decode.py:375] Cuts processed until now is 2200. 2022-12-27 10:19:31,495 INFO [streaming_decode.py:375] Cuts processed until now is 2250. 2022-12-27 10:19:32,967 INFO [streaming_decode.py:375] Cuts processed until now is 2300. 2022-12-27 10:19:33,287 INFO [streaming_decode.py:375] Cuts processed until now is 2350. 2022-12-27 10:19:34,701 INFO [streaming_decode.py:375] Cuts processed until now is 2400. 2022-12-27 10:19:35,027 INFO [streaming_decode.py:375] Cuts processed until now is 2450. 2022-12-27 10:19:35,326 INFO [streaming_decode.py:375] Cuts processed until now is 2500. 2022-12-27 10:19:36,827 INFO [streaming_decode.py:375] Cuts processed until now is 2550. 2022-12-27 10:19:37,139 INFO [streaming_decode.py:375] Cuts processed until now is 2600. 2022-12-27 10:19:38,647 INFO [streaming_decode.py:375] Cuts processed until now is 2650. 2022-12-27 10:19:38,987 INFO [streaming_decode.py:375] Cuts processed until now is 2700. 2022-12-27 10:19:40,393 INFO [streaming_decode.py:375] Cuts processed until now is 2750. 2022-12-27 10:19:40,724 INFO [streaming_decode.py:375] Cuts processed until now is 2800. 2022-12-27 10:19:42,272 INFO [streaming_decode.py:375] Cuts processed until now is 2850. 2022-12-27 10:19:42,616 INFO [streaming_decode.py:375] Cuts processed until now is 2900. 2022-12-27 10:20:06,970 INFO [streaming_decode.py:419] The transcripts are stored in pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/recogs-test-other-greedy_search-epoch-30-avg-9-streaming-chunk-size-32-use-averaged-model.txt 2022-12-27 10:20:07,114 INFO [utils.py:536] [test-other-greedy_search] %WER 8.24% [4315 / 52343, 429 ins, 453 del, 3433 sub ] 2022-12-27 10:20:07,301 INFO [streaming_decode.py:432] Wrote detailed error stats to pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/errs-test-other-greedy_search-epoch-30-avg-9-streaming-chunk-size-32-use-averaged-model.txt 2022-12-27 10:20:07,308 INFO [streaming_decode.py:448] For test-other, WER of different settings are: greedy_search 8.24 best for test-other 2022-12-27 10:20:07,308 INFO [streaming_decode.py:613] Done!