add log files

log/fast_beam_search/log-decode-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8-2022-05-15-17-56-10

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+2022-05-15 17:56:10,717 INFO [decode.py:475] Decoding started
+2022-05-15 17:56:10,718 INFO [decode.py:481] Device: cuda:0
+2022-05-15 17:56:10,792 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
+2022-05-15 17:56:10,803 INFO [decode.py:487] {'best_train_loss': inf, 'best_valid_loss': inf, 'best_train_epoch': -1, 'best_valid_epoch': -1, 'batch_idx_train': 10, 'log_interval': 1, 'reset_interval': 200, 'valid_interval': 400, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, 'model_warm_step': 200, 'env_info': {'k2-version': '1.15.1', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': 'f8d2dba06c000ffee36aab5b66f24e7c9809f116', 'k2-git-date': 'Thu Apr 21 12:20:34 2022', 'lhotse-version': '1.2.0.dev+git.a3d7b8e.clean', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'pruned-rnnt2-for-aidatatang-zh', 'icefall-git-sha1': 'd184599-dirty', 'icefall-git-date': 'Sat May 7 19:28:36 2022', 'icefall-path': '/ceph-meixu/luomingshuang/icefall', 'k2-path': '/ceph-ms/luomingshuang/k2_latest/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-meixu/luomingshuang/anaconda3/envs/k2-python/lib/python3.8/site-packages/lhotse-1.2.0.dev0+git.a3d7b8e.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-2-0307200233-b554c565c-lf9qd', 'IP address': '10.177.74.201'}, 'epoch': 29, 'batch': None, 'avg': 19, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'fast_beam_search', 'beam_size': 4, 'beam': 4, 'max_contexts': 4, 'max_states': 8, 'context_size': 2, 'max_sym_per_frame': 1, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 250, 'bucketing_sampler': True, 'num_buckets': 300, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('pruned_transducer_stateless2/exp/fast_beam_search'), 'suffix': 'epoch-29-avg-19-beam-4-max-contexts-4-max-states-8', 'blank_id': 0, 'vocab_size': 3945}
+2022-05-15 17:56:10,803 INFO [decode.py:489] About to create model
+2022-05-15 17:56:11,370 INFO [decode.py:510] averaging ['pruned_transducer_stateless2/exp/epoch-11.pt', 'pruned_transducer_stateless2/exp/epoch-12.pt', 'pruned_transducer_stateless2/exp/epoch-13.pt', 'pruned_transducer_stateless2/exp/epoch-14.pt', 'pruned_transducer_stateless2/exp/epoch-15.pt', 'pruned_transducer_stateless2/exp/epoch-16.pt', 'pruned_transducer_stateless2/exp/epoch-17.pt', 'pruned_transducer_stateless2/exp/epoch-18.pt', 'pruned_transducer_stateless2/exp/epoch-19.pt', 'pruned_transducer_stateless2/exp/epoch-20.pt', 'pruned_transducer_stateless2/exp/epoch-21.pt', 'pruned_transducer_stateless2/exp/epoch-22.pt', 'pruned_transducer_stateless2/exp/epoch-23.pt', 'pruned_transducer_stateless2/exp/epoch-24.pt', 'pruned_transducer_stateless2/exp/epoch-25.pt', 'pruned_transducer_stateless2/exp/epoch-26.pt', 'pruned_transducer_stateless2/exp/epoch-27.pt', 'pruned_transducer_stateless2/exp/epoch-28.pt', 'pruned_transducer_stateless2/exp/epoch-29.pt']
+2022-05-15 17:56:52,561 INFO [decode.py:524] Number of model parameters: 85713735
+2022-05-15 17:56:52,564 INFO [asr_datamodule.py:339] About to create dev dataset
+2022-05-15 17:57:01,820 INFO [asr_datamodule.py:360] About to create dev dataloader
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+2022-05-15 18:26:27,807 INFO [decode.py:395] batch 590/?, cuts processed until now is 48120
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+2022-05-15 18:26:48,936 INFO [decode.py:395] batch 596/?, cuts processed until now is 48416
+2022-05-15 18:26:52,862 INFO [decode.py:412] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search/recogs-DEV-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt
+2022-05-15 18:26:53,579 INFO [utils.py:406] [DEV-beam_4_max_contexts_4_max_states_8] %WER 5.29% [24790 / 469048, 2128 ins, 3032 del, 19630 sub ]
+2022-05-15 18:26:55,319 INFO [decode.py:425] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search/errs-DEV-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt
+2022-05-15 18:26:55,320 INFO [decode.py:442] 
+For DEV, WER of different settings are:
+beam_4_max_contexts_4_max_states_8	5.29	best for DEV
+
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+2022-05-15 19:11:32,024 INFO [decode.py:395] batch 920/?, cuts processed until now is 79685
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+2022-05-15 19:13:20,896 INFO [decode.py:395] batch 960/?, cuts processed until now is 82936
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+2022-05-15 19:14:03,762 INFO [decode.py:395] batch 974/?, cuts processed until now is 83898
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+2022-05-15 19:15:25,736 INFO [decode.py:395] batch 1000/?, cuts processed until now is 85700
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+2022-05-15 19:16:43,066 INFO [decode.py:395] batch 1024/?, cuts processed until now is 87414
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+2022-05-15 19:21:58,682 INFO [decode.py:395] batch 1118/?, cuts processed until now is 93282
+2022-05-15 19:22:06,370 INFO [decode.py:395] batch 1120/?, cuts processed until now is 93383
+2022-05-15 19:22:14,117 INFO [decode.py:395] batch 1122/?, cuts processed until now is 93485
+2022-05-15 19:22:21,756 INFO [decode.py:395] batch 1124/?, cuts processed until now is 93587
+2022-05-15 19:22:29,421 INFO [decode.py:395] batch 1126/?, cuts processed until now is 93689
+2022-05-15 19:22:37,086 INFO [decode.py:395] batch 1128/?, cuts processed until now is 93791
+2022-05-15 19:22:44,699 INFO [decode.py:395] batch 1130/?, cuts processed until now is 93893
+2022-05-15 19:22:52,315 INFO [decode.py:395] batch 1132/?, cuts processed until now is 93996
+2022-05-15 19:22:59,929 INFO [decode.py:395] batch 1134/?, cuts processed until now is 94100
+2022-05-15 19:23:07,558 INFO [decode.py:395] batch 1136/?, cuts processed until now is 94204
+2022-05-15 19:23:15,091 INFO [decode.py:395] batch 1138/?, cuts processed until now is 94308
+2022-05-15 19:23:22,661 INFO [decode.py:395] batch 1140/?, cuts processed until now is 94412
+2022-05-15 19:23:30,165 INFO [decode.py:395] batch 1142/?, cuts processed until now is 94516
+2022-05-15 19:23:37,693 INFO [decode.py:395] batch 1144/?, cuts processed until now is 94621
+2022-05-15 19:23:45,137 INFO [decode.py:395] batch 1146/?, cuts processed until now is 94727
+2022-05-15 19:23:52,609 INFO [decode.py:395] batch 1148/?, cuts processed until now is 94833
+2022-05-15 19:24:00,041 INFO [decode.py:395] batch 1150/?, cuts processed until now is 94939
+2022-05-15 19:24:07,416 INFO [decode.py:395] batch 1152/?, cuts processed until now is 95045
+2022-05-15 19:24:14,814 INFO [decode.py:395] batch 1154/?, cuts processed until now is 95152
+2022-05-15 19:24:22,184 INFO [decode.py:395] batch 1156/?, cuts processed until now is 95260
+2022-05-15 19:24:29,516 INFO [decode.py:395] batch 1158/?, cuts processed until now is 95368
+2022-05-15 19:24:36,821 INFO [decode.py:395] batch 1160/?, cuts processed until now is 95476
+2022-05-15 19:24:44,138 INFO [decode.py:395] batch 1162/?, cuts processed until now is 95584
+2022-05-15 19:24:51,383 INFO [decode.py:395] batch 1164/?, cuts processed until now is 95693
+2022-05-15 19:24:58,637 INFO [decode.py:395] batch 1166/?, cuts processed until now is 95803
+2022-05-15 19:25:05,851 INFO [decode.py:395] batch 1168/?, cuts processed until now is 95913
+2022-05-15 19:25:13,059 INFO [decode.py:395] batch 1170/?, cuts processed until now is 96023
+2022-05-15 19:25:20,253 INFO [decode.py:395] batch 1172/?, cuts processed until now is 96133
+2022-05-15 19:25:27,399 INFO [decode.py:395] batch 1174/?, cuts processed until now is 96238
+2022-05-15 19:25:31,775 INFO [decode.py:412] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search/recogs-TEST-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt
+2022-05-15 19:25:32,882 INFO [utils.py:406] [TEST-beam_4_max_contexts_4_max_states_8] %WER 6.33% [59408 / 937866, 4674 ins, 6946 del, 47788 sub ]
+2022-05-15 19:25:35,727 INFO [decode.py:425] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search/errs-TEST-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt
+2022-05-15 19:25:35,734 INFO [decode.py:442] 
+For TEST, WER of different settings are:
+beam_4_max_contexts_4_max_states_8	6.33	best for TEST
+
+2022-05-15 19:25:35,734 INFO [decode.py:599] Done!

log/fast_beam_search/wer-summary-DEV-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt

@@ -0,0 +1,2 @@
+settings	WER
+beam_4_max_contexts_4_max_states_8	5.29

log/fast_beam_search/wer-summary-TEST-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt

@@ -0,0 +1,2 @@
+settings	WER
+beam_4_max_contexts_4_max_states_8	6.33

log/greedy_search/log-decode-epoch-29-avg-19-context-2-max-sym-per-frame-1-2022-05-14-01-48-25

@@ -0,0 +1,47 @@
+2022-05-14 01:48:25,246 INFO [decode.py:472] Decoding started
+2022-05-14 01:48:25,247 INFO [decode.py:478] Device: cuda:0
+2022-05-14 01:48:25,341 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
+2022-05-14 01:48:25,359 INFO [decode.py:484] {'best_train_loss': inf, 'best_valid_loss': inf, 'best_train_epoch': -1, 'best_valid_epoch': -1, 'batch_idx_train': 10, 'log_interval': 1, 'reset_interval': 200, 'valid_interval': 400, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, 'model_warm_step': 200, 'env_info': {'k2-version': '1.14', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '4fb6b88661cca73e5f66f03df16e5a1d0c4886f8', 'k2-git-date': 'Fri Apr 8 18:29:32 2022', 'lhotse-version': '1.2.0.dev+git.a3d7b8e.clean', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'pruned-rnnt2-for-aidatatang-zh', 'icefall-git-sha1': 'd184599-dirty', 'icefall-git-date': 'Sat May 7 19:28:36 2022', 'icefall-path': '/ceph-meixu/luomingshuang/icefall', 'k2-path': '/ceph-ms/luomingshuang/k2/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-meixu/luomingshuang/anaconda3/envs/k2-python/lib/python3.8/site-packages/lhotse-1.2.0.dev0+git.a3d7b8e.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0309102938-68688b4cbd-xhtcg', 'IP address': '10.48.32.137'}, 'epoch': 29, 'batch': None, 'avg': 19, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'greedy_search', 'beam_size': 4, 'beam': 4, 'max_contexts': 4, 'max_states': 8, 'context_size': 2, 'max_sym_per_frame': 1, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 200, 'bucketing_sampler': True, 'num_buckets': 300, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('pruned_transducer_stateless2/exp/greedy_search'), 'suffix': 'epoch-29-avg-19-context-2-max-sym-per-frame-1', 'blank_id': 0, 'vocab_size': 3945}
+2022-05-14 01:48:25,359 INFO [decode.py:486] About to create model
+2022-05-14 01:48:25,837 INFO [decode.py:507] averaging ['pruned_transducer_stateless2/exp/epoch-11.pt', 'pruned_transducer_stateless2/exp/epoch-12.pt', 'pruned_transducer_stateless2/exp/epoch-13.pt', 'pruned_transducer_stateless2/exp/epoch-14.pt', 'pruned_transducer_stateless2/exp/epoch-15.pt', 'pruned_transducer_stateless2/exp/epoch-16.pt', 'pruned_transducer_stateless2/exp/epoch-17.pt', 'pruned_transducer_stateless2/exp/epoch-18.pt', 'pruned_transducer_stateless2/exp/epoch-19.pt', 'pruned_transducer_stateless2/exp/epoch-20.pt', 'pruned_transducer_stateless2/exp/epoch-21.pt', 'pruned_transducer_stateless2/exp/epoch-22.pt', 'pruned_transducer_stateless2/exp/epoch-23.pt', 'pruned_transducer_stateless2/exp/epoch-24.pt', 'pruned_transducer_stateless2/exp/epoch-25.pt', 'pruned_transducer_stateless2/exp/epoch-26.pt', 'pruned_transducer_stateless2/exp/epoch-27.pt', 'pruned_transducer_stateless2/exp/epoch-28.pt', 'pruned_transducer_stateless2/exp/epoch-29.pt']
+2022-05-14 01:48:53,282 INFO [decode.py:521] Number of model parameters: 85713735
+2022-05-14 01:48:53,314 INFO [asr_datamodule.py:339] About to create dev dataset
+2022-05-14 01:49:00,875 INFO [asr_datamodule.py:360] About to create dev dataloader
+2022-05-14 01:49:18,611 INFO [decode.py:392] batch 0/?, cuts processed until now is 79
+2022-05-14 01:49:38,561 INFO [decode.py:392] batch 100/?, cuts processed until now is 7100
+2022-05-14 01:49:58,182 INFO [decode.py:392] batch 200/?, cuts processed until now is 14137
+2022-05-14 01:50:18,172 INFO [decode.py:392] batch 300/?, cuts processed until now is 20977
+2022-05-14 01:50:37,874 INFO [decode.py:392] batch 400/?, cuts processed until now is 27843
+2022-05-14 01:50:58,180 INFO [decode.py:392] batch 500/?, cuts processed until now is 34729
+2022-05-14 01:51:18,013 INFO [decode.py:392] batch 600/?, cuts processed until now is 40953
+2022-05-14 01:51:38,003 INFO [decode.py:392] batch 700/?, cuts processed until now is 46618
+2022-05-14 01:51:48,076 INFO [decode.py:409] The transcripts are stored in pruned_transducer_stateless2/exp/greedy_search/recogs-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt
+2022-05-14 01:51:48,648 INFO [utils.py:406] [DEV-greedy_search] %WER 5.53% [25946 / 469048, 2364 ins, 2942 del, 20640 sub ]
+2022-05-14 01:51:50,122 INFO [decode.py:422] Wrote detailed error stats to pruned_transducer_stateless2/exp/greedy_search/errs-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt
+2022-05-14 01:51:50,130 INFO [decode.py:439] 
+For DEV, WER of different settings are:
+greedy_search	5.53	best for DEV
+
+2022-05-14 01:51:50,813 INFO [decode.py:392] batch 0/?, cuts processed until now is 80
+2022-05-14 01:52:11,049 INFO [decode.py:392] batch 100/?, cuts processed until now is 7101
+2022-05-14 01:52:30,901 INFO [decode.py:392] batch 200/?, cuts processed until now is 14085
+2022-05-14 01:52:52,057 INFO [decode.py:392] batch 300/?, cuts processed until now is 20764
+2022-05-14 01:53:12,187 INFO [decode.py:392] batch 400/?, cuts processed until now is 27515
+2022-05-14 01:53:31,853 INFO [decode.py:392] batch 500/?, cuts processed until now is 34734
+2022-05-14 01:53:52,759 INFO [decode.py:392] batch 600/?, cuts processed until now is 40978
+2022-05-14 01:54:12,380 INFO [decode.py:392] batch 700/?, cuts processed until now is 48159
+2022-05-14 01:54:32,010 INFO [decode.py:392] batch 800/?, cuts processed until now is 55147
+2022-05-14 01:54:52,025 INFO [decode.py:392] batch 900/?, cuts processed until now is 62826
+2022-05-14 01:55:11,600 INFO [decode.py:392] batch 1000/?, cuts processed until now is 69627
+2022-05-14 01:55:31,447 INFO [decode.py:392] batch 1100/?, cuts processed until now is 76305
+2022-05-14 01:55:51,900 INFO [decode.py:392] batch 1200/?, cuts processed until now is 82216
+2022-05-14 01:56:12,317 INFO [decode.py:392] batch 1300/?, cuts processed until now is 88091
+2022-05-14 01:56:32,882 INFO [decode.py:392] batch 1400/?, cuts processed until now is 93350
+2022-05-14 01:56:49,517 INFO [decode.py:409] The transcripts are stored in pruned_transducer_stateless2/exp/greedy_search/recogs-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt
+2022-05-14 01:56:50,656 INFO [utils.py:406] [TEST-greedy_search] %WER 6.59% [61816 / 937866, 5162 ins, 6458 del, 50196 sub ]
+2022-05-14 01:56:53,583 INFO [decode.py:422] Wrote detailed error stats to pruned_transducer_stateless2/exp/greedy_search/errs-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt
+2022-05-14 01:56:53,591 INFO [decode.py:439] 
+For TEST, WER of different settings are:
+greedy_search	6.59	best for TEST
+
+2022-05-14 01:56:53,591 INFO [decode.py:596] Done!

log/greedy_search/wer-summary-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt

@@ -0,0 +1,2 @@
+settings	WER
+greedy_search	5.53

log/greedy_search/wer-summary-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt

@@ -0,0 +1,2 @@
+settings	WER
+greedy_search	6.59

log/modified_beam_search/wer-summary-DEV-beam_size_4-epoch-29-avg-19-beam-4.txt

@@ -0,0 +1,2 @@
+settings	WER
+beam_size_4	5.28

log/modified_beam_search/wer-summary-TEST-beam_size_4-epoch-29-avg-19-beam-4.txt

@@ -0,0 +1,2 @@
+settings	WER
+beam_size_4	6.32