luomingshuang commited on
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1 Parent(s): 6bf3b2f

do some changes for log files

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  1. log/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 β†’ errs-dev-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} +0 -0
  2. log/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 β†’ errs-test-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} +0 -0
  3. log/fast_beam_search/log-decode-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8-2022-05-15-17-56-10 +0 -911
  4. log/fast_beam_search/log-decode-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8-2022-05-17-09-55-47 +33 -0
  5. log/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 β†’ recogs-dev-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} +0 -0
  6. log/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 β†’ recogs-test-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} +2 -2
  7. 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 -2
  8. 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 -2
  9. 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 +2 -0
  10. 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 +2 -0
  11. log/greedy_search/{errs-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ errs-dev-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
  12. log/greedy_search/{errs-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ errs-test-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
  13. log/greedy_search/log-decode-epoch-29-avg-19-context-2-max-sym-per-frame-1-2022-05-14-01-48-25 +0 -47
  14. log/greedy_search/log-decode-epoch-29-avg-19-context-2-max-sym-per-frame-1-2022-05-17-09-48-50 +29 -0
  15. log/greedy_search/{recogs-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ recogs-dev-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
  16. log/greedy_search/{recogs-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ recogs-test-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} +2 -2
  17. log/greedy_search/{wer-summary-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ wer-summary-dev-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
  18. log/greedy_search/{wer-summary-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ wer-summary-test-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} +0 -0
  19. log/modified_beam_search/{errs-DEV-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ errs-dev-beam_size_4-epoch-29-avg-19-beam-4.txt} +0 -0
  20. log/modified_beam_search/{errs-TEST-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ errs-test-beam_size_4-epoch-29-avg-19-beam-4.txt} +0 -0
  21. log/modified_beam_search/log-decode-epoch-29-avg-19-beam-4-2022-05-14-21-15-13 +0 -0
  22. log/modified_beam_search/log-decode-epoch-29-avg-19-beam-4-2022-05-17-10-06-38 +33 -0
  23. log/modified_beam_search/{recogs-DEV-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ recogs-dev-beam_size_4-epoch-29-avg-19-beam-4.txt} +0 -0
  24. log/modified_beam_search/{recogs-TEST-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ recogs-test-beam_size_4-epoch-29-avg-19-beam-4.txt} +2 -2
  25. log/modified_beam_search/{wer-summary-DEV-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ wer-summary-dev-beam_size_4-epoch-29-avg-19-beam-4.txt} +1 -1
  26. log/modified_beam_search/{wer-summary-TEST-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ wer-summary-test-beam_size_4-epoch-29-avg-19-beam-4.txt} +1 -1
log/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 β†’ errs-dev-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} RENAMED
The diff for this file is too large to render. See raw diff
log/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 β†’ errs-test-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} RENAMED
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log/fast_beam_search/log-decode-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8-2022-05-15-17-56-10 DELETED
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- 2022-05-15 17:56:10,717 INFO [decode.py:475] Decoding started
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- 2022-05-15 17:56:10,718 INFO [decode.py:481] Device: cuda:0
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- 2022-05-15 17:56:10,792 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
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- 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}
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- 2022-05-15 17:56:10,803 INFO [decode.py:489] About to create model
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- 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']
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- 2022-05-15 17:56:52,561 INFO [decode.py:524] Number of model parameters: 85713735
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- 2022-05-15 17:56:52,564 INFO [asr_datamodule.py:339] About to create dev dataset
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- 2022-05-15 17:57:01,820 INFO [asr_datamodule.py:360] About to create dev dataloader
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- 2022-05-15 17:57:28,572 INFO [decode.py:395] batch 0/?, cuts processed until now is 99
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- 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
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- 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 ]
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- 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
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- For DEV, WER of different settings are:
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- beam_4_max_contexts_4_max_states_8 5.29 best for DEV
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- 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
905
- 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 ]
906
- 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
907
- 2022-05-15 19:25:35,734 INFO [decode.py:442]
908
- For TEST, WER of different settings are:
909
- beam_4_max_contexts_4_max_states_8 6.33 best for TEST
910
-
911
- 2022-05-15 19:25:35,734 INFO [decode.py:599] Done!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
log/fast_beam_search/log-decode-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8-2022-05-17-09-55-47 ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2022-05-17 09:55:47,388 INFO [decode.py:472] Decoding started
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+ 2022-05-17 09:55:47,388 INFO [decode.py:478] Device: cuda:0
3
+ 2022-05-17 09:55:47,462 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 2022-05-17 09:55:47,472 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': '1.15.1', '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.de75634.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': '822fe21-clean', 'icefall-git-date': 'Tue May 17 09:38:25 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.de75634.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-1-0307195509-54c966b95f-rtpfq', 'IP address': '10.177.22.9'}, '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': 600, '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}
5
+ 2022-05-17 09:55:47,473 INFO [decode.py:486] About to create model
6
+ 2022-05-17 09:55:47,977 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']
7
+ 2022-05-17 09:56:07,724 INFO [decode.py:521] Number of model parameters: 85713735
8
+ 2022-05-17 09:56:07,727 INFO [asr_datamodule.py:340] About to create dev dataset
9
+ 2022-05-17 09:56:10,041 INFO [asr_datamodule.py:361] About to create dev dataloader
10
+ 2022-05-17 09:56:17,254 INFO [decode.py:392] batch 0/?, cuts processed until now is 173
11
+ 2022-05-17 09:57:03,617 INFO [decode.py:392] batch 50/?, cuts processed until now is 9785
12
+ 2022-05-17 09:57:50,859 INFO [decode.py:392] batch 100/?, cuts processed until now is 19629
13
+ 2022-05-17 09:58:11,654 INFO [decode.py:409] 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
14
+ 2022-05-17 09:58:11,977 INFO [utils.py:406] [dev-beam_4_max_contexts_4_max_states_8] %WER 5.30% [12429 / 234524, 1042 ins, 1555 del, 9832 sub ]
15
+ 2022-05-17 09:58:12,716 INFO [decode.py:422] 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
16
+ 2022-05-17 09:58:12,716 INFO [decode.py:439]
17
+ For dev, WER of different settings are:
18
+ beam_4_max_contexts_4_max_states_8 5.3 best for dev
19
+
20
+ 2022-05-17 09:58:17,371 INFO [decode.py:392] batch 0/?, cuts processed until now is 173
21
+ 2022-05-17 09:59:04,630 INFO [decode.py:392] batch 50/?, cuts processed until now is 9827
22
+ 2022-05-17 09:59:51,552 INFO [decode.py:392] batch 100/?, cuts processed until now is 19296
23
+ 2022-05-17 10:00:40,314 INFO [decode.py:392] batch 150/?, cuts processed until now is 28710
24
+ 2022-05-17 10:01:27,617 INFO [decode.py:392] batch 200/?, cuts processed until now is 39188
25
+ 2022-05-17 10:02:06,851 INFO [decode.py:392] batch 250/?, cuts processed until now is 48043
26
+ 2022-05-17 10:02:08,551 INFO [decode.py:409] 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
27
+ 2022-05-17 10:02:09,121 INFO [utils.py:406] [test-beam_4_max_contexts_4_max_states_8] %WER 6.34% [29727 / 468933, 2306 ins, 3518 del, 23903 sub ]
28
+ 2022-05-17 10:02:10,566 INFO [decode.py:422] 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
29
+ 2022-05-17 10:02:10,567 INFO [decode.py:439]
30
+ For test, WER of different settings are:
31
+ beam_4_max_contexts_4_max_states_8 6.34 best for test
32
+
33
+ 2022-05-17 10:02:10,567 INFO [decode.py:596] Done!
log/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 β†’ recogs-dev-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} RENAMED
The diff for this file is too large to render. See raw diff
log/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 β†’ recogs-test-beam_4_max_contexts_4_max_states_8-epoch-29-avg-19-beam-4-max-contexts-4-max-states-8.txt} RENAMED
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1
+ settings WER
2
+ beam_4_max_contexts_4_max_states_8 6.34
log/greedy_search/{errs-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ errs-dev-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} RENAMED
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log/greedy_search/{errs-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ errs-test-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} RENAMED
The diff for this file is too large to render. See raw diff
log/greedy_search/log-decode-epoch-29-avg-19-context-2-max-sym-per-frame-1-2022-05-14-01-48-25 DELETED
@@ -1,47 +0,0 @@
1
- 2022-05-14 01:48:25,246 INFO [decode.py:472] Decoding started
2
- 2022-05-14 01:48:25,247 INFO [decode.py:478] Device: cuda:0
3
- 2022-05-14 01:48:25,341 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
- 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}
5
- 2022-05-14 01:48:25,359 INFO [decode.py:486] About to create model
6
- 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']
7
- 2022-05-14 01:48:53,282 INFO [decode.py:521] Number of model parameters: 85713735
8
- 2022-05-14 01:48:53,314 INFO [asr_datamodule.py:339] About to create dev dataset
9
- 2022-05-14 01:49:00,875 INFO [asr_datamodule.py:360] About to create dev dataloader
10
- 2022-05-14 01:49:18,611 INFO [decode.py:392] batch 0/?, cuts processed until now is 79
11
- 2022-05-14 01:49:38,561 INFO [decode.py:392] batch 100/?, cuts processed until now is 7100
12
- 2022-05-14 01:49:58,182 INFO [decode.py:392] batch 200/?, cuts processed until now is 14137
13
- 2022-05-14 01:50:18,172 INFO [decode.py:392] batch 300/?, cuts processed until now is 20977
14
- 2022-05-14 01:50:37,874 INFO [decode.py:392] batch 400/?, cuts processed until now is 27843
15
- 2022-05-14 01:50:58,180 INFO [decode.py:392] batch 500/?, cuts processed until now is 34729
16
- 2022-05-14 01:51:18,013 INFO [decode.py:392] batch 600/?, cuts processed until now is 40953
17
- 2022-05-14 01:51:38,003 INFO [decode.py:392] batch 700/?, cuts processed until now is 46618
18
- 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
19
- 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 ]
20
- 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
21
- 2022-05-14 01:51:50,130 INFO [decode.py:439]
22
- For DEV, WER of different settings are:
23
- greedy_search 5.53 best for DEV
24
-
25
- 2022-05-14 01:51:50,813 INFO [decode.py:392] batch 0/?, cuts processed until now is 80
26
- 2022-05-14 01:52:11,049 INFO [decode.py:392] batch 100/?, cuts processed until now is 7101
27
- 2022-05-14 01:52:30,901 INFO [decode.py:392] batch 200/?, cuts processed until now is 14085
28
- 2022-05-14 01:52:52,057 INFO [decode.py:392] batch 300/?, cuts processed until now is 20764
29
- 2022-05-14 01:53:12,187 INFO [decode.py:392] batch 400/?, cuts processed until now is 27515
30
- 2022-05-14 01:53:31,853 INFO [decode.py:392] batch 500/?, cuts processed until now is 34734
31
- 2022-05-14 01:53:52,759 INFO [decode.py:392] batch 600/?, cuts processed until now is 40978
32
- 2022-05-14 01:54:12,380 INFO [decode.py:392] batch 700/?, cuts processed until now is 48159
33
- 2022-05-14 01:54:32,010 INFO [decode.py:392] batch 800/?, cuts processed until now is 55147
34
- 2022-05-14 01:54:52,025 INFO [decode.py:392] batch 900/?, cuts processed until now is 62826
35
- 2022-05-14 01:55:11,600 INFO [decode.py:392] batch 1000/?, cuts processed until now is 69627
36
- 2022-05-14 01:55:31,447 INFO [decode.py:392] batch 1100/?, cuts processed until now is 76305
37
- 2022-05-14 01:55:51,900 INFO [decode.py:392] batch 1200/?, cuts processed until now is 82216
38
- 2022-05-14 01:56:12,317 INFO [decode.py:392] batch 1300/?, cuts processed until now is 88091
39
- 2022-05-14 01:56:32,882 INFO [decode.py:392] batch 1400/?, cuts processed until now is 93350
40
- 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
41
- 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 ]
42
- 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
43
- 2022-05-14 01:56:53,591 INFO [decode.py:439]
44
- For TEST, WER of different settings are:
45
- greedy_search 6.59 best for TEST
46
-
47
- 2022-05-14 01:56:53,591 INFO [decode.py:596] Done!
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
log/greedy_search/log-decode-epoch-29-avg-19-context-2-max-sym-per-frame-1-2022-05-17-09-48-50 ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2022-05-17 09:48:50,718 INFO [decode.py:472] Decoding started
2
+ 2022-05-17 09:48:50,719 INFO [decode.py:478] Device: cuda:0
3
+ 2022-05-17 09:48:50,791 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 2022-05-17 09:48:50,801 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': '1.15.1', '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.de75634.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': '822fe21-clean', 'icefall-git-date': 'Tue May 17 09:38:25 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.de75634.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-1-0307195509-54c966b95f-rtpfq', 'IP address': '10.177.22.9'}, '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': 600, '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}
5
+ 2022-05-17 09:48:50,802 INFO [decode.py:486] About to create model
6
+ 2022-05-17 09:48:51,281 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']
7
+ 2022-05-17 09:49:10,812 INFO [decode.py:521] Number of model parameters: 85713735
8
+ 2022-05-17 09:49:10,815 INFO [asr_datamodule.py:340] About to create dev dataset
9
+ 2022-05-17 09:49:13,101 INFO [asr_datamodule.py:361] About to create dev dataloader
10
+ 2022-05-17 09:49:19,714 INFO [decode.py:392] batch 0/?, cuts processed until now is 173
11
+ 2022-05-17 09:50:07,609 INFO [decode.py:392] batch 100/?, cuts processed until now is 19629
12
+ 2022-05-17 09:50:18,025 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
13
+ 2022-05-17 09:50:18,310 INFO [utils.py:406] [dev-greedy_search] %WER 5.53% [12975 / 234524, 1170 ins, 1487 del, 10318 sub ]
14
+ 2022-05-17 09:50:19,057 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
15
+ 2022-05-17 09:50:19,057 INFO [decode.py:439]
16
+ For dev, WER of different settings are:
17
+ greedy_search 5.53 best for dev
18
+
19
+ 2022-05-17 09:50:23,412 INFO [decode.py:392] batch 0/?, cuts processed until now is 173
20
+ 2022-05-17 09:51:11,589 INFO [decode.py:392] batch 100/?, cuts processed until now is 19296
21
+ 2022-05-17 09:52:00,302 INFO [decode.py:392] batch 200/?, cuts processed until now is 39188
22
+ 2022-05-17 09:52:21,033 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
23
+ 2022-05-17 09:52:21,653 INFO [utils.py:406] [test-greedy_search] %WER 6.59% [30905 / 468933, 2533 ins, 3290 del, 25082 sub ]
24
+ 2022-05-17 09:52:23,247 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
25
+ 2022-05-17 09:52:23,248 INFO [decode.py:439]
26
+ For test, WER of different settings are:
27
+ greedy_search 6.59 best for test
28
+
29
+ 2022-05-17 09:52:23,248 INFO [decode.py:596] Done!
log/greedy_search/{recogs-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ recogs-dev-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} RENAMED
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log/greedy_search/{recogs-TEST-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ recogs-test-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} RENAMED
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log/greedy_search/{wer-summary-DEV-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt β†’ wer-summary-dev-greedy_search-epoch-29-avg-19-context-2-max-sym-per-frame-1.txt} RENAMED
File without changes
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File without changes
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log/modified_beam_search/{errs-TEST-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ errs-test-beam_size_4-epoch-29-avg-19-beam-4.txt} RENAMED
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log/modified_beam_search/log-decode-epoch-29-avg-19-beam-4-2022-05-17-10-06-38 ADDED
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1
+ 2022-05-17 10:06:38,983 INFO [decode.py:472] Decoding started
2
+ 2022-05-17 10:06:38,983 INFO [decode.py:478] Device: cuda:0
3
+ 2022-05-17 10:06:39,059 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 2022-05-17 10:06:39,070 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': '1.15.1', '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.de75634.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': '822fe21-clean', 'icefall-git-date': 'Tue May 17 09:38:25 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.de75634.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-1-0307195509-54c966b95f-rtpfq', 'IP address': '10.177.22.9'}, 'epoch': 29, 'batch': None, 'avg': 19, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'modified_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': 600, '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/modified_beam_search'), 'suffix': 'epoch-29-avg-19-beam-4', 'blank_id': 0, 'vocab_size': 3945}
5
+ 2022-05-17 10:06:39,070 INFO [decode.py:486] About to create model
6
+ 2022-05-17 10:06:39,552 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']
7
+ 2022-05-17 10:06:59,064 INFO [decode.py:521] Number of model parameters: 85713735
8
+ 2022-05-17 10:06:59,066 INFO [asr_datamodule.py:340] About to create dev dataset
9
+ 2022-05-17 10:07:01,364 INFO [asr_datamodule.py:361] About to create dev dataloader
10
+ 2022-05-17 10:07:12,577 INFO [decode.py:392] batch 0/?, cuts processed until now is 173
11
+ 2022-05-17 10:11:19,077 INFO [decode.py:392] batch 50/?, cuts processed until now is 9785
12
+ 2022-05-17 10:15:26,323 INFO [decode.py:392] batch 100/?, cuts processed until now is 19629
13
+ 2022-05-17 10:17:09,780 INFO [decode.py:409] The transcripts are stored in pruned_transducer_stateless2/exp/modified_beam_search/recogs-dev-beam_size_4-epoch-29-avg-19-beam-4.txt
14
+ 2022-05-17 10:17:10,082 INFO [utils.py:406] [dev-beam_size_4] %WER 5.27% [12364 / 234524, 1248 ins, 1302 del, 9814 sub ]
15
+ 2022-05-17 10:17:10,838 INFO [decode.py:422] Wrote detailed error stats to pruned_transducer_stateless2/exp/modified_beam_search/errs-dev-beam_size_4-epoch-29-avg-19-beam-4.txt
16
+ 2022-05-17 10:17:10,838 INFO [decode.py:439]
17
+ For dev, WER of different settings are:
18
+ beam_size_4 5.27 best for dev
19
+
20
+ 2022-05-17 10:17:19,775 INFO [decode.py:392] batch 0/?, cuts processed until now is 173
21
+ 2022-05-17 10:21:31,805 INFO [decode.py:392] batch 50/?, cuts processed until now is 9827
22
+ 2022-05-17 10:25:41,999 INFO [decode.py:392] batch 100/?, cuts processed until now is 19296
23
+ 2022-05-17 10:29:54,399 INFO [decode.py:392] batch 150/?, cuts processed until now is 28710
24
+ 2022-05-17 10:34:04,324 INFO [decode.py:392] batch 200/?, cuts processed until now is 39188
25
+ 2022-05-17 10:37:25,134 INFO [decode.py:392] batch 250/?, cuts processed until now is 48043
26
+ 2022-05-17 10:37:29,758 INFO [decode.py:409] The transcripts are stored in pruned_transducer_stateless2/exp/modified_beam_search/recogs-test-beam_size_4-epoch-29-avg-19-beam-4.txt
27
+ 2022-05-17 10:37:30,441 INFO [utils.py:406] [test-beam_size_4] %WER 6.33% [29664 / 468933, 2755 ins, 2837 del, 24072 sub ]
28
+ 2022-05-17 10:37:31,925 INFO [decode.py:422] Wrote detailed error stats to pruned_transducer_stateless2/exp/modified_beam_search/errs-test-beam_size_4-epoch-29-avg-19-beam-4.txt
29
+ 2022-05-17 10:37:31,926 INFO [decode.py:439]
30
+ For test, WER of different settings are:
31
+ beam_size_4 6.33 best for test
32
+
33
+ 2022-05-17 10:37:31,926 INFO [decode.py:596] Done!
log/modified_beam_search/{recogs-DEV-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ recogs-dev-beam_size_4-epoch-29-avg-19-beam-4.txt} RENAMED
The diff for this file is too large to render. See raw diff
log/modified_beam_search/{recogs-TEST-beam_size_4-epoch-29-avg-19-beam-4.txt β†’ recogs-test-beam_size_4-epoch-29-avg-19-beam-4.txt} RENAMED
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- beam_size_4 5.28
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- beam_size_4 6.32
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