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icefall_asr_wenetspeech_pruned_transducer_stateless2

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add other decoding methods

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  1. README.md +4 -1
  2. data/lang_char/LG.pt +3 -0
  3. data/lang_char/words.txt +3 -0
  4. log/fast_beam_search_nbest/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  5. log/fast_beam_search_nbest/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  6. log/fast_beam_search_nbest/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  7. log/fast_beam_search_nbest/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-16-24-35 +248 -0
  8. log/fast_beam_search_nbest/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  9. log/fast_beam_search_nbest/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  10. log/fast_beam_search_nbest/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  11. log/fast_beam_search_nbest/wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  12. log/fast_beam_search_nbest/wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  13. log/fast_beam_search_nbest/wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  14. log/fast_beam_search_nbest_LG/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  15. log/fast_beam_search_nbest_LG/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  16. log/fast_beam_search_nbest_LG/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  17. log/fast_beam_search_nbest_LG/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-42-43 +6 -0
  18. log/fast_beam_search_nbest_LG/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-44-34 +7 -0
  19. log/fast_beam_search_nbest_LG/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-45-37 +249 -0
  20. log/fast_beam_search_nbest_LG/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  21. log/fast_beam_search_nbest_LG/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  22. log/fast_beam_search_nbest_LG/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  23. log/fast_beam_search_nbest_LG/wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  24. log/fast_beam_search_nbest_LG/wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  25. log/fast_beam_search_nbest_LG/wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  26. log/fast_beam_search_nbest_oracle/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  27. log/fast_beam_search_nbest_oracle/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  28. log/fast_beam_search_nbest_oracle/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  29. log/fast_beam_search_nbest_oracle/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-25-34 +248 -0
  30. log/fast_beam_search_nbest_oracle/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  31. log/fast_beam_search_nbest_oracle/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  32. log/fast_beam_search_nbest_oracle/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +0 -0
  33. log/fast_beam_search_nbest_oracle/wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  34. log/fast_beam_search_nbest_oracle/wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
  35. log/fast_beam_search_nbest_oracle/wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt +2 -0
README.md CHANGED
@@ -39,4 +39,7 @@ The WERs are
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  |------------------------------------|-------|----------|--------------|------------------------------------------|
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  | greedy search | 7.80 | 8.75 | 13.49 | --epoch 10, --avg 2, --max-duration 100 |
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  | modified beam search (beam size 4) | 7.76 | 8.71 | 13.41 | --epoch 10, --avg 2, --max-duration 100 |
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- | fast beam search (set as default) | 7.94 | 8.74 | 13.80 | --epoch 10, --avg 2, --max-duration 1500 |
 
 
 
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  |------------------------------------|-------|----------|--------------|------------------------------------------|
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  | greedy search | 7.80 | 8.75 | 13.49 | --epoch 10, --avg 2, --max-duration 100 |
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  | modified beam search (beam size 4) | 7.76 | 8.71 | 13.41 | --epoch 10, --avg 2, --max-duration 100 |
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+ | fast beam search (1best) | 7.94 | 8.74 | 13.80 | --epoch 10, --avg 2, --max-duration 1500 |
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+ | fast beam search (nbest) | 9.82 | 10.98 | 16.37 | --epoch 10, --avg 2, --max-duration 600 |
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+ | fast beam search (nbest oracle) | 6.88 | 7.18 | 11.77 | --epoch 10, --avg 2, --max-duration 600 |
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+ | fast beam search (nbest LG) | 14.94 | 16.14 | 22.93 | --epoch 10, --avg 2, --max-duration 600 |
data/lang_char/LG.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:cae83c464d1d59b066ec8aab924b722aa25a49a2d5f875c4806d07fdddc58dd6
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+ size 3421913187
data/lang_char/words.txt CHANGED
@@ -644272,3 +644272,6 @@ ZSU 195
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  座钟 644271
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  座子 644272
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  座座 644273
 
 
 
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  座钟 644271
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  座子 644272
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  座座 644273
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+ #0 644274
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+ <s> 644275
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+ </s> 644276
log/fast_beam_search_nbest/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-16-24-35 ADDED
@@ -0,0 +1,248 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2022-07-18 16:24:35,506 INFO [decode.py:586] Decoding started
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+ 2022-07-18 16:24:35,507 INFO [decode.py:592] Device: cuda:0
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+ 2022-07-18 16:24:37,070 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
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+ 2022-07-18 16:24:37,181 INFO [decode.py:598] {'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, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, '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': '1.5.0.dev+git.7cce647.dirty', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'add-LG-decoding-method-for-pruned-rnnt2', 'icefall-git-sha1': 'ffca1ae-dirty', 'icefall-git-date': 'Fri Jul 15 10:32:54 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-1.5.0.dev0+git.7cce647.dirty-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0616225511-78bf4545d8-tv52r', 'IP address': '10.177.77.9'}, 'epoch': 10, 'batch': None, 'avg': 2, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'fast_beam_search_nbest', 'beam_size': 4, 'beam': 20.0, 'max_contexts': 8, 'max_states': 64, 'context_size': 2, 'max_sym_per_frame': 1, 'num_paths': 200, 'nbest_scale': 0.5, '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, 'training_subset': 'L', 'res_dir': PosixPath('pruned_transducer_stateless2/exp/fast_beam_search_nbest'), 'suffix': 'epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64', 'blank_id': 0, 'vocab_size': 5537}
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+ 2022-07-18 16:24:37,182 INFO [decode.py:600] About to create model
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+ 2022-07-18 16:24:38,065 INFO [decode.py:621] averaging ['pruned_transducer_stateless2/exp/epoch-9.pt', 'pruned_transducer_stateless2/exp/epoch-10.pt']
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+ 2022-07-18 16:24:46,387 INFO [decode.py:645] Number of model parameters: 88978927
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+ 2022-07-18 16:24:46,396 INFO [asr_datamodule.py:347] About to create dev dataset
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+ 2022-07-18 16:24:52,757 INFO [asr_datamodule.py:368] About to create dev dataloader
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+ 2022-07-18 16:25:33,597 INFO [decode.py:503] batch 0/?, cuts processed until now is 79
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+ 2022-07-18 17:09:21,033 INFO [decode.py:520] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 17:09:21,639 INFO [utils.py:410] [DEV-beam_size_4] %WER 9.82% [32449 / 330498, 8560 ins, 9075 del, 14814 sub ]
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+ 2022-07-18 17:09:23,168 INFO [decode.py:533] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 17:09:23,169 INFO [decode.py:550]
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+ For DEV, WER of different settings are:
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+ beam_size_4 9.82 best for DEV
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+
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+ 2022-07-18 17:49:27,767 INFO [decode.py:503] batch 174/?, cuts processed until now is 24763
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+ 2022-07-18 17:49:35,399 INFO [decode.py:520] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 17:49:36,174 INFO [utils.py:410] [TEST_NET-beam_size_4] %WER 10.98% [45634 / 415747, 11785 ins, 7769 del, 26080 sub ]
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+ 2022-07-18 17:49:38,052 INFO [decode.py:533] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 17:49:38,053 INFO [decode.py:550]
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+ For TEST_NET, WER of different settings are:
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+ beam_size_4 10.98 best for TEST_NET
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+
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+ 2022-07-18 18:21:17,226 INFO [decode.py:520] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 18:21:17,610 INFO [utils.py:410] [TEST_MEETING-beam_size_4] %WER 16.37% [36083 / 220385, 8247 ins, 12473 del, 15363 sub ]
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+ 2022-07-18 18:21:18,705 INFO [decode.py:533] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 18:21:18,706 INFO [decode.py:550]
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+ For TEST_MEETING, WER of different settings are:
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+ beam_size_4 16.37 best for TEST_MEETING
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+
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+ 2022-07-18 18:21:18,706 INFO [decode.py:744] Done!
log/fast_beam_search_nbest/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest/wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 9.82
log/fast_beam_search_nbest/wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 16.37
log/fast_beam_search_nbest/wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 10.98
log/fast_beam_search_nbest_LG/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_LG/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_LG/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_LG/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-42-43 ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
1
+ 2022-07-18 19:42:43,958 INFO [decode.py:590] Decoding started
2
+ 2022-07-18 19:42:43,958 INFO [decode.py:596] Device: cuda:0
3
+ 2022-07-18 19:42:45,367 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 2022-07-18 19:42:45,471 INFO [decode.py:607] {'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, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, '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': '1.5.0.dev+git.7cce647.dirty', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'add-LG-decoding-method-for-pruned-rnnt2', 'icefall-git-sha1': 'ffca1ae-dirty', 'icefall-git-date': 'Fri Jul 15 10:32:54 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-1.5.0.dev0+git.7cce647.dirty-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0616225511-78bf4545d8-tv52r', 'IP address': '10.177.77.9'}, 'epoch': 10, 'batch': None, 'avg': 2, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'fast_beam_search_nbest_LG', 'beam_size': 4, 'beam': 20.0, 'max_contexts': 8, 'max_states': 64, 'context_size': 2, 'max_sym_per_frame': 1, 'num_paths': 200, 'nbest_scale': 0.5, '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, 'training_subset': 'L', 'res_dir': PosixPath('pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG'), 'suffix': 'epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64', 'blank_id': 0, 'vocab_size': 5537}
5
+ 2022-07-18 19:42:45,471 INFO [decode.py:609] About to create model
6
+ 2022-07-18 19:42:46,166 INFO [decode.py:630] averaging ['pruned_transducer_stateless2/exp/epoch-9.pt', 'pruned_transducer_stateless2/exp/epoch-10.pt']
log/fast_beam_search_nbest_LG/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-44-34 ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
1
+ 2022-07-18 19:44:34,533 INFO [decode.py:590] Decoding started
2
+ 2022-07-18 19:44:34,533 INFO [decode.py:596] Device: cuda:0
3
+ 2022-07-18 19:44:36,055 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 2022-07-18 19:44:36,157 INFO [decode.py:607] {'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, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, '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': '1.5.0.dev+git.7cce647.dirty', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'add-LG-decoding-method-for-pruned-rnnt2', 'icefall-git-sha1': 'ffca1ae-dirty', 'icefall-git-date': 'Fri Jul 15 10:32:54 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-1.5.0.dev0+git.7cce647.dirty-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0616225511-78bf4545d8-tv52r', 'IP address': '10.177.77.9'}, 'epoch': 10, 'batch': None, 'avg': 2, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'fast_beam_search_nbest_LG', 'beam_size': 4, 'beam': 20.0, 'max_contexts': 8, 'max_states': 64, 'context_size': 2, 'max_sym_per_frame': 1, 'num_paths': 200, 'nbest_scale': 0.5, '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, 'training_subset': 'L', 'res_dir': PosixPath('pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG'), 'suffix': 'epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64', 'blank_id': 0, 'vocab_size': 5537}
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+ 2022-07-18 19:44:36,157 INFO [decode.py:609] About to create model
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+ 2022-07-18 19:44:36,855 INFO [decode.py:630] averaging ['pruned_transducer_stateless2/exp/epoch-9.pt', 'pruned_transducer_stateless2/exp/epoch-10.pt']
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+ 2022-07-18 19:44:43,670 INFO [decode.py:641] Loading data/lang_char/LG.pt
log/fast_beam_search_nbest_LG/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-45-37 ADDED
@@ -0,0 +1,249 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2022-07-18 19:45:37,355 INFO [decode.py:600] Decoding started
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+ 2022-07-18 19:45:37,355 INFO [decode.py:606] Device: cuda:0
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+ 2022-07-18 19:45:38,666 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
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+ 2022-07-18 19:45:38,758 INFO [decode.py:617] {'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, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, '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': '1.5.0.dev+git.7cce647.dirty', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'add-LG-decoding-method-for-pruned-rnnt2', 'icefall-git-sha1': 'ffca1ae-dirty', 'icefall-git-date': 'Fri Jul 15 10:32:54 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-1.5.0.dev0+git.7cce647.dirty-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0616225511-78bf4545d8-tv52r', 'IP address': '10.177.77.9'}, 'epoch': 10, 'batch': None, 'avg': 2, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'fast_beam_search_nbest_LG', 'beam_size': 4, 'beam': 20.0, 'ngram_lm_scale': 0.01, 'max_contexts': 8, 'max_states': 64, 'context_size': 2, 'max_sym_per_frame': 1, 'num_paths': 200, 'nbest_scale': 0.5, '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, 'training_subset': 'L', 'res_dir': PosixPath('pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG'), 'suffix': 'epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64', 'blank_id': 0, 'vocab_size': 5537}
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+ 2022-07-18 19:45:38,759 INFO [decode.py:619] About to create model
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+ 2022-07-18 19:45:39,389 INFO [decode.py:640] averaging ['pruned_transducer_stateless2/exp/epoch-9.pt', 'pruned_transducer_stateless2/exp/epoch-10.pt']
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+ 2022-07-18 19:45:46,048 INFO [decode.py:651] Loading data/lang_char/LG.pt
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+ 2022-07-18 19:45:50,501 INFO [decode.py:664] Number of model parameters: 88978927
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+ 2022-07-18 19:45:50,506 INFO [asr_datamodule.py:347] About to create dev dataset
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+ 2022-07-18 19:45:55,000 INFO [asr_datamodule.py:368] About to create dev dataloader
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+ 2022-07-18 19:46:15,764 INFO [decode.py:517] batch 0/?, cuts processed until now is 79
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+ 2022-07-18 19:58:02,127 INFO [decode.py:517] batch 140/?, cuts processed until now is 13811
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+ 2022-07-18 19:58:03,550 INFO [decode.py:534] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:58:04,225 INFO [utils.py:410] [DEV-beam_size_4] %WER 14.94% [49377 / 330498, 25623 ins, 7810 del, 15944 sub ]
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+ 2022-07-18 19:58:05,761 INFO [decode.py:547] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:58:05,762 INFO [decode.py:564]
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+ For DEV, WER of different settings are:
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+ beam_size_4 14.94 best for DEV
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+
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+ 2022-07-18 20:11:48,370 INFO [decode.py:534] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 20:11:49,134 INFO [utils.py:410] [TEST_NET-beam_size_4] %WER 16.14% [67111 / 415747, 32552 ins, 7765 del, 26794 sub ]
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+ 2022-07-18 20:11:51,534 INFO [decode.py:547] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 20:11:51,535 INFO [decode.py:564]
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+ For TEST_NET, WER of different settings are:
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+ beam_size_4 16.14 best for TEST_NET
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+
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+ 2022-07-18 20:23:28,275 INFO [decode.py:534] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 20:23:28,625 INFO [utils.py:410] [TEST_MEETING-beam_size_4] %WER 22.93% [50533 / 220385, 24125 ins, 8997 del, 17411 sub ]
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+ 2022-07-18 20:23:29,685 INFO [decode.py:547] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest_LG/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 20:23:29,686 INFO [decode.py:564]
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+ For TEST_MEETING, WER of different settings are:
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+ beam_size_4 22.93 best for TEST_MEETING
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+
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+ 2022-07-18 20:23:29,686 INFO [decode.py:764] Done!
log/fast_beam_search_nbest_LG/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_LG/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_LG/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_LG/wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 14.94
log/fast_beam_search_nbest_LG/wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 22.93
log/fast_beam_search_nbest_LG/wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 16.14
log/fast_beam_search_nbest_oracle/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_oracle/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_oracle/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_oracle/log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-2022-07-18-19-25-34 ADDED
@@ -0,0 +1,248 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2022-07-18 19:25:34,655 INFO [decode.py:590] Decoding started
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+ 2022-07-18 19:25:34,655 INFO [decode.py:596] Device: cuda:0
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+ 2022-07-18 19:25:36,083 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
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+ 2022-07-18 19:25:36,182 INFO [decode.py:607] {'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, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, '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': '1.5.0.dev+git.7cce647.dirty', 'torch-version': '1.11.0', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'add-LG-decoding-method-for-pruned-rnnt2', 'icefall-git-sha1': 'ffca1ae-dirty', 'icefall-git-date': 'Fri Jul 15 10:32:54 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-1.5.0.dev0+git.7cce647.dirty-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0616225511-78bf4545d8-tv52r', 'IP address': '10.177.77.9'}, 'epoch': 10, 'batch': None, 'avg': 2, 'avg_last_n': 0, 'exp_dir': PosixPath('pruned_transducer_stateless2/exp'), 'lang_dir': 'data/lang_char', 'decoding_method': 'fast_beam_search_nbest_oracle', 'beam_size': 4, 'beam': 20.0, 'max_contexts': 8, 'max_states': 64, 'context_size': 2, 'max_sym_per_frame': 1, 'num_paths': 200, 'nbest_scale': 0.5, '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, 'training_subset': 'L', 'res_dir': PosixPath('pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle'), 'suffix': 'epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64', 'blank_id': 0, 'vocab_size': 5537}
5
+ 2022-07-18 19:25:36,183 INFO [decode.py:609] About to create model
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+ 2022-07-18 19:25:36,805 INFO [decode.py:630] averaging ['pruned_transducer_stateless2/exp/epoch-9.pt', 'pruned_transducer_stateless2/exp/epoch-10.pt']
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+ 2022-07-18 19:25:43,292 INFO [decode.py:654] Number of model parameters: 88978927
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+ 2022-07-18 19:25:43,297 INFO [asr_datamodule.py:347] About to create dev dataset
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+ 2022-07-18 19:25:47,699 INFO [asr_datamodule.py:368] About to create dev dataloader
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+ 2022-07-18 19:30:45,881 INFO [decode.py:524] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:30:46,356 INFO [utils.py:410] [DEV-beam_size_4] %WER 6.88% [22750 / 330498, 8267 ins, 5375 del, 9108 sub ]
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+ 2022-07-18 19:30:47,745 INFO [decode.py:537] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle/errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:30:47,746 INFO [decode.py:554]
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+ For DEV, WER of different settings are:
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+ beam_size_4 6.88 best for DEV
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+
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+ 2022-07-18 19:37:07,155 INFO [decode.py:524] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:37:07,766 INFO [utils.py:410] [TEST_NET-beam_size_4] %WER 7.18% [29851 / 415747, 10875 ins, 4279 del, 14697 sub ]
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+ 2022-07-18 19:37:09,353 INFO [decode.py:537] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle/errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:37:09,354 INFO [decode.py:554]
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+ For TEST_NET, WER of different settings are:
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+ beam_size_4 7.18 best for TEST_NET
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+
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+ 2022-07-18 19:37:16,407 INFO [decode.py:507] batch 0/?, cuts processed until now is 56
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+ 2022-07-18 19:41:39,274 INFO [decode.py:524] The transcripts are stored in pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
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+ 2022-07-18 19:41:39,582 INFO [utils.py:410] [TEST_MEETING-beam_size_4] %WER 11.77% [25932 / 220385, 7948 ins, 7275 del, 10709 sub ]
243
+ 2022-07-18 19:41:40,405 INFO [decode.py:537] Wrote detailed error stats to pruned_transducer_stateless2/exp/fast_beam_search_nbest_oracle/errs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt
244
+ 2022-07-18 19:41:40,406 INFO [decode.py:554]
245
+ For TEST_MEETING, WER of different settings are:
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+ beam_size_4 11.77 best for TEST_MEETING
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+
248
+ 2022-07-18 19:41:40,406 INFO [decode.py:754] Done!
log/fast_beam_search_nbest_oracle/recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_oracle/recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_oracle/recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
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log/fast_beam_search_nbest_oracle/wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 6.88
log/fast_beam_search_nbest_oracle/wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 11.77
log/fast_beam_search_nbest_oracle/wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64.txt ADDED
@@ -0,0 +1,2 @@
 
 
1
+ settings WER
2
+ beam_size_4 7.18