Hugging Face's logo

luomingshuang
/
icefall_asr_wenetspeech_pruned_transducer_stateless2

ONNX
Model card Files Community
4
luomingshuang commited on
Commit
27f7823
·
1 Parent(s): 9ce0119

add other decoding methods

Browse files
Files changed (35) hide show
  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
39
  |------------------------------------|-------|----------|--------------|------------------------------------------|
40
  | greedy search | 7.80 | 8.75 | 13.49 | --epoch 10, --avg 2, --max-duration 100 |
41
  | modified beam search (beam size 4) | 7.76 | 8.71 | 13.41 | --epoch 10, --avg 2, --max-duration 100 |
42
- | fast beam search (set as default) | 7.94 | 8.74 | 13.80 | --epoch 10, --avg 2, --max-duration 1500 |
 
 
 
 
39
  |------------------------------------|-------|----------|--------------|------------------------------------------|
40
  | greedy search | 7.80 | 8.75 | 13.49 | --epoch 10, --avg 2, --max-duration 100 |
41
  | modified beam search (beam size 4) | 7.76 | 8.71 | 13.41 | --epoch 10, --avg 2, --max-duration 100 |
42
+ | fast beam search (1best) | 7.94 | 8.74 | 13.80 | --epoch 10, --avg 2, --max-duration 1500 |
43
+ | fast beam search (nbest) | 9.82 | 10.98 | 16.37 | --epoch 10, --avg 2, --max-duration 600 |
44
+ | fast beam search (nbest oracle) | 6.88 | 7.18 | 11.77 | --epoch 10, --avg 2, --max-duration 600 |
45
+ | 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 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cae83c464d1d59b066ec8aab924b722aa25a49a2d5f875c4806d07fdddc58dd6
3
+ size 3421913187
data/lang_char/words.txt CHANGED
@@ -644272,3 +644272,6 @@ ZSU 195
644272
  座钟 644271
644273
  座子 644272
644274
  座座 644273
 
 
 
 
644272
  座钟 644271
644273
  座子 644272
644274
  座座 644273
644275
+ #0 644274
644276
+ <s> 644275
644277
+ </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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2022-07-18 16:24:35,506 INFO [decode.py:586] Decoding started
2
+ 2022-07-18 16:24:35,507 INFO [decode.py:592] Device: cuda:0
3
+ 2022-07-18 16:24:37,070 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 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}
5
+ 2022-07-18 16:24:37,182 INFO [decode.py:600] About to create model
6
+ 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']
7
+ 2022-07-18 16:24:46,387 INFO [decode.py:645] Number of model parameters: 88978927
8
+ 2022-07-18 16:24:46,396 INFO [asr_datamodule.py:347] About to create dev dataset
9
+ 2022-07-18 16:24:52,757 INFO [asr_datamodule.py:368] About to create dev dataloader
10
+ 2022-07-18 16:25:33,597 INFO [decode.py:503] batch 0/?, cuts processed until now is 79
11
+ 2022-07-18 16:26:17,079 INFO [decode.py:503] batch 2/?, cuts processed until now is 236
12
+ 2022-07-18 16:26:51,546 INFO [decode.py:503] batch 4/?, cuts processed until now is 512
13
+ 2022-07-18 16:27:26,850 INFO [decode.py:503] batch 6/?, cuts processed until now is 804
14
+ 2022-07-18 16:28:14,951 INFO [decode.py:503] batch 8/?, cuts processed until now is 966
15
+ 2022-07-18 16:29:00,585 INFO [decode.py:503] batch 10/?, cuts processed until now is 1105
16
+ 2022-07-18 16:29:46,600 INFO [decode.py:503] batch 12/?, cuts processed until now is 1255
17
+ 2022-07-18 16:30:31,482 INFO [decode.py:503] batch 14/?, cuts processed until now is 1428
18
+ 2022-07-18 16:31:15,191 INFO [decode.py:503] batch 16/?, cuts processed until now is 1595
19
+ 2022-07-18 16:31:55,943 INFO [decode.py:503] batch 18/?, cuts processed until now is 1753
20
+ 2022-07-18 16:32:41,188 INFO [decode.py:503] batch 20/?, cuts processed until now is 1899
21
+ 2022-07-18 16:33:24,510 INFO [decode.py:503] batch 22/?, cuts processed until now is 2067
22
+ 2022-07-18 16:34:06,084 INFO [decode.py:503] batch 24/?, cuts processed until now is 2242
23
+ 2022-07-18 16:34:44,798 INFO [decode.py:503] batch 26/?, cuts processed until now is 2435
24
+ 2022-07-18 16:35:23,885 INFO [decode.py:503] batch 28/?, cuts processed until now is 2656
25
+ 2022-07-18 16:36:01,830 INFO [decode.py:503] batch 30/?, cuts processed until now is 2877
26
+ 2022-07-18 16:36:36,775 INFO [decode.py:503] batch 32/?, cuts processed until now is 3156
27
+ 2022-07-18 16:37:17,938 INFO [decode.py:503] batch 34/?, cuts processed until now is 3369
28
+ 2022-07-18 16:38:05,372 INFO [decode.py:503] batch 36/?, cuts processed until now is 3524
29
+ 2022-07-18 16:38:54,401 INFO [decode.py:503] batch 38/?, cuts processed until now is 3686
30
+ 2022-07-18 16:39:42,222 INFO [decode.py:503] batch 40/?, cuts processed until now is 3813
31
+ 2022-07-18 16:40:24,234 INFO [decode.py:503] batch 42/?, cuts processed until now is 3999
32
+ 2022-07-18 16:41:03,248 INFO [decode.py:503] batch 44/?, cuts processed until now is 4220
33
+ 2022-07-18 16:41:36,406 INFO [decode.py:503] batch 46/?, cuts processed until now is 4468
34
+ 2022-07-18 16:42:05,191 INFO [decode.py:503] batch 48/?, cuts processed until now is 4774
35
+ 2022-07-18 16:42:41,179 INFO [decode.py:503] batch 50/?, cuts processed until now is 5013
36
+ 2022-07-18 16:43:26,291 INFO [decode.py:503] batch 52/?, cuts processed until now is 5171
37
+ 2022-07-18 16:44:10,681 INFO [decode.py:503] batch 54/?, cuts processed until now is 5311
38
+ 2022-07-18 16:44:45,044 INFO [decode.py:503] batch 56/?, cuts processed until now is 5531
39
+ 2022-07-18 16:45:23,054 INFO [decode.py:503] batch 58/?, cuts processed until now is 5770
40
+ 2022-07-18 16:46:08,666 INFO [decode.py:503] batch 60/?, cuts processed until now is 5935
41
+ 2022-07-18 16:46:56,593 INFO [decode.py:503] batch 62/?, cuts processed until now is 6100
42
+ 2022-07-18 16:47:44,154 INFO [decode.py:503] batch 64/?, cuts processed until now is 6246
43
+ 2022-07-18 16:48:26,863 INFO [decode.py:503] batch 66/?, cuts processed until now is 6414
44
+ 2022-07-18 16:49:09,777 INFO [decode.py:503] batch 68/?, cuts processed until now is 6589
45
+ 2022-07-18 16:49:58,622 INFO [decode.py:503] batch 70/?, cuts processed until now is 6728
46
+ 2022-07-18 16:50:49,273 INFO [decode.py:503] batch 72/?, cuts processed until now is 6872
47
+ 2022-07-18 16:51:38,092 INFO [decode.py:503] batch 74/?, cuts processed until now is 7011
48
+ 2022-07-18 16:52:25,784 INFO [decode.py:503] batch 76/?, cuts processed until now is 7173
49
+ 2022-07-18 16:53:00,392 INFO [decode.py:503] batch 78/?, cuts processed until now is 7465
50
+ 2022-07-18 16:53:25,019 INFO [decode.py:503] batch 80/?, cuts processed until now is 7859
51
+ 2022-07-18 16:53:49,926 INFO [decode.py:503] batch 82/?, cuts processed until now is 8209
52
+ 2022-07-18 16:54:30,475 INFO [decode.py:503] batch 84/?, cuts processed until now is 8434
53
+ 2022-07-18 16:55:18,849 INFO [decode.py:503] batch 86/?, cuts processed until now is 8584
54
+ 2022-07-18 16:56:07,267 INFO [decode.py:503] batch 88/?, cuts processed until now is 8722
55
+ 2022-07-18 16:56:58,935 INFO [decode.py:503] batch 90/?, cuts processed until now is 8842
56
+ 2022-07-18 16:57:46,618 INFO [decode.py:503] batch 92/?, cuts processed until now is 8980
57
+ 2022-07-18 16:58:20,584 INFO [decode.py:503] batch 94/?, cuts processed until now is 9255
58
+ 2022-07-18 16:58:56,762 INFO [decode.py:503] batch 96/?, cuts processed until now is 9538
59
+ 2022-07-18 16:59:43,605 INFO [decode.py:503] batch 98/?, cuts processed until now is 9732
60
+ 2022-07-18 17:00:28,046 INFO [decode.py:503] batch 100/?, cuts processed until now is 9966
61
+ 2022-07-18 17:00:59,554 INFO [decode.py:503] batch 102/?, cuts processed until now is 10246
62
+ 2022-07-18 17:01:34,199 INFO [decode.py:503] batch 104/?, cuts processed until now is 10507
63
+ 2022-07-18 17:02:04,762 INFO [decode.py:503] batch 106/?, cuts processed until now is 10812
64
+ 2022-07-18 17:02:35,016 INFO [decode.py:503] batch 108/?, cuts processed until now is 11135
65
+ 2022-07-18 17:03:12,490 INFO [decode.py:503] batch 110/?, cuts processed until now is 11387
66
+ 2022-07-18 17:03:42,331 INFO [decode.py:503] batch 112/?, cuts processed until now is 11710
67
+ 2022-07-18 17:03:59,945 INFO [decode.py:503] batch 114/?, cuts processed until now is 12105
68
+ 2022-07-18 17:04:44,809 INFO [decode.py:503] batch 116/?, cuts processed until now is 12299
69
+ 2022-07-18 17:05:30,737 INFO [decode.py:503] batch 118/?, cuts processed until now is 12493
70
+ 2022-07-18 17:06:13,172 INFO [decode.py:503] batch 120/?, cuts processed until now is 12709
71
+ 2022-07-18 17:06:31,693 INFO [decode.py:503] batch 122/?, cuts processed until now is 12810
72
+ 2022-07-18 17:06:41,228 INFO [decode.py:503] batch 124/?, cuts processed until now is 12832
73
+ 2022-07-18 17:07:08,735 INFO [decode.py:503] batch 126/?, cuts processed until now is 12896
74
+ 2022-07-18 17:07:24,312 INFO [decode.py:503] batch 128/?, cuts processed until now is 13199
75
+ 2022-07-18 17:07:51,099 INFO [decode.py:503] batch 130/?, cuts processed until now is 13322
76
+ 2022-07-18 17:08:07,113 INFO [decode.py:503] batch 132/?, cuts processed until now is 13367
77
+ 2022-07-18 17:08:22,347 INFO [decode.py:503] batch 134/?, cuts processed until now is 13433
78
+ 2022-07-18 17:08:46,509 INFO [decode.py:503] batch 136/?, cuts processed until now is 13522
79
+ 2022-07-18 17:09:05,746 INFO [decode.py:503] batch 138/?, cuts processed until now is 13721
80
+ 2022-07-18 17:09:18,828 INFO [decode.py:503] batch 140/?, cuts processed until now is 13811
81
+ 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
82
+ 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 ]
83
+ 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
84
+ 2022-07-18 17:09:23,169 INFO [decode.py:550]
85
+ For DEV, WER of different settings are:
86
+ beam_size_4 9.82 best for DEV
87
+
88
+ 2022-07-18 17:09:48,921 INFO [decode.py:503] batch 0/?, cuts processed until now is 87
89
+ 2022-07-18 17:10:27,941 INFO [decode.py:503] batch 2/?, cuts processed until now is 261
90
+ 2022-07-18 17:10:52,219 INFO [decode.py:503] batch 4/?, cuts processed until now is 732
91
+ 2022-07-18 17:11:12,823 INFO [decode.py:503] batch 6/?, cuts processed until now is 1232
92
+ 2022-07-18 17:11:48,215 INFO [decode.py:503] batch 8/?, cuts processed until now is 1416
93
+ 2022-07-18 17:12:27,317 INFO [decode.py:503] batch 10/?, cuts processed until now is 1562
94
+ 2022-07-18 17:13:06,074 INFO [decode.py:503] batch 12/?, cuts processed until now is 1728
95
+ 2022-07-18 17:13:42,315 INFO [decode.py:503] batch 14/?, cuts processed until now is 1931
96
+ 2022-07-18 17:14:18,434 INFO [decode.py:503] batch 16/?, cuts processed until now is 2125
97
+ 2022-07-18 17:14:57,114 INFO [decode.py:503] batch 18/?, cuts processed until now is 2301
98
+ 2022-07-18 17:15:29,269 INFO [decode.py:503] batch 20/?, cuts processed until now is 2424
99
+ 2022-07-18 17:15:56,625 INFO [decode.py:503] batch 22/?, cuts processed until now is 2602
100
+ 2022-07-18 17:16:28,753 INFO [decode.py:503] batch 24/?, cuts processed until now is 2817
101
+ 2022-07-18 17:16:56,960 INFO [decode.py:503] batch 26/?, cuts processed until now is 3081
102
+ 2022-07-18 17:17:24,428 INFO [decode.py:503] batch 28/?, cuts processed until now is 3394
103
+ 2022-07-18 17:17:50,754 INFO [decode.py:503] batch 30/?, cuts processed until now is 3707
104
+ 2022-07-18 17:18:10,070 INFO [decode.py:503] batch 32/?, cuts processed until now is 4171
105
+ 2022-07-18 17:18:33,407 INFO [decode.py:503] batch 34/?, cuts processed until now is 4467
106
+ 2022-07-18 17:19:05,277 INFO [decode.py:503] batch 36/?, cuts processed until now is 4610
107
+ 2022-07-18 17:19:40,638 INFO [decode.py:503] batch 38/?, cuts processed until now is 4791
108
+ 2022-07-18 17:20:15,272 INFO [decode.py:503] batch 40/?, cuts processed until now is 4883
109
+ 2022-07-18 17:20:41,310 INFO [decode.py:503] batch 42/?, cuts processed until now is 5108
110
+ 2022-07-18 17:21:07,036 INFO [decode.py:503] batch 44/?, cuts processed until now is 5422
111
+ 2022-07-18 17:21:30,440 INFO [decode.py:503] batch 46/?, cuts processed until now is 5803
112
+ 2022-07-18 17:21:47,053 INFO [decode.py:503] batch 48/?, cuts processed until now is 6335
113
+ 2022-07-18 17:22:14,318 INFO [decode.py:503] batch 50/?, cuts processed until now is 6698
114
+ 2022-07-18 17:22:53,634 INFO [decode.py:503] batch 52/?, cuts processed until now is 6875
115
+ 2022-07-18 17:23:32,643 INFO [decode.py:503] batch 54/?, cuts processed until now is 7021
116
+ 2022-07-18 17:23:59,839 INFO [decode.py:503] batch 56/?, cuts processed until now is 7353
117
+ 2022-07-18 17:24:26,822 INFO [decode.py:503] batch 58/?, cuts processed until now is 7716
118
+ 2022-07-18 17:25:04,848 INFO [decode.py:503] batch 60/?, cuts processed until now is 7900
119
+ 2022-07-18 17:25:41,472 INFO [decode.py:503] batch 62/?, cuts processed until now is 8084
120
+ 2022-07-18 17:26:13,832 INFO [decode.py:503] batch 64/?, cuts processed until now is 8204
121
+ 2022-07-18 17:26:42,002 INFO [decode.py:503] batch 66/?, cuts processed until now is 8381
122
+ 2022-07-18 17:27:12,935 INFO [decode.py:503] batch 68/?, cuts processed until now is 8596
123
+ 2022-07-18 17:27:51,649 INFO [decode.py:503] batch 70/?, cuts processed until now is 8743
124
+ 2022-07-18 17:28:31,391 INFO [decode.py:503] batch 72/?, cuts processed until now is 8901
125
+ 2022-07-18 17:29:09,412 INFO [decode.py:503] batch 74/?, cuts processed until now is 9046
126
+ 2022-07-18 17:29:43,003 INFO [decode.py:503] batch 76/?, cuts processed until now is 9226
127
+ 2022-07-18 17:30:03,753 INFO [decode.py:503] batch 78/?, cuts processed until now is 9726
128
+ 2022-07-18 17:30:27,542 INFO [decode.py:503] batch 80/?, cuts processed until now is 10178
129
+ 2022-07-18 17:30:51,432 INFO [decode.py:503] batch 82/?, cuts processed until now is 10628
130
+ 2022-07-18 17:31:04,538 INFO [decode.py:503] batch 84/?, cuts processed until now is 11278
131
+ 2022-07-18 17:31:32,376 INFO [decode.py:503] batch 86/?, cuts processed until now is 11631
132
+ 2022-07-18 17:31:57,432 INFO [decode.py:503] batch 88/?, cuts processed until now is 12102
133
+ 2022-07-18 17:32:23,814 INFO [decode.py:503] batch 90/?, cuts processed until now is 12566
134
+ 2022-07-18 17:33:01,487 INFO [decode.py:503] batch 92/?, cuts processed until now is 12742
135
+ 2022-07-18 17:33:33,563 INFO [decode.py:503] batch 94/?, cuts processed until now is 12988
136
+ 2022-07-18 17:34:05,095 INFO [decode.py:503] batch 96/?, cuts processed until now is 13234
137
+ 2022-07-18 17:34:30,915 INFO [decode.py:503] batch 98/?, cuts processed until now is 13597
138
+ 2022-07-18 17:34:56,561 INFO [decode.py:503] batch 100/?, cuts processed until now is 14012
139
+ 2022-07-18 17:35:22,573 INFO [decode.py:503] batch 102/?, cuts processed until now is 14310
140
+ 2022-07-18 17:35:54,099 INFO [decode.py:503] batch 104/?, cuts processed until now is 14608
141
+ 2022-07-18 17:36:20,170 INFO [decode.py:503] batch 106/?, cuts processed until now is 14955
142
+ 2022-07-18 17:36:48,173 INFO [decode.py:503] batch 108/?, cuts processed until now is 15188
143
+ 2022-07-18 17:37:24,842 INFO [decode.py:503] batch 110/?, cuts processed until now is 15304
144
+ 2022-07-18 17:37:54,748 INFO [decode.py:503] batch 112/?, cuts processed until now is 15650
145
+ 2022-07-18 17:38:12,008 INFO [decode.py:503] batch 114/?, cuts processed until now is 16182
146
+ 2022-07-18 17:38:31,121 INFO [decode.py:503] batch 116/?, cuts processed until now is 16715
147
+ 2022-07-18 17:39:03,250 INFO [decode.py:503] batch 118/?, cuts processed until now is 16962
148
+ 2022-07-18 17:39:40,135 INFO [decode.py:503] batch 120/?, cuts processed until now is 17164
149
+ 2022-07-18 17:40:05,532 INFO [decode.py:503] batch 122/?, cuts processed until now is 17645
150
+ 2022-07-18 17:40:24,996 INFO [decode.py:503] batch 124/?, cuts processed until now is 18178
151
+ 2022-07-18 17:40:58,147 INFO [decode.py:503] batch 126/?, cuts processed until now is 18324
152
+ 2022-07-18 17:41:30,159 INFO [decode.py:503] batch 128/?, cuts processed until now is 18472
153
+ 2022-07-18 17:41:51,182 INFO [decode.py:503] batch 130/?, cuts processed until now is 18972
154
+ 2022-07-18 17:42:15,690 INFO [decode.py:503] batch 132/?, cuts processed until now is 19443
155
+ 2022-07-18 17:42:46,459 INFO [decode.py:503] batch 134/?, cuts processed until now is 19728
156
+ 2022-07-18 17:43:20,737 INFO [decode.py:503] batch 136/?, cuts processed until now is 19842
157
+ 2022-07-18 17:43:34,720 INFO [decode.py:503] batch 138/?, cuts processed until now is 20427
158
+ 2022-07-18 17:43:55,140 INFO [decode.py:503] batch 140/?, cuts processed until now is 20840
159
+ 2022-07-18 17:44:27,867 INFO [decode.py:503] batch 142/?, cuts processed until now is 20909
160
+ 2022-07-18 17:44:49,946 INFO [decode.py:503] batch 144/?, cuts processed until now is 21305
161
+ 2022-07-18 17:45:12,404 INFO [decode.py:503] batch 146/?, cuts processed until now is 21701
162
+ 2022-07-18 17:45:30,944 INFO [decode.py:503] batch 148/?, cuts processed until now is 22283
163
+ 2022-07-18 17:45:57,259 INFO [decode.py:503] batch 150/?, cuts processed until now is 22507
164
+ 2022-07-18 17:46:10,358 INFO [decode.py:503] batch 152/?, cuts processed until now is 22943
165
+ 2022-07-18 17:46:29,405 INFO [decode.py:503] batch 154/?, cuts processed until now is 23043
166
+ 2022-07-18 17:46:46,386 INFO [decode.py:503] batch 156/?, cuts processed until now is 23199
167
+ 2022-07-18 17:47:03,587 INFO [decode.py:503] batch 158/?, cuts processed until now is 23444
168
+ 2022-07-18 17:47:16,647 INFO [decode.py:503] batch 160/?, cuts processed until now is 23681
169
+ 2022-07-18 17:47:33,988 INFO [decode.py:503] batch 162/?, cuts processed until now is 24114
170
+ 2022-07-18 17:47:46,291 INFO [decode.py:503] batch 164/?, cuts processed until now is 24259
171
+ 2022-07-18 17:48:09,086 INFO [decode.py:503] batch 166/?, cuts processed until now is 24387
172
+ 2022-07-18 17:48:30,696 INFO [decode.py:503] batch 168/?, cuts processed until now is 24477
173
+ 2022-07-18 17:48:49,328 INFO [decode.py:503] batch 170/?, cuts processed until now is 24659
174
+ 2022-07-18 17:49:00,591 INFO [decode.py:503] batch 172/?, cuts processed until now is 24698
175
+ 2022-07-18 17:49:27,767 INFO [decode.py:503] batch 174/?, cuts processed until now is 24763
176
+ 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
177
+ 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 ]
178
+ 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
179
+ 2022-07-18 17:49:38,053 INFO [decode.py:550]
180
+ For TEST_NET, WER of different settings are:
181
+ beam_size_4 10.98 best for TEST_NET
182
+
183
+ 2022-07-18 17:50:01,692 INFO [decode.py:503] batch 0/?, cuts processed until now is 56
184
+ 2022-07-18 17:50:42,034 INFO [decode.py:503] batch 2/?, cuts processed until now is 168
185
+ 2022-07-18 17:51:11,510 INFO [decode.py:503] batch 4/?, cuts processed until now is 388
186
+ 2022-07-18 17:51:41,565 INFO [decode.py:503] batch 6/?, cuts processed until now is 624
187
+ 2022-07-18 17:52:21,969 INFO [decode.py:503] batch 8/?, cuts processed until now is 740
188
+ 2022-07-18 17:53:07,193 INFO [decode.py:503] batch 10/?, cuts processed until now is 833
189
+ 2022-07-18 17:53:49,863 INFO [decode.py:503] batch 12/?, cuts processed until now is 938
190
+ 2022-07-18 17:54:29,211 INFO [decode.py:503] batch 14/?, cuts processed until now is 1067
191
+ 2022-07-18 17:55:08,837 INFO [decode.py:503] batch 16/?, cuts processed until now is 1190
192
+ 2022-07-18 17:55:49,142 INFO [decode.py:503] batch 18/?, cuts processed until now is 1303
193
+ 2022-07-18 17:56:27,476 INFO [decode.py:503] batch 20/?, cuts processed until now is 1396
194
+ 2022-07-18 17:57:06,801 INFO [decode.py:503] batch 22/?, cuts processed until now is 1517
195
+ 2022-07-18 17:57:45,649 INFO [decode.py:503] batch 24/?, cuts processed until now is 1645
196
+ 2022-07-18 17:58:23,935 INFO [decode.py:503] batch 26/?, cuts processed until now is 1788
197
+ 2022-07-18 17:59:01,720 INFO [decode.py:503] batch 28/?, cuts processed until now is 1962
198
+ 2022-07-18 17:59:37,987 INFO [decode.py:503] batch 30/?, cuts processed until now is 2135
199
+ 2022-07-18 18:00:11,266 INFO [decode.py:503] batch 32/?, cuts processed until now is 2358
200
+ 2022-07-18 18:00:44,137 INFO [decode.py:503] batch 34/?, cuts processed until now is 2509
201
+ 2022-07-18 18:01:24,006 INFO [decode.py:503] batch 36/?, cuts processed until now is 2619
202
+ 2022-07-18 18:02:02,166 INFO [decode.py:503] batch 38/?, cuts processed until now is 2724
203
+ 2022-07-18 18:02:40,913 INFO [decode.py:503] batch 40/?, cuts processed until now is 2861
204
+ 2022-07-18 18:03:19,491 INFO [decode.py:503] batch 42/?, cuts processed until now is 3025
205
+ 2022-07-18 18:03:54,178 INFO [decode.py:503] batch 44/?, cuts processed until now is 3212
206
+ 2022-07-18 18:04:26,314 INFO [decode.py:503] batch 46/?, cuts processed until now is 3459
207
+ 2022-07-18 18:05:02,172 INFO [decode.py:503] batch 48/?, cuts processed until now is 3638
208
+ 2022-07-18 18:05:39,706 INFO [decode.py:503] batch 50/?, cuts processed until now is 3726
209
+ 2022-07-18 18:06:16,459 INFO [decode.py:503] batch 52/?, cuts processed until now is 3892
210
+ 2022-07-18 18:06:55,029 INFO [decode.py:503] batch 54/?, cuts processed until now is 3972
211
+ 2022-07-18 18:07:31,765 INFO [decode.py:503] batch 56/?, cuts processed until now is 4138
212
+ 2022-07-18 18:08:13,553 INFO [decode.py:503] batch 58/?, cuts processed until now is 4236
213
+ 2022-07-18 18:08:53,129 INFO [decode.py:503] batch 60/?, cuts processed until now is 4343
214
+ 2022-07-18 18:09:33,425 INFO [decode.py:503] batch 62/?, cuts processed until now is 4435
215
+ 2022-07-18 18:10:10,491 INFO [decode.py:503] batch 64/?, cuts processed until now is 4622
216
+ 2022-07-18 18:10:46,880 INFO [decode.py:503] batch 66/?, cuts processed until now is 4683
217
+ 2022-07-18 18:11:30,044 INFO [decode.py:503] batch 68/?, cuts processed until now is 4811
218
+ 2022-07-18 18:12:12,307 INFO [decode.py:503] batch 70/?, cuts processed until now is 4924
219
+ 2022-07-18 18:12:54,893 INFO [decode.py:503] batch 72/?, cuts processed until now is 5094
220
+ 2022-07-18 18:13:26,409 INFO [decode.py:503] batch 74/?, cuts processed until now is 5358
221
+ 2022-07-18 18:13:57,208 INFO [decode.py:503] batch 76/?, cuts processed until now is 5566
222
+ 2022-07-18 18:14:26,341 INFO [decode.py:503] batch 78/?, cuts processed until now is 5815
223
+ 2022-07-18 18:14:45,158 INFO [decode.py:503] batch 80/?, cuts processed until now is 6144
224
+ 2022-07-18 18:15:15,764 INFO [decode.py:503] batch 82/?, cuts processed until now is 6364
225
+ 2022-07-18 18:15:54,149 INFO [decode.py:503] batch 84/?, cuts processed until now is 6534
226
+ 2022-07-18 18:16:30,841 INFO [decode.py:503] batch 86/?, cuts processed until now is 6719
227
+ 2022-07-18 18:16:52,276 INFO [decode.py:503] batch 88/?, cuts processed until now is 7047
228
+ 2022-07-18 18:17:29,257 INFO [decode.py:503] batch 90/?, cuts processed until now is 7232
229
+ 2022-07-18 18:17:46,208 INFO [decode.py:503] batch 92/?, cuts processed until now is 7416
230
+ 2022-07-18 18:18:07,037 INFO [decode.py:503] batch 94/?, cuts processed until now is 7504
231
+ 2022-07-18 18:18:25,281 INFO [decode.py:503] batch 96/?, cuts processed until now is 7545
232
+ 2022-07-18 18:18:53,718 INFO [decode.py:503] batch 98/?, cuts processed until now is 7695
233
+ 2022-07-18 18:19:22,221 INFO [decode.py:503] batch 100/?, cuts processed until now is 7928
234
+ 2022-07-18 18:19:33,228 INFO [decode.py:503] batch 102/?, cuts processed until now is 7977
235
+ 2022-07-18 18:19:43,330 INFO [decode.py:503] batch 104/?, cuts processed until now is 8001
236
+ 2022-07-18 18:20:03,453 INFO [decode.py:503] batch 106/?, cuts processed until now is 8111
237
+ 2022-07-18 18:20:15,041 INFO [decode.py:503] batch 108/?, cuts processed until now is 8155
238
+ 2022-07-18 18:20:49,080 INFO [decode.py:503] batch 110/?, cuts processed until now is 8245
239
+ 2022-07-18 18:21:06,838 INFO [decode.py:503] batch 112/?, cuts processed until now is 8287
240
+ 2022-07-18 18:21:16,803 INFO [decode.py:503] batch 114/?, cuts processed until now is 8370
241
+ 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
242
+ 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 ]
243
+ 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
244
+ 2022-07-18 18:21:18,706 INFO [decode.py:550]
245
+ For TEST_MEETING, WER of different settings are:
246
+ beam_size_4 16.37 best for TEST_MEETING
247
+
248
+ 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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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}
5
+ 2022-07-18 19:44:36,157 INFO [decode.py:609] About to create model
6
+ 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']
7
+ 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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2022-07-18 19:45:37,355 INFO [decode.py:600] Decoding started
2
+ 2022-07-18 19:45:37,355 INFO [decode.py:606] Device: cuda:0
3
+ 2022-07-18 19:45:38,666 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 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}
5
+ 2022-07-18 19:45:38,759 INFO [decode.py:619] About to create model
6
+ 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']
7
+ 2022-07-18 19:45:46,048 INFO [decode.py:651] Loading data/lang_char/LG.pt
8
+ 2022-07-18 19:45:50,501 INFO [decode.py:664] Number of model parameters: 88978927
9
+ 2022-07-18 19:45:50,506 INFO [asr_datamodule.py:347] About to create dev dataset
10
+ 2022-07-18 19:45:55,000 INFO [asr_datamodule.py:368] About to create dev dataloader
11
+ 2022-07-18 19:46:15,764 INFO [decode.py:517] batch 0/?, cuts processed until now is 79
12
+ 2022-07-18 19:46:27,186 INFO [decode.py:517] batch 2/?, cuts processed until now is 236
13
+ 2022-07-18 19:46:35,804 INFO [decode.py:517] batch 4/?, cuts processed until now is 512
14
+ 2022-07-18 19:46:43,453 INFO [decode.py:517] batch 6/?, cuts processed until now is 804
15
+ 2022-07-18 19:46:55,031 INFO [decode.py:517] batch 8/?, cuts processed until now is 966
16
+ 2022-07-18 19:47:06,559 INFO [decode.py:517] batch 10/?, cuts processed until now is 1105
17
+ 2022-07-18 19:47:18,645 INFO [decode.py:517] batch 12/?, cuts processed until now is 1255
18
+ 2022-07-18 19:47:29,604 INFO [decode.py:517] batch 14/?, cuts processed until now is 1428
19
+ 2022-07-18 19:47:40,832 INFO [decode.py:517] batch 16/?, cuts processed until now is 1595
20
+ 2022-07-18 19:47:51,281 INFO [decode.py:517] batch 18/?, cuts processed until now is 1753
21
+ 2022-07-18 19:48:02,993 INFO [decode.py:517] batch 20/?, cuts processed until now is 1899
22
+ 2022-07-18 19:48:14,102 INFO [decode.py:517] batch 22/?, cuts processed until now is 2067
23
+ 2022-07-18 19:48:24,465 INFO [decode.py:517] batch 24/?, cuts processed until now is 2242
24
+ 2022-07-18 19:48:35,008 INFO [decode.py:517] batch 26/?, cuts processed until now is 2435
25
+ 2022-07-18 19:48:44,018 INFO [decode.py:517] batch 28/?, cuts processed until now is 2656
26
+ 2022-07-18 19:48:53,963 INFO [decode.py:517] batch 30/?, cuts processed until now is 2877
27
+ 2022-07-18 19:49:01,188 INFO [decode.py:517] batch 32/?, cuts processed until now is 3156
28
+ 2022-07-18 19:49:12,138 INFO [decode.py:517] batch 34/?, cuts processed until now is 3369
29
+ 2022-07-18 19:49:24,040 INFO [decode.py:517] batch 36/?, cuts processed until now is 3524
30
+ 2022-07-18 19:49:35,820 INFO [decode.py:517] batch 38/?, cuts processed until now is 3686
31
+ 2022-07-18 19:49:49,690 INFO [decode.py:517] batch 40/?, cuts processed until now is 3813
32
+ 2022-07-18 19:50:02,125 INFO [decode.py:517] batch 42/?, cuts processed until now is 3999
33
+ 2022-07-18 19:50:13,450 INFO [decode.py:517] batch 44/?, cuts processed until now is 4220
34
+ 2022-07-18 19:50:24,870 INFO [decode.py:517] batch 46/?, cuts processed until now is 4468
35
+ 2022-07-18 19:50:33,572 INFO [decode.py:517] batch 48/?, cuts processed until now is 4774
36
+ 2022-07-18 19:50:44,881 INFO [decode.py:517] batch 50/?, cuts processed until now is 5013
37
+ 2022-07-18 19:50:57,582 INFO [decode.py:517] batch 52/?, cuts processed until now is 5171
38
+ 2022-07-18 19:51:11,062 INFO [decode.py:517] batch 54/?, cuts processed until now is 5311
39
+ 2022-07-18 19:51:22,659 INFO [decode.py:517] batch 56/?, cuts processed until now is 5531
40
+ 2022-07-18 19:51:33,969 INFO [decode.py:517] batch 58/?, cuts processed until now is 5770
41
+ 2022-07-18 19:51:46,626 INFO [decode.py:517] batch 60/?, cuts processed until now is 5935
42
+ 2022-07-18 19:51:59,867 INFO [decode.py:517] batch 62/?, cuts processed until now is 6100
43
+ 2022-07-18 19:52:12,582 INFO [decode.py:517] batch 64/?, cuts processed until now is 6246
44
+ 2022-07-18 19:52:25,075 INFO [decode.py:517] batch 66/?, cuts processed until now is 6414
45
+ 2022-07-18 19:52:37,092 INFO [decode.py:517] batch 68/?, cuts processed until now is 6589
46
+ 2022-07-18 19:52:50,492 INFO [decode.py:517] batch 70/?, cuts processed until now is 6728
47
+ 2022-07-18 19:53:03,554 INFO [decode.py:517] batch 72/?, cuts processed until now is 6872
48
+ 2022-07-18 19:53:17,052 INFO [decode.py:517] batch 74/?, cuts processed until now is 7011
49
+ 2022-07-18 19:53:29,508 INFO [decode.py:517] batch 76/?, cuts processed until now is 7173
50
+ 2022-07-18 19:53:39,286 INFO [decode.py:517] batch 78/?, cuts processed until now is 7465
51
+ 2022-07-18 19:53:47,557 INFO [decode.py:517] batch 80/?, cuts processed until now is 7859
52
+ 2022-07-18 19:53:55,045 INFO [decode.py:517] batch 82/?, cuts processed until now is 8209
53
+ 2022-07-18 19:54:06,974 INFO [decode.py:517] batch 84/?, cuts processed until now is 8434
54
+ 2022-07-18 19:54:19,888 INFO [decode.py:517] batch 86/?, cuts processed until now is 8584
55
+ 2022-07-18 19:54:33,163 INFO [decode.py:517] batch 88/?, cuts processed until now is 8722
56
+ 2022-07-18 19:54:47,258 INFO [decode.py:517] batch 90/?, cuts processed until now is 8842
57
+ 2022-07-18 19:54:59,871 INFO [decode.py:517] batch 92/?, cuts processed until now is 8980
58
+ 2022-07-18 19:55:08,180 INFO [decode.py:517] batch 94/?, cuts processed until now is 9255
59
+ 2022-07-18 19:55:17,036 INFO [decode.py:517] batch 96/?, cuts processed until now is 9538
60
+ 2022-07-18 19:55:28,766 INFO [decode.py:517] batch 98/?, cuts processed until now is 9732
61
+ 2022-07-18 19:55:38,895 INFO [decode.py:517] batch 100/?, cuts processed until now is 9966
62
+ 2022-07-18 19:55:48,738 INFO [decode.py:517] batch 102/?, cuts processed until now is 10246
63
+ 2022-07-18 19:55:58,879 INFO [decode.py:517] batch 104/?, cuts processed until now is 10507
64
+ 2022-07-18 19:56:08,040 INFO [decode.py:517] batch 106/?, cuts processed until now is 10812
65
+ 2022-07-18 19:56:15,832 INFO [decode.py:517] batch 108/?, cuts processed until now is 11135
66
+ 2022-07-18 19:56:25,326 INFO [decode.py:517] batch 110/?, cuts processed until now is 11387
67
+ 2022-07-18 19:56:33,141 INFO [decode.py:517] batch 112/?, cuts processed until now is 11710
68
+ 2022-07-18 19:56:38,687 INFO [decode.py:517] batch 114/?, cuts processed until now is 12105
69
+ 2022-07-18 19:56:49,928 INFO [decode.py:517] batch 116/?, cuts processed until now is 12299
70
+ 2022-07-18 19:57:00,938 INFO [decode.py:517] batch 118/?, cuts processed until now is 12493
71
+ 2022-07-18 19:57:11,364 INFO [decode.py:517] batch 120/?, cuts processed until now is 12709
72
+ 2022-07-18 19:57:15,417 INFO [decode.py:517] batch 122/?, cuts processed until now is 12810
73
+ 2022-07-18 19:57:19,249 INFO [decode.py:517] batch 124/?, cuts processed until now is 12832
74
+ 2022-07-18 19:57:25,544 INFO [decode.py:517] batch 126/?, cuts processed until now is 12896
75
+ 2022-07-18 19:57:29,787 INFO [decode.py:517] batch 128/?, cuts processed until now is 13199
76
+ 2022-07-18 19:57:36,240 INFO [decode.py:517] batch 130/?, cuts processed until now is 13322
77
+ 2022-07-18 19:57:40,980 INFO [decode.py:517] batch 132/?, cuts processed until now is 13367
78
+ 2022-07-18 19:57:45,235 INFO [decode.py:517] batch 134/?, cuts processed until now is 13433
79
+ 2022-07-18 19:57:52,616 INFO [decode.py:517] batch 136/?, cuts processed until now is 13522
80
+ 2022-07-18 19:57:58,775 INFO [decode.py:517] batch 138/?, cuts processed until now is 13721
81
+ 2022-07-18 19:58:02,127 INFO [decode.py:517] batch 140/?, cuts processed until now is 13811
82
+ 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
83
+ 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 ]
84
+ 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
85
+ 2022-07-18 19:58:05,762 INFO [decode.py:564]
86
+ For DEV, WER of different settings are:
87
+ beam_size_4 14.94 best for DEV
88
+
89
+ 2022-07-18 19:58:18,957 INFO [decode.py:517] batch 0/?, cuts processed until now is 87
90
+ 2022-07-18 19:58:30,428 INFO [decode.py:517] batch 2/?, cuts processed until now is 261
91
+ 2022-07-18 19:58:39,029 INFO [decode.py:517] batch 4/?, cuts processed until now is 732
92
+ 2022-07-18 19:58:46,681 INFO [decode.py:517] batch 6/?, cuts processed until now is 1232
93
+ 2022-07-18 19:58:57,891 INFO [decode.py:517] batch 8/?, cuts processed until now is 1416
94
+ 2022-07-18 19:59:10,527 INFO [decode.py:517] batch 10/?, cuts processed until now is 1562
95
+ 2022-07-18 19:59:21,874 INFO [decode.py:517] batch 12/?, cuts processed until now is 1728
96
+ 2022-07-18 19:59:31,392 INFO [decode.py:517] batch 14/?, cuts processed until now is 1931
97
+ 2022-07-18 19:59:42,205 INFO [decode.py:517] batch 16/?, cuts processed until now is 2125
98
+ 2022-07-18 19:59:52,594 INFO [decode.py:517] batch 18/?, cuts processed until now is 2301
99
+ 2022-07-18 20:00:05,405 INFO [decode.py:517] batch 20/?, cuts processed until now is 2424
100
+ 2022-07-18 20:00:16,223 INFO [decode.py:517] batch 22/?, cuts processed until now is 2602
101
+ 2022-07-18 20:00:27,319 INFO [decode.py:517] batch 24/?, cuts processed until now is 2817
102
+ 2022-07-18 20:00:37,281 INFO [decode.py:517] batch 26/?, cuts processed until now is 3081
103
+ 2022-07-18 20:00:46,022 INFO [decode.py:517] batch 28/?, cuts processed until now is 3394
104
+ 2022-07-18 20:00:55,112 INFO [decode.py:517] batch 30/?, cuts processed until now is 3707
105
+ 2022-07-18 20:01:01,973 INFO [decode.py:517] batch 32/?, cuts processed until now is 4171
106
+ 2022-07-18 20:01:10,511 INFO [decode.py:517] batch 34/?, cuts processed until now is 4467
107
+ 2022-07-18 20:01:23,055 INFO [decode.py:517] batch 36/?, cuts processed until now is 4610
108
+ 2022-07-18 20:01:34,784 INFO [decode.py:517] batch 38/?, cuts processed until now is 4791
109
+ 2022-07-18 20:01:48,260 INFO [decode.py:517] batch 40/?, cuts processed until now is 4883
110
+ 2022-07-18 20:01:59,534 INFO [decode.py:517] batch 42/?, cuts processed until now is 5108
111
+ 2022-07-18 20:02:08,724 INFO [decode.py:517] batch 44/?, cuts processed until now is 5422
112
+ 2022-07-18 20:02:16,679 INFO [decode.py:517] batch 46/?, cuts processed until now is 5803
113
+ 2022-07-18 20:02:24,152 INFO [decode.py:517] batch 48/?, cuts processed until now is 6335
114
+ 2022-07-18 20:02:33,714 INFO [decode.py:517] batch 50/?, cuts processed until now is 6698
115
+ 2022-07-18 20:02:45,417 INFO [decode.py:517] batch 52/?, cuts processed until now is 6875
116
+ 2022-07-18 20:02:56,454 INFO [decode.py:517] batch 54/?, cuts processed until now is 7021
117
+ 2022-07-18 20:03:05,396 INFO [decode.py:517] batch 56/?, cuts processed until now is 7353
118
+ 2022-07-18 20:03:13,915 INFO [decode.py:517] batch 58/?, cuts processed until now is 7716
119
+ 2022-07-18 20:03:25,301 INFO [decode.py:517] batch 60/?, cuts processed until now is 7900
120
+ 2022-07-18 20:03:36,721 INFO [decode.py:517] batch 62/?, cuts processed until now is 8084
121
+ 2022-07-18 20:03:49,921 INFO [decode.py:517] batch 64/?, cuts processed until now is 8204
122
+ 2022-07-18 20:04:01,470 INFO [decode.py:517] batch 66/?, cuts processed until now is 8381
123
+ 2022-07-18 20:04:12,422 INFO [decode.py:517] batch 68/?, cuts processed until now is 8596
124
+ 2022-07-18 20:04:24,249 INFO [decode.py:517] batch 70/?, cuts processed until now is 8743
125
+ 2022-07-18 20:04:35,958 INFO [decode.py:517] batch 72/?, cuts processed until now is 8901
126
+ 2022-07-18 20:04:47,640 INFO [decode.py:517] batch 74/?, cuts processed until now is 9046
127
+ 2022-07-18 20:04:59,120 INFO [decode.py:517] batch 76/?, cuts processed until now is 9226
128
+ 2022-07-18 20:05:06,350 INFO [decode.py:517] batch 78/?, cuts processed until now is 9726
129
+ 2022-07-18 20:05:15,481 INFO [decode.py:517] batch 80/?, cuts processed until now is 10178
130
+ 2022-07-18 20:05:23,910 INFO [decode.py:517] batch 82/?, cuts processed until now is 10628
131
+ 2022-07-18 20:05:29,933 INFO [decode.py:517] batch 84/?, cuts processed until now is 11278
132
+ 2022-07-18 20:05:39,318 INFO [decode.py:517] batch 86/?, cuts processed until now is 11631
133
+ 2022-07-18 20:05:47,479 INFO [decode.py:517] batch 88/?, cuts processed until now is 12102
134
+ 2022-07-18 20:05:56,235 INFO [decode.py:517] batch 90/?, cuts processed until now is 12566
135
+ 2022-07-18 20:06:06,914 INFO [decode.py:517] batch 92/?, cuts processed until now is 12742
136
+ 2022-07-18 20:06:16,361 INFO [decode.py:517] batch 94/?, cuts processed until now is 12988
137
+ 2022-07-18 20:06:26,268 INFO [decode.py:517] batch 96/?, cuts processed until now is 13234
138
+ 2022-07-18 20:06:34,090 INFO [decode.py:517] batch 98/?, cuts processed until now is 13597
139
+ 2022-07-18 20:06:40,909 INFO [decode.py:517] batch 100/?, cuts processed until now is 14012
140
+ 2022-07-18 20:06:49,667 INFO [decode.py:517] batch 102/?, cuts processed until now is 14310
141
+ 2022-07-18 20:06:58,068 INFO [decode.py:517] batch 104/?, cuts processed until now is 14608
142
+ 2022-07-18 20:07:06,399 INFO [decode.py:517] batch 106/?, cuts processed until now is 14955
143
+ 2022-07-18 20:07:15,193 INFO [decode.py:517] batch 108/?, cuts processed until now is 15188
144
+ 2022-07-18 20:07:29,926 INFO [decode.py:517] batch 110/?, cuts processed until now is 15304
145
+ 2022-07-18 20:07:39,895 INFO [decode.py:517] batch 112/?, cuts processed until now is 15650
146
+ 2022-07-18 20:07:45,128 INFO [decode.py:517] batch 114/?, cuts processed until now is 16182
147
+ 2022-07-18 20:07:52,444 INFO [decode.py:517] batch 116/?, cuts processed until now is 16715
148
+ 2022-07-18 20:08:02,604 INFO [decode.py:517] batch 118/?, cuts processed until now is 16962
149
+ 2022-07-18 20:08:12,895 INFO [decode.py:517] batch 120/?, cuts processed until now is 17164
150
+ 2022-07-18 20:08:19,673 INFO [decode.py:517] batch 122/?, cuts processed until now is 17645
151
+ 2022-07-18 20:08:26,886 INFO [decode.py:517] batch 124/?, cuts processed until now is 18178
152
+ 2022-07-18 20:08:39,412 INFO [decode.py:517] batch 126/?, cuts processed until now is 18324
153
+ 2022-07-18 20:08:49,929 INFO [decode.py:517] batch 128/?, cuts processed until now is 18472
154
+ 2022-07-18 20:08:56,563 INFO [decode.py:517] batch 130/?, cuts processed until now is 18972
155
+ 2022-07-18 20:09:04,673 INFO [decode.py:517] batch 132/?, cuts processed until now is 19443
156
+ 2022-07-18 20:09:13,453 INFO [decode.py:517] batch 134/?, cuts processed until now is 19728
157
+ 2022-07-18 20:09:26,212 INFO [decode.py:517] batch 136/?, cuts processed until now is 19842
158
+ 2022-07-18 20:09:32,149 INFO [decode.py:517] batch 138/?, cuts processed until now is 20427
159
+ 2022-07-18 20:09:40,916 INFO [decode.py:517] batch 140/?, cuts processed until now is 20840
160
+ 2022-07-18 20:09:52,843 INFO [decode.py:517] batch 142/?, cuts processed until now is 20909
161
+ 2022-07-18 20:10:00,927 INFO [decode.py:517] batch 144/?, cuts processed until now is 21305
162
+ 2022-07-18 20:10:09,538 INFO [decode.py:517] batch 146/?, cuts processed until now is 21701
163
+ 2022-07-18 20:10:16,505 INFO [decode.py:517] batch 148/?, cuts processed until now is 22283
164
+ 2022-07-18 20:10:27,406 INFO [decode.py:517] batch 150/?, cuts processed until now is 22507
165
+ 2022-07-18 20:10:32,132 INFO [decode.py:517] batch 152/?, cuts processed until now is 22943
166
+ 2022-07-18 20:10:41,063 INFO [decode.py:517] batch 154/?, cuts processed until now is 23043
167
+ 2022-07-18 20:10:45,440 INFO [decode.py:517] batch 156/?, cuts processed until now is 23199
168
+ 2022-07-18 20:10:55,743 INFO [decode.py:517] batch 158/?, cuts processed until now is 23444
169
+ 2022-07-18 20:10:59,829 INFO [decode.py:517] batch 160/?, cuts processed until now is 23681
170
+ 2022-07-18 20:11:05,319 INFO [decode.py:517] batch 162/?, cuts processed until now is 24114
171
+ 2022-07-18 20:11:11,117 INFO [decode.py:517] batch 164/?, cuts processed until now is 24259
172
+ 2022-07-18 20:11:16,657 INFO [decode.py:517] batch 166/?, cuts processed until now is 24387
173
+ 2022-07-18 20:11:22,586 INFO [decode.py:517] batch 168/?, cuts processed until now is 24477
174
+ 2022-07-18 20:11:28,834 INFO [decode.py:517] batch 170/?, cuts processed until now is 24659
175
+ 2022-07-18 20:11:32,728 INFO [decode.py:517] batch 172/?, cuts processed until now is 24698
176
+ 2022-07-18 20:11:43,476 INFO [decode.py:517] batch 174/?, cuts processed until now is 24763
177
+ 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
178
+ 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 ]
179
+ 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
180
+ 2022-07-18 20:11:51,535 INFO [decode.py:564]
181
+ For TEST_NET, WER of different settings are:
182
+ beam_size_4 16.14 best for TEST_NET
183
+
184
+ 2022-07-18 20:12:04,017 INFO [decode.py:517] batch 0/?, cuts processed until now is 56
185
+ 2022-07-18 20:12:19,242 INFO [decode.py:517] batch 2/?, cuts processed until now is 168
186
+ 2022-07-18 20:12:30,677 INFO [decode.py:517] batch 4/?, cuts processed until now is 388
187
+ 2022-07-18 20:12:41,675 INFO [decode.py:517] batch 6/?, cuts processed until now is 624
188
+ 2022-07-18 20:12:56,322 INFO [decode.py:517] batch 8/?, cuts processed until now is 740
189
+ 2022-07-18 20:13:12,300 INFO [decode.py:517] batch 10/?, cuts processed until now is 833
190
+ 2022-07-18 20:13:26,762 INFO [decode.py:517] batch 12/?, cuts processed until now is 938
191
+ 2022-07-18 20:13:41,147 INFO [decode.py:517] batch 14/?, cuts processed until now is 1067
192
+ 2022-07-18 20:13:55,790 INFO [decode.py:517] batch 16/?, cuts processed until now is 1190
193
+ 2022-07-18 20:14:10,103 INFO [decode.py:517] batch 18/?, cuts processed until now is 1303
194
+ 2022-07-18 20:14:25,791 INFO [decode.py:517] batch 20/?, cuts processed until now is 1396
195
+ 2022-07-18 20:14:41,115 INFO [decode.py:517] batch 22/?, cuts processed until now is 1517
196
+ 2022-07-18 20:14:55,488 INFO [decode.py:517] batch 24/?, cuts processed until now is 1645
197
+ 2022-07-18 20:15:09,293 INFO [decode.py:517] batch 26/?, cuts processed until now is 1788
198
+ 2022-07-18 20:15:21,323 INFO [decode.py:517] batch 28/?, cuts processed until now is 1962
199
+ 2022-07-18 20:15:33,982 INFO [decode.py:517] batch 30/?, cuts processed until now is 2135
200
+ 2022-07-18 20:15:44,057 INFO [decode.py:517] batch 32/?, cuts processed until now is 2358
201
+ 2022-07-18 20:15:57,507 INFO [decode.py:517] batch 34/?, cuts processed until now is 2509
202
+ 2022-07-18 20:16:13,449 INFO [decode.py:517] batch 36/?, cuts processed until now is 2619
203
+ 2022-07-18 20:16:27,696 INFO [decode.py:517] batch 38/?, cuts processed until now is 2724
204
+ 2022-07-18 20:16:41,546 INFO [decode.py:517] batch 40/?, cuts processed until now is 2861
205
+ 2022-07-18 20:16:54,002 INFO [decode.py:517] batch 42/?, cuts processed until now is 3025
206
+ 2022-07-18 20:17:07,054 INFO [decode.py:517] batch 44/?, cuts processed until now is 3212
207
+ 2022-07-18 20:17:17,534 INFO [decode.py:517] batch 46/?, cuts processed until now is 3459
208
+ 2022-07-18 20:17:29,313 INFO [decode.py:517] batch 48/?, cuts processed until now is 3638
209
+ 2022-07-18 20:17:44,743 INFO [decode.py:517] batch 50/?, cuts processed until now is 3726
210
+ 2022-07-18 20:17:58,130 INFO [decode.py:517] batch 52/?, cuts processed until now is 3892
211
+ 2022-07-18 20:18:15,085 INFO [decode.py:517] batch 54/?, cuts processed until now is 3972
212
+ 2022-07-18 20:18:28,655 INFO [decode.py:517] batch 56/?, cuts processed until now is 4138
213
+ 2022-07-18 20:18:44,361 INFO [decode.py:517] batch 58/?, cuts processed until now is 4236
214
+ 2022-07-18 20:18:59,436 INFO [decode.py:517] batch 60/?, cuts processed until now is 4343
215
+ 2022-07-18 20:19:14,112 INFO [decode.py:517] batch 62/?, cuts processed until now is 4435
216
+ 2022-07-18 20:19:26,727 INFO [decode.py:517] batch 64/?, cuts processed until now is 4622
217
+ 2022-07-18 20:19:43,403 INFO [decode.py:517] batch 66/?, cuts processed until now is 4683
218
+ 2022-07-18 20:19:56,639 INFO [decode.py:517] batch 68/?, cuts processed until now is 4811
219
+ 2022-07-18 20:20:11,528 INFO [decode.py:517] batch 70/?, cuts processed until now is 4924
220
+ 2022-07-18 20:20:24,293 INFO [decode.py:517] batch 72/?, cuts processed until now is 5094
221
+ 2022-07-18 20:20:33,166 INFO [decode.py:517] batch 74/?, cuts processed until now is 5358
222
+ 2022-07-18 20:20:46,167 INFO [decode.py:517] batch 76/?, cuts processed until now is 5566
223
+ 2022-07-18 20:20:57,168 INFO [decode.py:517] batch 78/?, cuts processed until now is 5815
224
+ 2022-07-18 20:21:04,577 INFO [decode.py:517] batch 80/?, cuts processed until now is 6144
225
+ 2022-07-18 20:21:16,447 INFO [decode.py:517] batch 82/?, cuts processed until now is 6364
226
+ 2022-07-18 20:21:28,402 INFO [decode.py:517] batch 84/?, cuts processed until now is 6534
227
+ 2022-07-18 20:21:40,012 INFO [decode.py:517] batch 86/?, cuts processed until now is 6719
228
+ 2022-07-18 20:21:48,481 INFO [decode.py:517] batch 88/?, cuts processed until now is 7047
229
+ 2022-07-18 20:21:59,645 INFO [decode.py:517] batch 90/?, cuts processed until now is 7232
230
+ 2022-07-18 20:22:05,480 INFO [decode.py:517] batch 92/?, cuts processed until now is 7416
231
+ 2022-07-18 20:22:12,132 INFO [decode.py:517] batch 94/?, cuts processed until now is 7504
232
+ 2022-07-18 20:22:19,401 INFO [decode.py:517] batch 96/?, cuts processed until now is 7545
233
+ 2022-07-18 20:22:29,665 INFO [decode.py:517] batch 98/?, cuts processed until now is 7695
234
+ 2022-07-18 20:22:40,113 INFO [decode.py:517] batch 100/?, cuts processed until now is 7928
235
+ 2022-07-18 20:22:44,796 INFO [decode.py:517] batch 102/?, cuts processed until now is 7977
236
+ 2022-07-18 20:22:49,850 INFO [decode.py:517] batch 104/?, cuts processed until now is 8001
237
+ 2022-07-18 20:22:57,177 INFO [decode.py:517] batch 106/?, cuts processed until now is 8111
238
+ 2022-07-18 20:23:01,508 INFO [decode.py:517] batch 108/?, cuts processed until now is 8155
239
+ 2022-07-18 20:23:14,937 INFO [decode.py:517] batch 110/?, cuts processed until now is 8245
240
+ 2022-07-18 20:23:21,899 INFO [decode.py:517] batch 112/?, cuts processed until now is 8287
241
+ 2022-07-18 20:23:27,712 INFO [decode.py:517] batch 114/?, cuts processed until now is 8370
242
+ 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
243
+ 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 ]
244
+ 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
245
+ 2022-07-18 20:23:29,686 INFO [decode.py:564]
246
+ For TEST_MEETING, WER of different settings are:
247
+ beam_size_4 22.93 best for TEST_MEETING
248
+
249
+ 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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
2
+ 2022-07-18 19:25:34,655 INFO [decode.py:596] Device: cuda:0
3
+ 2022-07-18 19:25:36,083 INFO [lexicon.py:176] Loading pre-compiled data/lang_char/Linv.pt
4
+ 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
6
+ 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']
7
+ 2022-07-18 19:25:43,292 INFO [decode.py:654] Number of model parameters: 88978927
8
+ 2022-07-18 19:25:43,297 INFO [asr_datamodule.py:347] About to create dev dataset
9
+ 2022-07-18 19:25:47,699 INFO [asr_datamodule.py:368] About to create dev dataloader
10
+ 2022-07-18 19:26:05,255 INFO [decode.py:507] batch 0/?, cuts processed until now is 79
11
+ 2022-07-18 19:26:10,462 INFO [decode.py:507] batch 2/?, cuts processed until now is 236
12
+ 2022-07-18 19:26:14,477 INFO [decode.py:507] batch 4/?, cuts processed until now is 512
13
+ 2022-07-18 19:26:18,301 INFO [decode.py:507] batch 6/?, cuts processed until now is 804
14
+ 2022-07-18 19:26:23,411 INFO [decode.py:507] batch 8/?, cuts processed until now is 966
15
+ 2022-07-18 19:26:28,910 INFO [decode.py:507] batch 10/?, cuts processed until now is 1105
16
+ 2022-07-18 19:26:34,182 INFO [decode.py:507] batch 12/?, cuts processed until now is 1255
17
+ 2022-07-18 19:26:38,673 INFO [decode.py:507] batch 14/?, cuts processed until now is 1428
18
+ 2022-07-18 19:26:43,193 INFO [decode.py:507] batch 16/?, cuts processed until now is 1595
19
+ 2022-07-18 19:26:47,821 INFO [decode.py:507] batch 18/?, cuts processed until now is 1753
20
+ 2022-07-18 19:26:52,739 INFO [decode.py:507] batch 20/?, cuts processed until now is 1899
21
+ 2022-07-18 19:26:57,356 INFO [decode.py:507] batch 22/?, cuts processed until now is 2067
22
+ 2022-07-18 19:27:01,799 INFO [decode.py:507] batch 24/?, cuts processed until now is 2242
23
+ 2022-07-18 19:27:06,084 INFO [decode.py:507] batch 26/?, cuts processed until now is 2435
24
+ 2022-07-18 19:27:10,026 INFO [decode.py:507] batch 28/?, cuts processed until now is 2656
25
+ 2022-07-18 19:27:13,944 INFO [decode.py:507] batch 30/?, cuts processed until now is 2877
26
+ 2022-07-18 19:27:17,167 INFO [decode.py:507] batch 32/?, cuts processed until now is 3156
27
+ 2022-07-18 19:27:21,574 INFO [decode.py:507] batch 34/?, cuts processed until now is 3369
28
+ 2022-07-18 19:27:26,372 INFO [decode.py:507] batch 36/?, cuts processed until now is 3524
29
+ 2022-07-18 19:27:31,092 INFO [decode.py:507] batch 38/?, cuts processed until now is 3686
30
+ 2022-07-18 19:27:36,248 INFO [decode.py:507] batch 40/?, cuts processed until now is 3813
31
+ 2022-07-18 19:27:40,654 INFO [decode.py:507] batch 42/?, cuts processed until now is 3999
32
+ 2022-07-18 19:27:44,455 INFO [decode.py:507] batch 44/?, cuts processed until now is 4220
33
+ 2022-07-18 19:27:48,039 INFO [decode.py:507] batch 46/?, cuts processed until now is 4468
34
+ 2022-07-18 19:27:51,100 INFO [decode.py:507] batch 48/?, cuts processed until now is 4774
35
+ 2022-07-18 19:27:54,812 INFO [decode.py:507] batch 50/?, cuts processed until now is 5013
36
+ 2022-07-18 19:27:59,432 INFO [decode.py:507] batch 52/?, cuts processed until now is 5171
37
+ 2022-07-18 19:28:04,225 INFO [decode.py:507] batch 54/?, cuts processed until now is 5311
38
+ 2022-07-18 19:28:08,318 INFO [decode.py:507] batch 56/?, cuts processed until now is 5531
39
+ 2022-07-18 19:28:12,043 INFO [decode.py:507] batch 58/?, cuts processed until now is 5770
40
+ 2022-07-18 19:28:16,307 INFO [decode.py:507] batch 60/?, cuts processed until now is 5935
41
+ 2022-07-18 19:28:20,980 INFO [decode.py:507] batch 62/?, cuts processed until now is 6100
42
+ 2022-07-18 19:28:25,964 INFO [decode.py:507] batch 64/?, cuts processed until now is 6246
43
+ 2022-07-18 19:28:30,703 INFO [decode.py:507] batch 66/?, cuts processed until now is 6414
44
+ 2022-07-18 19:28:35,080 INFO [decode.py:507] batch 68/?, cuts processed until now is 6589
45
+ 2022-07-18 19:28:40,059 INFO [decode.py:507] batch 70/?, cuts processed until now is 6728
46
+ 2022-07-18 19:28:45,010 INFO [decode.py:507] batch 72/?, cuts processed until now is 6872
47
+ 2022-07-18 19:28:49,900 INFO [decode.py:507] batch 74/?, cuts processed until now is 7011
48
+ 2022-07-18 19:28:54,382 INFO [decode.py:507] batch 76/?, cuts processed until now is 7173
49
+ 2022-07-18 19:28:57,949 INFO [decode.py:507] batch 78/?, cuts processed until now is 7465
50
+ 2022-07-18 19:29:00,969 INFO [decode.py:507] batch 80/?, cuts processed until now is 7859
51
+ 2022-07-18 19:29:03,822 INFO [decode.py:507] batch 82/?, cuts processed until now is 8209
52
+ 2022-07-18 19:29:07,879 INFO [decode.py:507] batch 84/?, cuts processed until now is 8434
53
+ 2022-07-18 19:29:12,542 INFO [decode.py:507] batch 86/?, cuts processed until now is 8584
54
+ 2022-07-18 19:29:17,450 INFO [decode.py:507] batch 88/?, cuts processed until now is 8722
55
+ 2022-07-18 19:29:22,971 INFO [decode.py:507] batch 90/?, cuts processed until now is 8842
56
+ 2022-07-18 19:29:27,808 INFO [decode.py:507] batch 92/?, cuts processed until now is 8980
57
+ 2022-07-18 19:29:31,574 INFO [decode.py:507] batch 94/?, cuts processed until now is 9255
58
+ 2022-07-18 19:29:35,179 INFO [decode.py:507] batch 96/?, cuts processed until now is 9538
59
+ 2022-07-18 19:29:39,300 INFO [decode.py:507] batch 98/?, cuts processed until now is 9732
60
+ 2022-07-18 19:29:42,891 INFO [decode.py:507] batch 100/?, cuts processed until now is 9966
61
+ 2022-07-18 19:29:46,032 INFO [decode.py:507] batch 102/?, cuts processed until now is 10246
62
+ 2022-07-18 19:29:49,450 INFO [decode.py:507] batch 104/?, cuts processed until now is 10507
63
+ 2022-07-18 19:29:52,617 INFO [decode.py:507] batch 106/?, cuts processed until now is 10812
64
+ 2022-07-18 19:29:55,515 INFO [decode.py:507] batch 108/?, cuts processed until now is 11135
65
+ 2022-07-18 19:29:58,896 INFO [decode.py:507] batch 110/?, cuts processed until now is 11387
66
+ 2022-07-18 19:30:01,879 INFO [decode.py:507] batch 112/?, cuts processed until now is 11710
67
+ 2022-07-18 19:30:04,644 INFO [decode.py:507] batch 114/?, cuts processed until now is 12105
68
+ 2022-07-18 19:30:08,661 INFO [decode.py:507] batch 116/?, cuts processed until now is 12299
69
+ 2022-07-18 19:30:12,559 INFO [decode.py:507] batch 118/?, cuts processed until now is 12493
70
+ 2022-07-18 19:30:16,155 INFO [decode.py:507] batch 120/?, cuts processed until now is 12709
71
+ 2022-07-18 19:30:18,447 INFO [decode.py:507] batch 122/?, cuts processed until now is 12810
72
+ 2022-07-18 19:30:20,996 INFO [decode.py:507] batch 124/?, cuts processed until now is 12832
73
+ 2022-07-18 19:30:24,794 INFO [decode.py:507] batch 126/?, cuts processed until now is 12896
74
+ 2022-07-18 19:30:27,143 INFO [decode.py:507] batch 128/?, cuts processed until now is 13199
75
+ 2022-07-18 19:30:30,177 INFO [decode.py:507] batch 130/?, cuts processed until now is 13322
76
+ 2022-07-18 19:30:33,392 INFO [decode.py:507] batch 132/?, cuts processed until now is 13367
77
+ 2022-07-18 19:30:36,175 INFO [decode.py:507] batch 134/?, cuts processed until now is 13433
78
+ 2022-07-18 19:30:39,907 INFO [decode.py:507] batch 136/?, cuts processed until now is 13522
79
+ 2022-07-18 19:30:42,563 INFO [decode.py:507] batch 138/?, cuts processed until now is 13721
80
+ 2022-07-18 19:30:44,785 INFO [decode.py:507] batch 140/?, cuts processed until now is 13811
81
+ 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
82
+ 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 ]
83
+ 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
84
+ 2022-07-18 19:30:47,746 INFO [decode.py:554]
85
+ For DEV, WER of different settings are:
86
+ beam_size_4 6.88 best for DEV
87
+
88
+ 2022-07-18 19:30:56,630 INFO [decode.py:507] batch 0/?, cuts processed until now is 87
89
+ 2022-07-18 19:31:01,039 INFO [decode.py:507] batch 2/?, cuts processed until now is 261
90
+ 2022-07-18 19:31:04,640 INFO [decode.py:507] batch 4/?, cuts processed until now is 732
91
+ 2022-07-18 19:31:07,667 INFO [decode.py:507] batch 6/?, cuts processed until now is 1232
92
+ 2022-07-18 19:31:11,973 INFO [decode.py:507] batch 8/?, cuts processed until now is 1416
93
+ 2022-07-18 19:31:16,709 INFO [decode.py:507] batch 10/?, cuts processed until now is 1562
94
+ 2022-07-18 19:31:21,286 INFO [decode.py:507] batch 12/?, cuts processed until now is 1728
95
+ 2022-07-18 19:31:25,395 INFO [decode.py:507] batch 14/?, cuts processed until now is 1931
96
+ 2022-07-18 19:31:29,543 INFO [decode.py:507] batch 16/?, cuts processed until now is 2125
97
+ 2022-07-18 19:31:33,847 INFO [decode.py:507] batch 18/?, cuts processed until now is 2301
98
+ 2022-07-18 19:31:40,553 INFO [decode.py:507] batch 20/?, cuts processed until now is 2424
99
+ 2022-07-18 19:31:46,259 INFO [decode.py:507] batch 22/?, cuts processed until now is 2602
100
+ 2022-07-18 19:31:50,378 INFO [decode.py:507] batch 24/?, cuts processed until now is 2817
101
+ 2022-07-18 19:31:54,419 INFO [decode.py:507] batch 26/?, cuts processed until now is 3081
102
+ 2022-07-18 19:31:57,559 INFO [decode.py:507] batch 28/?, cuts processed until now is 3394
103
+ 2022-07-18 19:32:00,717 INFO [decode.py:507] batch 30/?, cuts processed until now is 3707
104
+ 2022-07-18 19:32:03,446 INFO [decode.py:507] batch 32/?, cuts processed until now is 4171
105
+ 2022-07-18 19:32:09,165 INFO [decode.py:507] batch 34/?, cuts processed until now is 4467
106
+ 2022-07-18 19:32:15,535 INFO [decode.py:507] batch 36/?, cuts processed until now is 4610
107
+ 2022-07-18 19:32:20,137 INFO [decode.py:507] batch 38/?, cuts processed until now is 4791
108
+ 2022-07-18 19:32:27,711 INFO [decode.py:507] batch 40/?, cuts processed until now is 4883
109
+ 2022-07-18 19:32:34,081 INFO [decode.py:507] batch 42/?, cuts processed until now is 5108
110
+ 2022-07-18 19:32:37,186 INFO [decode.py:507] batch 44/?, cuts processed until now is 5422
111
+ 2022-07-18 19:32:40,253 INFO [decode.py:507] batch 46/?, cuts processed until now is 5803
112
+ 2022-07-18 19:32:42,825 INFO [decode.py:507] batch 48/?, cuts processed until now is 6335
113
+ 2022-07-18 19:32:46,125 INFO [decode.py:507] batch 50/?, cuts processed until now is 6698
114
+ 2022-07-18 19:32:50,540 INFO [decode.py:507] batch 52/?, cuts processed until now is 6875
115
+ 2022-07-18 19:32:55,633 INFO [decode.py:507] batch 54/?, cuts processed until now is 7021
116
+ 2022-07-18 19:32:59,649 INFO [decode.py:507] batch 56/?, cuts processed until now is 7353
117
+ 2022-07-18 19:33:03,001 INFO [decode.py:507] batch 58/?, cuts processed until now is 7716
118
+ 2022-07-18 19:33:07,242 INFO [decode.py:507] batch 60/?, cuts processed until now is 7900
119
+ 2022-07-18 19:33:11,318 INFO [decode.py:507] batch 62/?, cuts processed until now is 8084
120
+ 2022-07-18 19:33:18,633 INFO [decode.py:507] batch 64/?, cuts processed until now is 8204
121
+ 2022-07-18 19:33:25,314 INFO [decode.py:507] batch 66/?, cuts processed until now is 8381
122
+ 2022-07-18 19:33:29,482 INFO [decode.py:507] batch 68/?, cuts processed until now is 8596
123
+ 2022-07-18 19:33:34,284 INFO [decode.py:507] batch 70/?, cuts processed until now is 8743
124
+ 2022-07-18 19:33:38,825 INFO [decode.py:507] batch 72/?, cuts processed until now is 8901
125
+ 2022-07-18 19:33:43,993 INFO [decode.py:507] batch 74/?, cuts processed until now is 9046
126
+ 2022-07-18 19:33:48,294 INFO [decode.py:507] batch 76/?, cuts processed until now is 9226
127
+ 2022-07-18 19:33:51,301 INFO [decode.py:507] batch 78/?, cuts processed until now is 9726
128
+ 2022-07-18 19:33:55,305 INFO [decode.py:507] batch 80/?, cuts processed until now is 10178
129
+ 2022-07-18 19:33:59,104 INFO [decode.py:507] batch 82/?, cuts processed until now is 10628
130
+ 2022-07-18 19:34:01,683 INFO [decode.py:507] batch 84/?, cuts processed until now is 11278
131
+ 2022-07-18 19:34:05,329 INFO [decode.py:507] batch 86/?, cuts processed until now is 11631
132
+ 2022-07-18 19:34:08,828 INFO [decode.py:507] batch 88/?, cuts processed until now is 12102
133
+ 2022-07-18 19:34:12,793 INFO [decode.py:507] batch 90/?, cuts processed until now is 12566
134
+ 2022-07-18 19:34:17,173 INFO [decode.py:507] batch 92/?, cuts processed until now is 12742
135
+ 2022-07-18 19:34:20,819 INFO [decode.py:507] batch 94/?, cuts processed until now is 12988
136
+ 2022-07-18 19:34:24,682 INFO [decode.py:507] batch 96/?, cuts processed until now is 13234
137
+ 2022-07-18 19:34:27,904 INFO [decode.py:507] batch 98/?, cuts processed until now is 13597
138
+ 2022-07-18 19:34:30,760 INFO [decode.py:507] batch 100/?, cuts processed until now is 14012
139
+ 2022-07-18 19:34:33,745 INFO [decode.py:507] batch 102/?, cuts processed until now is 14310
140
+ 2022-07-18 19:34:37,163 INFO [decode.py:507] batch 104/?, cuts processed until now is 14608
141
+ 2022-07-18 19:34:40,077 INFO [decode.py:507] batch 106/?, cuts processed until now is 14955
142
+ 2022-07-18 19:34:45,219 INFO [decode.py:507] batch 108/?, cuts processed until now is 15188
143
+ 2022-07-18 19:34:51,229 INFO [decode.py:507] batch 110/?, cuts processed until now is 15304
144
+ 2022-07-18 19:34:54,896 INFO [decode.py:507] batch 112/?, cuts processed until now is 15650
145
+ 2022-07-18 19:34:57,589 INFO [decode.py:507] batch 114/?, cuts processed until now is 16182
146
+ 2022-07-18 19:35:00,531 INFO [decode.py:507] batch 116/?, cuts processed until now is 16715
147
+ 2022-07-18 19:35:04,223 INFO [decode.py:507] batch 118/?, cuts processed until now is 16962
148
+ 2022-07-18 19:35:08,398 INFO [decode.py:507] batch 120/?, cuts processed until now is 17164
149
+ 2022-07-18 19:35:11,719 INFO [decode.py:507] batch 122/?, cuts processed until now is 17645
150
+ 2022-07-18 19:35:14,675 INFO [decode.py:507] batch 124/?, cuts processed until now is 18178
151
+ 2022-07-18 19:35:20,646 INFO [decode.py:507] batch 126/?, cuts processed until now is 18324
152
+ 2022-07-18 19:35:26,430 INFO [decode.py:507] batch 128/?, cuts processed until now is 18472
153
+ 2022-07-18 19:35:29,515 INFO [decode.py:507] batch 130/?, cuts processed until now is 18972
154
+ 2022-07-18 19:35:33,624 INFO [decode.py:507] batch 132/?, cuts processed until now is 19443
155
+ 2022-07-18 19:35:37,293 INFO [decode.py:507] batch 134/?, cuts processed until now is 19728
156
+ 2022-07-18 19:35:43,972 INFO [decode.py:507] batch 136/?, cuts processed until now is 19842
157
+ 2022-07-18 19:35:46,506 INFO [decode.py:507] batch 138/?, cuts processed until now is 20427
158
+ 2022-07-18 19:35:52,343 INFO [decode.py:507] batch 140/?, cuts processed until now is 20840
159
+ 2022-07-18 19:35:59,768 INFO [decode.py:507] batch 142/?, cuts processed until now is 20909
160
+ 2022-07-18 19:36:02,611 INFO [decode.py:507] batch 144/?, cuts processed until now is 21305
161
+ 2022-07-18 19:36:05,508 INFO [decode.py:507] batch 146/?, cuts processed until now is 21701
162
+ 2022-07-18 19:36:08,252 INFO [decode.py:507] batch 148/?, cuts processed until now is 22283
163
+ 2022-07-18 19:36:14,785 INFO [decode.py:507] batch 150/?, cuts processed until now is 22507
164
+ 2022-07-18 19:36:17,269 INFO [decode.py:507] batch 152/?, cuts processed until now is 22943
165
+ 2022-07-18 19:36:23,832 INFO [decode.py:507] batch 154/?, cuts processed until now is 23043
166
+ 2022-07-18 19:36:26,319 INFO [decode.py:507] batch 156/?, cuts processed until now is 23199
167
+ 2022-07-18 19:36:34,287 INFO [decode.py:507] batch 158/?, cuts processed until now is 23444
168
+ 2022-07-18 19:36:36,667 INFO [decode.py:507] batch 160/?, cuts processed until now is 23681
169
+ 2022-07-18 19:36:39,852 INFO [decode.py:507] batch 162/?, cuts processed until now is 24114
170
+ 2022-07-18 19:36:44,081 INFO [decode.py:507] batch 164/?, cuts processed until now is 24259
171
+ 2022-07-18 19:36:47,314 INFO [decode.py:507] batch 166/?, cuts processed until now is 24387
172
+ 2022-07-18 19:36:50,661 INFO [decode.py:507] batch 168/?, cuts processed until now is 24477
173
+ 2022-07-18 19:36:53,206 INFO [decode.py:507] batch 170/?, cuts processed until now is 24659
174
+ 2022-07-18 19:36:55,633 INFO [decode.py:507] batch 172/?, cuts processed until now is 24698
175
+ 2022-07-18 19:37:03,677 INFO [decode.py:507] batch 174/?, cuts processed until now is 24763
176
+ 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
177
+ 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 ]
178
+ 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
179
+ 2022-07-18 19:37:09,354 INFO [decode.py:554]
180
+ For TEST_NET, WER of different settings are:
181
+ beam_size_4 7.18 best for TEST_NET
182
+
183
+ 2022-07-18 19:37:16,407 INFO [decode.py:507] batch 0/?, cuts processed until now is 56
184
+ 2022-07-18 19:37:21,652 INFO [decode.py:507] batch 2/?, cuts processed until now is 168
185
+ 2022-07-18 19:37:25,796 INFO [decode.py:507] batch 4/?, cuts processed until now is 388
186
+ 2022-07-18 19:37:29,538 INFO [decode.py:507] batch 6/?, cuts processed until now is 624
187
+ 2022-07-18 19:37:34,961 INFO [decode.py:507] batch 8/?, cuts processed until now is 740
188
+ 2022-07-18 19:37:40,807 INFO [decode.py:507] batch 10/?, cuts processed until now is 833
189
+ 2022-07-18 19:37:46,339 INFO [decode.py:507] batch 12/?, cuts processed until now is 938
190
+ 2022-07-18 19:37:51,313 INFO [decode.py:507] batch 14/?, cuts processed until now is 1067
191
+ 2022-07-18 19:37:56,498 INFO [decode.py:507] batch 16/?, cuts processed until now is 1190
192
+ 2022-07-18 19:38:01,844 INFO [decode.py:507] batch 18/?, cuts processed until now is 1303
193
+ 2022-07-18 19:38:08,232 INFO [decode.py:507] batch 20/?, cuts processed until now is 1396
194
+ 2022-07-18 19:38:13,979 INFO [decode.py:507] batch 22/?, cuts processed until now is 1517
195
+ 2022-07-18 19:38:19,123 INFO [decode.py:507] batch 24/?, cuts processed until now is 1645
196
+ 2022-07-18 19:38:24,137 INFO [decode.py:507] batch 26/?, cuts processed until now is 1788
197
+ 2022-07-18 19:38:28,310 INFO [decode.py:507] batch 28/?, cuts processed until now is 1962
198
+ 2022-07-18 19:38:32,496 INFO [decode.py:507] batch 30/?, cuts processed until now is 2135
199
+ 2022-07-18 19:38:36,051 INFO [decode.py:507] batch 32/?, cuts processed until now is 2358
200
+ 2022-07-18 19:38:41,861 INFO [decode.py:507] batch 34/?, cuts processed until now is 2509
201
+ 2022-07-18 19:38:47,585 INFO [decode.py:507] batch 36/?, cuts processed until now is 2619
202
+ 2022-07-18 19:38:53,509 INFO [decode.py:507] batch 38/?, cuts processed until now is 2724
203
+ 2022-07-18 19:38:58,758 INFO [decode.py:507] batch 40/?, cuts processed until now is 2861
204
+ 2022-07-18 19:39:03,133 INFO [decode.py:507] batch 42/?, cuts processed until now is 3025
205
+ 2022-07-18 19:39:07,202 INFO [decode.py:507] batch 44/?, cuts processed until now is 3212
206
+ 2022-07-18 19:39:10,563 INFO [decode.py:507] batch 46/?, cuts processed until now is 3459
207
+ 2022-07-18 19:39:15,105 INFO [decode.py:507] batch 48/?, cuts processed until now is 3638
208
+ 2022-07-18 19:39:21,588 INFO [decode.py:507] batch 50/?, cuts processed until now is 3726
209
+ 2022-07-18 19:39:26,496 INFO [decode.py:507] batch 52/?, cuts processed until now is 3892
210
+ 2022-07-18 19:39:33,497 INFO [decode.py:507] batch 54/?, cuts processed until now is 3972
211
+ 2022-07-18 19:39:38,470 INFO [decode.py:507] batch 56/?, cuts processed until now is 4138
212
+ 2022-07-18 19:39:44,308 INFO [decode.py:507] batch 58/?, cuts processed until now is 4236
213
+ 2022-07-18 19:39:49,848 INFO [decode.py:507] batch 60/?, cuts processed until now is 4343
214
+ 2022-07-18 19:39:55,995 INFO [decode.py:507] batch 62/?, cuts processed until now is 4435
215
+ 2022-07-18 19:40:00,195 INFO [decode.py:507] batch 64/?, cuts processed until now is 4622
216
+ 2022-07-18 19:40:07,929 INFO [decode.py:507] batch 66/?, cuts processed until now is 4683
217
+ 2022-07-18 19:40:12,927 INFO [decode.py:507] batch 68/?, cuts processed until now is 4811
218
+ 2022-07-18 19:40:18,140 INFO [decode.py:507] batch 70/?, cuts processed until now is 4924
219
+ 2022-07-18 19:40:22,299 INFO [decode.py:507] batch 72/?, cuts processed until now is 5094
220
+ 2022-07-18 19:40:25,696 INFO [decode.py:507] batch 74/?, cuts processed until now is 5358
221
+ 2022-07-18 19:40:30,442 INFO [decode.py:507] batch 76/?, cuts processed until now is 5566
222
+ 2022-07-18 19:40:34,047 INFO [decode.py:507] batch 78/?, cuts processed until now is 5815
223
+ 2022-07-18 19:40:37,152 INFO [decode.py:507] batch 80/?, cuts processed until now is 6144
224
+ 2022-07-18 19:40:41,416 INFO [decode.py:507] batch 82/?, cuts processed until now is 6364
225
+ 2022-07-18 19:40:45,716 INFO [decode.py:507] batch 84/?, cuts processed until now is 6534
226
+ 2022-07-18 19:40:49,818 INFO [decode.py:507] batch 86/?, cuts processed until now is 6719
227
+ 2022-07-18 19:40:52,871 INFO [decode.py:507] batch 88/?, cuts processed until now is 7047
228
+ 2022-07-18 19:40:56,699 INFO [decode.py:507] batch 90/?, cuts processed until now is 7232
229
+ 2022-07-18 19:40:59,710 INFO [decode.py:507] batch 92/?, cuts processed until now is 7416
230
+ 2022-07-18 19:41:02,633 INFO [decode.py:507] batch 94/?, cuts processed until now is 7504
231
+ 2022-07-18 19:41:06,361 INFO [decode.py:507] batch 96/?, cuts processed until now is 7545
232
+ 2022-07-18 19:41:10,652 INFO [decode.py:507] batch 98/?, cuts processed until now is 7695
233
+ 2022-07-18 19:41:14,246 INFO [decode.py:507] batch 100/?, cuts processed until now is 7928
234
+ 2022-07-18 19:41:16,832 INFO [decode.py:507] batch 102/?, cuts processed until now is 7977
235
+ 2022-07-18 19:41:19,881 INFO [decode.py:507] batch 104/?, cuts processed until now is 8001
236
+ 2022-07-18 19:41:22,486 INFO [decode.py:507] batch 106/?, cuts processed until now is 8111
237
+ 2022-07-18 19:41:24,684 INFO [decode.py:507] batch 108/?, cuts processed until now is 8155
238
+ 2022-07-18 19:41:30,943 INFO [decode.py:507] batch 110/?, cuts processed until now is 8245
239
+ 2022-07-18 19:41:35,007 INFO [decode.py:507] batch 112/?, cuts processed until now is 8287
240
+ 2022-07-18 19:41:38,721 INFO [decode.py:507] batch 114/?, cuts processed until now is 8370
241
+ 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
242
+ 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:
246
+ beam_size_4 11.77 best for TEST_MEETING
247
+
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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
The diff for this file is too large to render. See raw diff
 
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