Commit
•
95de63b
1
Parent(s):
27f7823
update results based on fast_beam_search_nbest_LG decoding
Browse files- 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 → errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +0 -0
- 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-ngram-lm-scale-0.35.txt +0 -0
- 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
- 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 → errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +0 -0
- 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 +0 -6
- 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 +0 -7
- 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 → log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35-2022-07-26-11-26-29} +243 -243
- 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 → recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +0 -0
- 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 → recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +0 -0
- 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 → recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +0 -0
- 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 → wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +1 -1
- 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 → wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +1 -1
- 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 → wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt} +1 -1
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 → errs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
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-ngram-lm-scale-0.35.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
DELETED
|
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 → errs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
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
DELETED
|
@@ -1,6 +0,0 @@
|
|
| 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
DELETED
|
@@ -1,7 +0,0 @@
|
|
| 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 → log-decode-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35-2022-07-26-11-26-29}
RENAMED
|
@@ -1,249 +1,249 @@
|
|
| 1 |
-
2022-07-
|
| 2 |
-
2022-07-
|
| 3 |
-
2022-07-
|
| 4 |
-
2022-07-
|
| 5 |
-
2022-07-
|
| 6 |
-
2022-07-
|
| 7 |
-
2022-07-
|
| 8 |
-
2022-07-
|
| 9 |
-
2022-07-
|
| 10 |
-
2022-07-
|
| 11 |
-
2022-07-
|
| 12 |
-
2022-07-
|
| 13 |
-
2022-07-
|
| 14 |
-
2022-07-
|
| 15 |
-
2022-07-
|
| 16 |
-
2022-07-
|
| 17 |
-
2022-07-
|
| 18 |
-
2022-07-
|
| 19 |
-
2022-07-
|
| 20 |
-
2022-07-
|
| 21 |
-
2022-07-
|
| 22 |
-
2022-07-
|
| 23 |
-
2022-07-
|
| 24 |
-
2022-07-
|
| 25 |
-
2022-07-
|
| 26 |
-
2022-07-
|
| 27 |
-
2022-07-
|
| 28 |
-
2022-07-
|
| 29 |
-
2022-07-
|
| 30 |
-
2022-07-
|
| 31 |
-
2022-07-
|
| 32 |
-
2022-07-
|
| 33 |
-
2022-07-
|
| 34 |
-
2022-07-
|
| 35 |
-
2022-07-
|
| 36 |
-
2022-07-
|
| 37 |
-
2022-07-
|
| 38 |
-
2022-07-
|
| 39 |
-
2022-07-
|
| 40 |
-
2022-07-
|
| 41 |
-
2022-07-
|
| 42 |
-
2022-07-
|
| 43 |
-
2022-07-
|
| 44 |
-
2022-07-
|
| 45 |
-
2022-07-
|
| 46 |
-
2022-07-
|
| 47 |
-
2022-07-
|
| 48 |
-
2022-07-
|
| 49 |
-
2022-07-
|
| 50 |
-
2022-07-
|
| 51 |
-
2022-07-
|
| 52 |
-
2022-07-
|
| 53 |
-
2022-07-
|
| 54 |
-
2022-07-
|
| 55 |
-
2022-07-
|
| 56 |
-
2022-07-
|
| 57 |
-
2022-07-
|
| 58 |
-
2022-07-
|
| 59 |
-
2022-07-
|
| 60 |
-
2022-07-
|
| 61 |
-
2022-07-
|
| 62 |
-
2022-07-
|
| 63 |
-
2022-07-
|
| 64 |
-
2022-07-
|
| 65 |
-
2022-07-
|
| 66 |
-
2022-07-
|
| 67 |
-
2022-07-
|
| 68 |
-
2022-07-
|
| 69 |
-
2022-07-
|
| 70 |
-
2022-07-
|
| 71 |
-
2022-07-
|
| 72 |
-
2022-07-
|
| 73 |
-
2022-07-
|
| 74 |
-
2022-07-
|
| 75 |
-
2022-07-
|
| 76 |
-
2022-07-
|
| 77 |
-
2022-07-
|
| 78 |
-
2022-07-
|
| 79 |
-
2022-07-
|
| 80 |
-
2022-07-
|
| 81 |
-
2022-07-
|
| 82 |
-
2022-07-
|
| 83 |
-
2022-07-
|
| 84 |
-
2022-07-
|
| 85 |
-
2022-07-
|
| 86 |
For DEV, WER of different settings are:
|
| 87 |
-
beam_size_4
|
| 88 |
|
| 89 |
-
2022-07-
|
| 90 |
-
2022-07-
|
| 91 |
-
2022-07-
|
| 92 |
-
2022-07-
|
| 93 |
-
2022-07-
|
| 94 |
-
2022-07-
|
| 95 |
-
2022-07-
|
| 96 |
-
2022-07-
|
| 97 |
-
2022-07-
|
| 98 |
-
2022-07-
|
| 99 |
-
2022-07-
|
| 100 |
-
2022-07-
|
| 101 |
-
2022-07-
|
| 102 |
-
2022-07-
|
| 103 |
-
2022-07-
|
| 104 |
-
2022-07-
|
| 105 |
-
2022-07-
|
| 106 |
-
2022-07-
|
| 107 |
-
2022-07-
|
| 108 |
-
2022-07-
|
| 109 |
-
2022-07-
|
| 110 |
-
2022-07-
|
| 111 |
-
2022-07-
|
| 112 |
-
2022-07-
|
| 113 |
-
2022-07-
|
| 114 |
-
2022-07-
|
| 115 |
-
2022-07-
|
| 116 |
-
2022-07-
|
| 117 |
-
2022-07-
|
| 118 |
-
2022-07-
|
| 119 |
-
2022-07-
|
| 120 |
-
2022-07-
|
| 121 |
-
2022-07-
|
| 122 |
-
2022-07-
|
| 123 |
-
2022-07-
|
| 124 |
-
2022-07-
|
| 125 |
-
2022-07-
|
| 126 |
-
2022-07-
|
| 127 |
-
2022-07-
|
| 128 |
-
2022-07-
|
| 129 |
-
2022-07-
|
| 130 |
-
2022-07-
|
| 131 |
-
2022-07-
|
| 132 |
-
2022-07-
|
| 133 |
-
2022-07-
|
| 134 |
-
2022-07-
|
| 135 |
-
2022-07-
|
| 136 |
-
2022-07-
|
| 137 |
-
2022-07-
|
| 138 |
-
2022-07-
|
| 139 |
-
2022-07-
|
| 140 |
-
2022-07-
|
| 141 |
-
2022-07-
|
| 142 |
-
2022-07-
|
| 143 |
-
2022-07-
|
| 144 |
-
2022-07-
|
| 145 |
-
2022-07-
|
| 146 |
-
2022-07-
|
| 147 |
-
2022-07-
|
| 148 |
-
2022-07-
|
| 149 |
-
2022-07-
|
| 150 |
-
2022-07-
|
| 151 |
-
2022-07-
|
| 152 |
-
2022-07-
|
| 153 |
-
2022-07-
|
| 154 |
-
2022-07-
|
| 155 |
-
2022-07-
|
| 156 |
-
2022-07-
|
| 157 |
-
2022-07-
|
| 158 |
-
2022-07-
|
| 159 |
-
2022-07-
|
| 160 |
-
2022-07-
|
| 161 |
-
2022-07-
|
| 162 |
-
2022-07-
|
| 163 |
-
2022-07-
|
| 164 |
-
2022-07-
|
| 165 |
-
2022-07-
|
| 166 |
-
2022-07-
|
| 167 |
-
2022-07-
|
| 168 |
-
2022-07-
|
| 169 |
-
2022-07-
|
| 170 |
-
2022-07-
|
| 171 |
-
2022-07-
|
| 172 |
-
2022-07-
|
| 173 |
-
2022-07-
|
| 174 |
-
2022-07-
|
| 175 |
-
2022-07-
|
| 176 |
-
2022-07-
|
| 177 |
-
2022-07-
|
| 178 |
-
2022-07-
|
| 179 |
-
2022-07-
|
| 180 |
-
2022-07-
|
| 181 |
For TEST_NET, WER of different settings are:
|
| 182 |
-
beam_size_4
|
| 183 |
|
| 184 |
-
2022-07-
|
| 185 |
-
2022-07-
|
| 186 |
-
2022-07-
|
| 187 |
-
2022-07-
|
| 188 |
-
2022-07-
|
| 189 |
-
2022-07-
|
| 190 |
-
2022-07-
|
| 191 |
-
2022-07-
|
| 192 |
-
2022-07-
|
| 193 |
-
2022-07-
|
| 194 |
-
2022-07-
|
| 195 |
-
2022-07-
|
| 196 |
-
2022-07-
|
| 197 |
-
2022-07-
|
| 198 |
-
2022-07-
|
| 199 |
-
2022-07-
|
| 200 |
-
2022-07-
|
| 201 |
-
2022-07-
|
| 202 |
-
2022-07-
|
| 203 |
-
2022-07-
|
| 204 |
-
2022-07-
|
| 205 |
-
2022-07-
|
| 206 |
-
2022-07-
|
| 207 |
-
2022-07-
|
| 208 |
-
2022-07-
|
| 209 |
-
2022-07-
|
| 210 |
-
2022-07-
|
| 211 |
-
2022-07-
|
| 212 |
-
2022-07-
|
| 213 |
-
2022-07-
|
| 214 |
-
2022-07-
|
| 215 |
-
2022-07-
|
| 216 |
-
2022-07-
|
| 217 |
-
2022-07-
|
| 218 |
-
2022-07-
|
| 219 |
-
2022-07-
|
| 220 |
-
2022-07-
|
| 221 |
-
2022-07-
|
| 222 |
-
2022-07-
|
| 223 |
-
2022-07-
|
| 224 |
-
2022-07-
|
| 225 |
-
2022-07-
|
| 226 |
-
2022-07-
|
| 227 |
-
2022-07-
|
| 228 |
-
2022-07-
|
| 229 |
-
2022-07-
|
| 230 |
-
2022-07-
|
| 231 |
-
2022-07-
|
| 232 |
-
2022-07-
|
| 233 |
-
2022-07-
|
| 234 |
-
2022-07-
|
| 235 |
-
2022-07-
|
| 236 |
-
2022-07-
|
| 237 |
-
2022-07-
|
| 238 |
-
2022-07-
|
| 239 |
-
2022-07-
|
| 240 |
-
2022-07-
|
| 241 |
-
2022-07-
|
| 242 |
-
2022-07-
|
| 243 |
-
2022-07-
|
| 244 |
-
2022-07-
|
| 245 |
-
2022-07-
|
| 246 |
For TEST_MEETING, WER of different settings are:
|
| 247 |
-
beam_size_4
|
| 248 |
|
| 249 |
-
2022-07-
|
| 1 |
+
2022-07-26 11:26:29,690 INFO [decode.py:602] Decoding started
|
| 2 |
+
2022-07-26 11:26:29,690 INFO [decode.py:608] Device: cuda:0
|
| 3 |
+
2022-07-26 11:26:30,956 INFO [lexicon.py:176] Loading pre-compiled data/lang_char_lg/Linv.pt
|
| 4 |
+
2022-07-26 11:26:31,128 INFO [decode.py:619] {'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': '749dfcd-dirty', 'icefall-git-date': 'Mon Jul 18 22:08:42 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_lg', 'decoding_method': 'fast_beam_search_nbest_LG', 'beam_size': 4, 'beam': 20.0, 'ngram_lm_scale': 0.35, '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-ori-ngram-lm-scale-0.35', 'blank_id': 0, 'vocab_size': 5537}
|
| 5 |
+
2022-07-26 11:26:31,129 INFO [decode.py:621] About to create model
|
| 6 |
+
2022-07-26 11:26:31,759 INFO [decode.py:642] averaging ['pruned_transducer_stateless2/exp/epoch-9.pt', 'pruned_transducer_stateless2/exp/epoch-10.pt']
|
| 7 |
+
2022-07-26 11:26:41,293 INFO [decode.py:653] Loading data/lang_char_lg/LG.pt
|
| 8 |
+
2022-07-26 11:26:50,549 INFO [decode.py:666] Number of model parameters: 88978927
|
| 9 |
+
2022-07-26 11:26:50,552 INFO [asr_datamodule.py:347] About to create dev dataset
|
| 10 |
+
2022-07-26 11:26:54,648 INFO [asr_datamodule.py:368] About to create dev dataloader
|
| 11 |
+
2022-07-26 11:27:14,469 INFO [decode.py:517] batch 0/?, cuts processed until now is 79
|
| 12 |
+
2022-07-26 11:27:24,523 INFO [decode.py:517] batch 2/?, cuts processed until now is 236
|
| 13 |
+
2022-07-26 11:27:30,771 INFO [decode.py:517] batch 4/?, cuts processed until now is 512
|
| 14 |
+
2022-07-26 11:27:36,565 INFO [decode.py:517] batch 6/?, cuts processed until now is 804
|
| 15 |
+
2022-07-26 11:27:45,058 INFO [decode.py:517] batch 8/?, cuts processed until now is 966
|
| 16 |
+
2022-07-26 11:27:55,816 INFO [decode.py:517] batch 10/?, cuts processed until now is 1105
|
| 17 |
+
2022-07-26 11:28:07,254 INFO [decode.py:517] batch 12/?, cuts processed until now is 1255
|
| 18 |
+
2022-07-26 11:28:17,217 INFO [decode.py:517] batch 14/?, cuts processed until now is 1428
|
| 19 |
+
2022-07-26 11:28:27,468 INFO [decode.py:517] batch 16/?, cuts processed until now is 1595
|
| 20 |
+
2022-07-26 11:28:37,149 INFO [decode.py:517] batch 18/?, cuts processed until now is 1753
|
| 21 |
+
2022-07-26 11:28:47,891 INFO [decode.py:517] batch 20/?, cuts processed until now is 1899
|
| 22 |
+
2022-07-26 11:28:57,217 INFO [decode.py:517] batch 22/?, cuts processed until now is 2067
|
| 23 |
+
2022-07-26 11:29:05,484 INFO [decode.py:517] batch 24/?, cuts processed until now is 2242
|
| 24 |
+
2022-07-26 11:29:12,222 INFO [decode.py:517] batch 26/?, cuts processed until now is 2435
|
| 25 |
+
2022-07-26 11:29:20,293 INFO [decode.py:517] batch 28/?, cuts processed until now is 2656
|
| 26 |
+
2022-07-26 11:29:28,038 INFO [decode.py:517] batch 30/?, cuts processed until now is 2877
|
| 27 |
+
2022-07-26 11:29:33,318 INFO [decode.py:517] batch 32/?, cuts processed until now is 3156
|
| 28 |
+
2022-07-26 11:29:41,891 INFO [decode.py:517] batch 34/?, cuts processed until now is 3369
|
| 29 |
+
2022-07-26 11:29:51,080 INFO [decode.py:517] batch 36/?, cuts processed until now is 3524
|
| 30 |
+
2022-07-26 11:30:01,698 INFO [decode.py:517] batch 38/?, cuts processed until now is 3686
|
| 31 |
+
2022-07-26 11:30:11,185 INFO [decode.py:517] batch 40/?, cuts processed until now is 3813
|
| 32 |
+
2022-07-26 11:30:20,059 INFO [decode.py:517] batch 42/?, cuts processed until now is 3999
|
| 33 |
+
2022-07-26 11:30:27,317 INFO [decode.py:517] batch 44/?, cuts processed until now is 4220
|
| 34 |
+
2022-07-26 11:30:33,872 INFO [decode.py:517] batch 46/?, cuts processed until now is 4468
|
| 35 |
+
2022-07-26 11:30:37,795 INFO [decode.py:517] batch 48/?, cuts processed until now is 4774
|
| 36 |
+
2022-07-26 11:30:44,753 INFO [decode.py:517] batch 50/?, cuts processed until now is 5013
|
| 37 |
+
2022-07-26 11:30:55,205 INFO [decode.py:517] batch 52/?, cuts processed until now is 5171
|
| 38 |
+
2022-07-26 11:31:06,508 INFO [decode.py:517] batch 54/?, cuts processed until now is 5311
|
| 39 |
+
2022-07-26 11:31:12,968 INFO [decode.py:517] batch 56/?, cuts processed until now is 5531
|
| 40 |
+
2022-07-26 11:31:19,968 INFO [decode.py:517] batch 58/?, cuts processed until now is 5770
|
| 41 |
+
2022-07-26 11:31:28,687 INFO [decode.py:517] batch 60/?, cuts processed until now is 5935
|
| 42 |
+
2022-07-26 11:31:37,554 INFO [decode.py:517] batch 62/?, cuts processed until now is 6100
|
| 43 |
+
2022-07-26 11:31:47,408 INFO [decode.py:517] batch 64/?, cuts processed until now is 6246
|
| 44 |
+
2022-07-26 11:31:57,078 INFO [decode.py:517] batch 66/?, cuts processed until now is 6414
|
| 45 |
+
2022-07-26 11:32:06,382 INFO [decode.py:517] batch 68/?, cuts processed until now is 6589
|
| 46 |
+
2022-07-26 11:32:17,668 INFO [decode.py:517] batch 70/?, cuts processed until now is 6728
|
| 47 |
+
2022-07-26 11:32:28,138 INFO [decode.py:517] batch 72/?, cuts processed until now is 6872
|
| 48 |
+
2022-07-26 11:32:37,841 INFO [decode.py:517] batch 74/?, cuts processed until now is 7011
|
| 49 |
+
2022-07-26 11:32:47,654 INFO [decode.py:517] batch 76/?, cuts processed until now is 7173
|
| 50 |
+
2022-07-26 11:32:52,769 INFO [decode.py:517] batch 78/?, cuts processed until now is 7465
|
| 51 |
+
2022-07-26 11:32:56,221 INFO [decode.py:517] batch 80/?, cuts processed until now is 7859
|
| 52 |
+
2022-07-26 11:32:59,695 INFO [decode.py:517] batch 82/?, cuts processed until now is 8209
|
| 53 |
+
2022-07-26 11:33:06,864 INFO [decode.py:517] batch 84/?, cuts processed until now is 8434
|
| 54 |
+
2022-07-26 11:33:17,359 INFO [decode.py:517] batch 86/?, cuts processed until now is 8584
|
| 55 |
+
2022-07-26 11:33:27,229 INFO [decode.py:517] batch 88/?, cuts processed until now is 8722
|
| 56 |
+
2022-07-26 11:33:38,746 INFO [decode.py:517] batch 90/?, cuts processed until now is 8842
|
| 57 |
+
2022-07-26 11:33:49,300 INFO [decode.py:517] batch 92/?, cuts processed until now is 8980
|
| 58 |
+
2022-07-26 11:33:56,204 INFO [decode.py:517] batch 94/?, cuts processed until now is 9255
|
| 59 |
+
2022-07-26 11:34:02,480 INFO [decode.py:517] batch 96/?, cuts processed until now is 9538
|
| 60 |
+
2022-07-26 11:34:10,724 INFO [decode.py:517] batch 98/?, cuts processed until now is 9732
|
| 61 |
+
2022-07-26 11:34:18,394 INFO [decode.py:517] batch 100/?, cuts processed until now is 9966
|
| 62 |
+
2022-07-26 11:34:24,159 INFO [decode.py:517] batch 102/?, cuts processed until now is 10246
|
| 63 |
+
2022-07-26 11:34:30,080 INFO [decode.py:517] batch 104/?, cuts processed until now is 10507
|
| 64 |
+
2022-07-26 11:34:35,630 INFO [decode.py:517] batch 106/?, cuts processed until now is 10812
|
| 65 |
+
2022-07-26 11:34:39,267 INFO [decode.py:517] batch 108/?, cuts processed until now is 11135
|
| 66 |
+
2022-07-26 11:34:44,729 INFO [decode.py:517] batch 110/?, cuts processed until now is 11387
|
| 67 |
+
2022-07-26 11:34:48,826 INFO [decode.py:517] batch 112/?, cuts processed until now is 11710
|
| 68 |
+
2022-07-26 11:34:52,122 INFO [decode.py:517] batch 114/?, cuts processed until now is 12105
|
| 69 |
+
2022-07-26 11:34:59,725 INFO [decode.py:517] batch 116/?, cuts processed until now is 12299
|
| 70 |
+
2022-07-26 11:35:07,849 INFO [decode.py:517] batch 118/?, cuts processed until now is 12493
|
| 71 |
+
2022-07-26 11:35:14,289 INFO [decode.py:517] batch 120/?, cuts processed until now is 12709
|
| 72 |
+
2022-07-26 11:35:17,190 INFO [decode.py:517] batch 122/?, cuts processed until now is 12810
|
| 73 |
+
2022-07-26 11:35:20,172 INFO [decode.py:517] batch 124/?, cuts processed until now is 12832
|
| 74 |
+
2022-07-26 11:35:25,854 INFO [decode.py:517] batch 126/?, cuts processed until now is 12896
|
| 75 |
+
2022-07-26 11:35:28,509 INFO [decode.py:517] batch 128/?, cuts processed until now is 13199
|
| 76 |
+
2022-07-26 11:35:32,004 INFO [decode.py:517] batch 130/?, cuts processed until now is 13322
|
| 77 |
+
2022-07-26 11:35:35,495 INFO [decode.py:517] batch 132/?, cuts processed until now is 13367
|
| 78 |
+
2022-07-26 11:35:38,554 INFO [decode.py:517] batch 134/?, cuts processed until now is 13433
|
| 79 |
+
2022-07-26 11:35:43,633 INFO [decode.py:517] batch 136/?, cuts processed until now is 13522
|
| 80 |
+
2022-07-26 11:35:46,643 INFO [decode.py:517] batch 138/?, cuts processed until now is 13721
|
| 81 |
+
2022-07-26 11:35:49,097 INFO [decode.py:517] batch 140/?, cuts processed until now is 13811
|
| 82 |
+
2022-07-26 11:35:50,148 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-ori-ngram-lm-scale-0.35.txt
|
| 83 |
+
2022-07-26 11:35:50,610 INFO [utils.py:410] [DEV-beam_size_4] %WER 8.83% [29176 / 330498, 3406 ins, 13970 del, 11800 sub ]
|
| 84 |
+
2022-07-26 11:35:51,804 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-ori-ngram-lm-scale-0.35.txt
|
| 85 |
+
2022-07-26 11:35:51,804 INFO [decode.py:564]
|
| 86 |
For DEV, WER of different settings are:
|
| 87 |
+
beam_size_4 8.83 best for DEV
|
| 88 |
|
| 89 |
+
2022-07-26 11:36:01,658 INFO [decode.py:517] batch 0/?, cuts processed until now is 87
|
| 90 |
+
2022-07-26 11:36:10,605 INFO [decode.py:517] batch 2/?, cuts processed until now is 261
|
| 91 |
+
2022-07-26 11:36:16,080 INFO [decode.py:517] batch 4/?, cuts processed until now is 732
|
| 92 |
+
2022-07-26 11:36:19,792 INFO [decode.py:517] batch 6/?, cuts processed until now is 1232
|
| 93 |
+
2022-07-26 11:36:27,721 INFO [decode.py:517] batch 8/?, cuts processed until now is 1416
|
| 94 |
+
2022-07-26 11:36:37,348 INFO [decode.py:517] batch 10/?, cuts processed until now is 1562
|
| 95 |
+
2022-07-26 11:36:46,578 INFO [decode.py:517] batch 12/?, cuts processed until now is 1728
|
| 96 |
+
2022-07-26 11:36:54,242 INFO [decode.py:517] batch 14/?, cuts processed until now is 1931
|
| 97 |
+
2022-07-26 11:37:03,057 INFO [decode.py:517] batch 16/?, cuts processed until now is 2125
|
| 98 |
+
2022-07-26 11:37:11,275 INFO [decode.py:517] batch 18/?, cuts processed until now is 2301
|
| 99 |
+
2022-07-26 11:37:20,264 INFO [decode.py:517] batch 20/?, cuts processed until now is 2424
|
| 100 |
+
2022-07-26 11:37:27,856 INFO [decode.py:517] batch 22/?, cuts processed until now is 2602
|
| 101 |
+
2022-07-26 11:37:34,717 INFO [decode.py:517] batch 24/?, cuts processed until now is 2817
|
| 102 |
+
2022-07-26 11:37:41,553 INFO [decode.py:517] batch 26/?, cuts processed until now is 3081
|
| 103 |
+
2022-07-26 11:37:46,451 INFO [decode.py:517] batch 28/?, cuts processed until now is 3394
|
| 104 |
+
2022-07-26 11:37:51,818 INFO [decode.py:517] batch 30/?, cuts processed until now is 3707
|
| 105 |
+
2022-07-26 11:37:55,270 INFO [decode.py:517] batch 32/?, cuts processed until now is 4171
|
| 106 |
+
2022-07-26 11:38:01,319 INFO [decode.py:517] batch 34/?, cuts processed until now is 4467
|
| 107 |
+
2022-07-26 11:38:09,793 INFO [decode.py:517] batch 36/?, cuts processed until now is 4610
|
| 108 |
+
2022-07-26 11:38:16,460 INFO [decode.py:517] batch 38/?, cuts processed until now is 4791
|
| 109 |
+
2022-07-26 11:38:26,124 INFO [decode.py:517] batch 40/?, cuts processed until now is 4883
|
| 110 |
+
2022-07-26 11:38:32,712 INFO [decode.py:517] batch 42/?, cuts processed until now is 5108
|
| 111 |
+
2022-07-26 11:38:37,659 INFO [decode.py:517] batch 44/?, cuts processed until now is 5422
|
| 112 |
+
2022-07-26 11:38:41,467 INFO [decode.py:517] batch 46/?, cuts processed until now is 5803
|
| 113 |
+
2022-07-26 11:38:44,820 INFO [decode.py:517] batch 48/?, cuts processed until now is 6335
|
| 114 |
+
2022-07-26 11:38:50,755 INFO [decode.py:517] batch 50/?, cuts processed until now is 6698
|
| 115 |
+
2022-07-26 11:39:00,242 INFO [decode.py:517] batch 52/?, cuts processed until now is 6875
|
| 116 |
+
2022-07-26 11:39:08,886 INFO [decode.py:517] batch 54/?, cuts processed until now is 7021
|
| 117 |
+
2022-07-26 11:39:14,814 INFO [decode.py:517] batch 56/?, cuts processed until now is 7353
|
| 118 |
+
2022-07-26 11:39:19,793 INFO [decode.py:517] batch 58/?, cuts processed until now is 7716
|
| 119 |
+
2022-07-26 11:39:27,504 INFO [decode.py:517] batch 60/?, cuts processed until now is 7900
|
| 120 |
+
2022-07-26 11:39:35,772 INFO [decode.py:517] batch 62/?, cuts processed until now is 8084
|
| 121 |
+
2022-07-26 11:39:45,167 INFO [decode.py:517] batch 64/?, cuts processed until now is 8204
|
| 122 |
+
2022-07-26 11:39:51,880 INFO [decode.py:517] batch 66/?, cuts processed until now is 8381
|
| 123 |
+
2022-07-26 11:39:57,864 INFO [decode.py:517] batch 68/?, cuts processed until now is 8596
|
| 124 |
+
2022-07-26 11:40:06,860 INFO [decode.py:517] batch 70/?, cuts processed until now is 8743
|
| 125 |
+
2022-07-26 11:40:16,154 INFO [decode.py:517] batch 72/?, cuts processed until now is 8901
|
| 126 |
+
2022-07-26 11:40:24,414 INFO [decode.py:517] batch 74/?, cuts processed until now is 9046
|
| 127 |
+
2022-07-26 11:40:31,901 INFO [decode.py:517] batch 76/?, cuts processed until now is 9226
|
| 128 |
+
2022-07-26 11:40:36,843 INFO [decode.py:517] batch 78/?, cuts processed until now is 9726
|
| 129 |
+
2022-07-26 11:40:43,526 INFO [decode.py:517] batch 80/?, cuts processed until now is 10178
|
| 130 |
+
2022-07-26 11:40:49,729 INFO [decode.py:517] batch 82/?, cuts processed until now is 10628
|
| 131 |
+
2022-07-26 11:40:52,969 INFO [decode.py:517] batch 84/?, cuts processed until now is 11278
|
| 132 |
+
2022-07-26 11:40:59,230 INFO [decode.py:517] batch 86/?, cuts processed until now is 11631
|
| 133 |
+
2022-07-26 11:41:04,221 INFO [decode.py:517] batch 88/?, cuts processed until now is 12102
|
| 134 |
+
2022-07-26 11:41:10,598 INFO [decode.py:517] batch 90/?, cuts processed until now is 12566
|
| 135 |
+
2022-07-26 11:41:18,349 INFO [decode.py:517] batch 92/?, cuts processed until now is 12742
|
| 136 |
+
2022-07-26 11:41:24,401 INFO [decode.py:517] batch 94/?, cuts processed until now is 12988
|
| 137 |
+
2022-07-26 11:41:30,430 INFO [decode.py:517] batch 96/?, cuts processed until now is 13234
|
| 138 |
+
2022-07-26 11:41:36,166 INFO [decode.py:517] batch 98/?, cuts processed until now is 13597
|
| 139 |
+
2022-07-26 11:41:39,807 INFO [decode.py:517] batch 100/?, cuts processed until now is 14012
|
| 140 |
+
2022-07-26 11:41:43,586 INFO [decode.py:517] batch 102/?, cuts processed until now is 14310
|
| 141 |
+
2022-07-26 11:41:47,572 INFO [decode.py:517] batch 104/?, cuts processed until now is 14608
|
| 142 |
+
2022-07-26 11:41:51,365 INFO [decode.py:517] batch 106/?, cuts processed until now is 14955
|
| 143 |
+
2022-07-26 11:41:58,444 INFO [decode.py:517] batch 108/?, cuts processed until now is 15188
|
| 144 |
+
2022-07-26 11:42:09,429 INFO [decode.py:517] batch 110/?, cuts processed until now is 15304
|
| 145 |
+
2022-07-26 11:42:15,858 INFO [decode.py:517] batch 112/?, cuts processed until now is 15650
|
| 146 |
+
2022-07-26 11:42:19,378 INFO [decode.py:517] batch 114/?, cuts processed until now is 16182
|
| 147 |
+
2022-07-26 11:42:23,331 INFO [decode.py:517] batch 116/?, cuts processed until now is 16715
|
| 148 |
+
2022-07-26 11:42:28,960 INFO [decode.py:517] batch 118/?, cuts processed until now is 16962
|
| 149 |
+
2022-07-26 11:42:36,394 INFO [decode.py:517] batch 120/?, cuts processed until now is 17164
|
| 150 |
+
2022-07-26 11:42:41,960 INFO [decode.py:517] batch 122/?, cuts processed until now is 17645
|
| 151 |
+
2022-07-26 11:42:45,613 INFO [decode.py:517] batch 124/?, cuts processed until now is 18178
|
| 152 |
+
2022-07-26 11:42:53,974 INFO [decode.py:517] batch 126/?, cuts processed until now is 18324
|
| 153 |
+
2022-07-26 11:43:01,954 INFO [decode.py:517] batch 128/?, cuts processed until now is 18472
|
| 154 |
+
2022-07-26 11:43:06,822 INFO [decode.py:517] batch 130/?, cuts processed until now is 18972
|
| 155 |
+
2022-07-26 11:43:12,810 INFO [decode.py:517] batch 132/?, cuts processed until now is 19443
|
| 156 |
+
2022-07-26 11:43:18,157 INFO [decode.py:517] batch 134/?, cuts processed until now is 19728
|
| 157 |
+
2022-07-26 11:43:26,644 INFO [decode.py:517] batch 136/?, cuts processed until now is 19842
|
| 158 |
+
2022-07-26 11:43:29,823 INFO [decode.py:517] batch 138/?, cuts processed until now is 20427
|
| 159 |
+
2022-07-26 11:43:36,007 INFO [decode.py:517] batch 140/?, cuts processed until now is 20840
|
| 160 |
+
2022-07-26 11:43:44,947 INFO [decode.py:517] batch 142/?, cuts processed until now is 20909
|
| 161 |
+
2022-07-26 11:43:48,622 INFO [decode.py:517] batch 144/?, cuts processed until now is 21305
|
| 162 |
+
2022-07-26 11:43:52,480 INFO [decode.py:517] batch 146/?, cuts processed until now is 21701
|
| 163 |
+
2022-07-26 11:43:55,869 INFO [decode.py:517] batch 148/?, cuts processed until now is 22283
|
| 164 |
+
2022-07-26 11:44:02,588 INFO [decode.py:517] batch 150/?, cuts processed until now is 22507
|
| 165 |
+
2022-07-26 11:44:05,577 INFO [decode.py:517] batch 152/?, cuts processed until now is 22943
|
| 166 |
+
2022-07-26 11:44:11,987 INFO [decode.py:517] batch 154/?, cuts processed until now is 23043
|
| 167 |
+
2022-07-26 11:44:14,993 INFO [decode.py:517] batch 156/?, cuts processed until now is 23199
|
| 168 |
+
2022-07-26 11:44:22,100 INFO [decode.py:517] batch 158/?, cuts processed until now is 23444
|
| 169 |
+
2022-07-26 11:44:24,889 INFO [decode.py:517] batch 160/?, cuts processed until now is 23681
|
| 170 |
+
2022-07-26 11:44:28,366 INFO [decode.py:517] batch 162/?, cuts processed until now is 24114
|
| 171 |
+
2022-07-26 11:44:32,620 INFO [decode.py:517] batch 164/?, cuts processed until now is 24259
|
| 172 |
+
2022-07-26 11:44:36,357 INFO [decode.py:517] batch 166/?, cuts processed until now is 24387
|
| 173 |
+
2022-07-26 11:44:40,263 INFO [decode.py:517] batch 168/?, cuts processed until now is 24477
|
| 174 |
+
2022-07-26 11:44:43,418 INFO [decode.py:517] batch 170/?, cuts processed until now is 24659
|
| 175 |
+
2022-07-26 11:44:46,227 INFO [decode.py:517] batch 172/?, cuts processed until now is 24698
|
| 176 |
+
2022-07-26 11:44:53,359 INFO [decode.py:517] batch 174/?, cuts processed until now is 24763
|
| 177 |
+
2022-07-26 11:44:56,950 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-ori-ngram-lm-scale-0.35.txt
|
| 178 |
+
2022-07-26 11:44:57,579 INFO [utils.py:410] [TEST_NET-beam_size_4] %WER 9.88% [41083 / 415747, 5532 ins, 12298 del, 23253 sub ]
|
| 179 |
+
2022-07-26 11:44:59,142 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-ori-ngram-lm-scale-0.35.txt
|
| 180 |
+
2022-07-26 11:44:59,142 INFO [decode.py:564]
|
| 181 |
For TEST_NET, WER of different settings are:
|
| 182 |
+
beam_size_4 9.88 best for TEST_NET
|
| 183 |
|
| 184 |
+
2022-07-26 11:45:08,560 INFO [decode.py:517] batch 0/?, cuts processed until now is 56
|
| 185 |
+
2022-07-26 11:45:20,685 INFO [decode.py:517] batch 2/?, cuts processed until now is 168
|
| 186 |
+
2022-07-26 11:45:28,290 INFO [decode.py:517] batch 4/?, cuts processed until now is 388
|
| 187 |
+
2022-07-26 11:45:36,028 INFO [decode.py:517] batch 6/?, cuts processed until now is 624
|
| 188 |
+
2022-07-26 11:45:47,157 INFO [decode.py:517] batch 8/?, cuts processed until now is 740
|
| 189 |
+
2022-07-26 11:45:58,550 INFO [decode.py:517] batch 10/?, cuts processed until now is 833
|
| 190 |
+
2022-07-26 11:46:10,879 INFO [decode.py:517] batch 12/?, cuts processed until now is 938
|
| 191 |
+
2022-07-26 11:46:22,616 INFO [decode.py:517] batch 14/?, cuts processed until now is 1067
|
| 192 |
+
2022-07-26 11:46:33,912 INFO [decode.py:517] batch 16/?, cuts processed until now is 1190
|
| 193 |
+
2022-07-26 11:46:45,118 INFO [decode.py:517] batch 18/?, cuts processed until now is 1303
|
| 194 |
+
2022-07-26 11:46:57,477 INFO [decode.py:517] batch 20/?, cuts processed until now is 1396
|
| 195 |
+
2022-07-26 11:47:09,753 INFO [decode.py:517] batch 22/?, cuts processed until now is 1517
|
| 196 |
+
2022-07-26 11:47:19,256 INFO [decode.py:517] batch 24/?, cuts processed until now is 1645
|
| 197 |
+
2022-07-26 11:47:28,697 INFO [decode.py:517] batch 26/?, cuts processed until now is 1788
|
| 198 |
+
2022-07-26 11:47:37,138 INFO [decode.py:517] batch 28/?, cuts processed until now is 1962
|
| 199 |
+
2022-07-26 11:47:46,856 INFO [decode.py:517] batch 30/?, cuts processed until now is 2135
|
| 200 |
+
2022-07-26 11:47:55,037 INFO [decode.py:517] batch 32/?, cuts processed until now is 2358
|
| 201 |
+
2022-07-26 11:48:04,056 INFO [decode.py:517] batch 34/?, cuts processed until now is 2509
|
| 202 |
+
2022-07-26 11:48:16,275 INFO [decode.py:517] batch 36/?, cuts processed until now is 2619
|
| 203 |
+
2022-07-26 11:48:27,428 INFO [decode.py:517] batch 38/?, cuts processed until now is 2724
|
| 204 |
+
2022-07-26 11:48:37,811 INFO [decode.py:517] batch 40/?, cuts processed until now is 2861
|
| 205 |
+
2022-07-26 11:48:47,561 INFO [decode.py:517] batch 42/?, cuts processed until now is 3025
|
| 206 |
+
2022-07-26 11:48:57,370 INFO [decode.py:517] batch 44/?, cuts processed until now is 3212
|
| 207 |
+
2022-07-26 11:49:03,736 INFO [decode.py:517] batch 46/?, cuts processed until now is 3459
|
| 208 |
+
2022-07-26 11:49:13,809 INFO [decode.py:517] batch 48/?, cuts processed until now is 3638
|
| 209 |
+
2022-07-26 11:49:26,767 INFO [decode.py:517] batch 50/?, cuts processed until now is 3726
|
| 210 |
+
2022-07-26 11:49:36,645 INFO [decode.py:517] batch 52/?, cuts processed until now is 3892
|
| 211 |
+
2022-07-26 11:49:49,581 INFO [decode.py:517] batch 54/?, cuts processed until now is 3972
|
| 212 |
+
2022-07-26 11:49:59,636 INFO [decode.py:517] batch 56/?, cuts processed until now is 4138
|
| 213 |
+
2022-07-26 11:50:11,706 INFO [decode.py:517] batch 58/?, cuts processed until now is 4236
|
| 214 |
+
2022-07-26 11:50:23,948 INFO [decode.py:517] batch 60/?, cuts processed until now is 4343
|
| 215 |
+
2022-07-26 11:50:35,581 INFO [decode.py:517] batch 62/?, cuts processed until now is 4435
|
| 216 |
+
2022-07-26 11:50:45,072 INFO [decode.py:517] batch 64/?, cuts processed until now is 4622
|
| 217 |
+
2022-07-26 11:50:57,992 INFO [decode.py:517] batch 66/?, cuts processed until now is 4683
|
| 218 |
+
2022-07-26 11:51:08,843 INFO [decode.py:517] batch 68/?, cuts processed until now is 4811
|
| 219 |
+
2022-07-26 11:51:21,505 INFO [decode.py:517] batch 70/?, cuts processed until now is 4924
|
| 220 |
+
2022-07-26 11:51:32,054 INFO [decode.py:517] batch 72/?, cuts processed until now is 5094
|
| 221 |
+
2022-07-26 11:51:38,437 INFO [decode.py:517] batch 74/?, cuts processed until now is 5358
|
| 222 |
+
2022-07-26 11:51:45,707 INFO [decode.py:517] batch 76/?, cuts processed until now is 5566
|
| 223 |
+
2022-07-26 11:51:52,876 INFO [decode.py:517] batch 78/?, cuts processed until now is 5815
|
| 224 |
+
2022-07-26 11:51:56,723 INFO [decode.py:517] batch 80/?, cuts processed until now is 6144
|
| 225 |
+
2022-07-26 11:52:03,384 INFO [decode.py:517] batch 82/?, cuts processed until now is 6364
|
| 226 |
+
2022-07-26 11:52:13,748 INFO [decode.py:517] batch 84/?, cuts processed until now is 6534
|
| 227 |
+
2022-07-26 11:52:22,486 INFO [decode.py:517] batch 86/?, cuts processed until now is 6719
|
| 228 |
+
2022-07-26 11:52:26,342 INFO [decode.py:517] batch 88/?, cuts processed until now is 7047
|
| 229 |
+
2022-07-26 11:52:35,292 INFO [decode.py:517] batch 90/?, cuts processed until now is 7232
|
| 230 |
+
2022-07-26 11:52:39,091 INFO [decode.py:517] batch 92/?, cuts processed until now is 7416
|
| 231 |
+
2022-07-26 11:52:42,998 INFO [decode.py:517] batch 94/?, cuts processed until now is 7504
|
| 232 |
+
2022-07-26 11:52:47,801 INFO [decode.py:517] batch 96/?, cuts processed until now is 7545
|
| 233 |
+
2022-07-26 11:52:54,546 INFO [decode.py:517] batch 98/?, cuts processed until now is 7695
|
| 234 |
+
2022-07-26 11:53:01,271 INFO [decode.py:517] batch 100/?, cuts processed until now is 7928
|
| 235 |
+
2022-07-26 11:53:04,524 INFO [decode.py:517] batch 102/?, cuts processed until now is 7977
|
| 236 |
+
2022-07-26 11:53:08,065 INFO [decode.py:517] batch 104/?, cuts processed until now is 8001
|
| 237 |
+
2022-07-26 11:53:13,157 INFO [decode.py:517] batch 106/?, cuts processed until now is 8111
|
| 238 |
+
2022-07-26 11:53:15,994 INFO [decode.py:517] batch 108/?, cuts processed until now is 8155
|
| 239 |
+
2022-07-26 11:53:26,063 INFO [decode.py:517] batch 110/?, cuts processed until now is 8245
|
| 240 |
+
2022-07-26 11:53:30,904 INFO [decode.py:517] batch 112/?, cuts processed until now is 8287
|
| 241 |
+
2022-07-26 11:53:34,949 INFO [decode.py:517] batch 114/?, cuts processed until now is 8370
|
| 242 |
+
2022-07-26 11:53:35,350 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-ori-ngram-lm-scale-0.35.txt
|
| 243 |
+
2022-07-26 11:53:35,666 INFO [utils.py:410] [TEST_MEETING-beam_size_4] %WER 15.47% [34085 / 220385, 3626 ins, 17890 del, 12569 sub ]
|
| 244 |
+
2022-07-26 11:53:36,487 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-ori-ngram-lm-scale-0.35.txt
|
| 245 |
+
2022-07-26 11:53:36,488 INFO [decode.py:564]
|
| 246 |
For TEST_MEETING, WER of different settings are:
|
| 247 |
+
beam_size_4 15.47 best for TEST_MEETING
|
| 248 |
|
| 249 |
+
2022-07-26 11:53:36,488 INFO [decode.py:766] 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 → recogs-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
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 → recogs-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
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 → recogs-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
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 → wer-summary-DEV-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
@@ -1,2 +1,2 @@
|
|
| 1 |
settings WER
|
| 2 |
-
beam_size_4
|
| 1 |
settings WER
|
| 2 |
+
beam_size_4 8.83
|
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 → wer-summary-TEST_MEETING-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
@@ -1,2 +1,2 @@
|
|
| 1 |
settings WER
|
| 2 |
-
beam_size_4
|
| 1 |
settings WER
|
| 2 |
+
beam_size_4 15.47
|
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 → wer-summary-TEST_NET-beam_size_4-epoch-10-avg-2-beam-20.0-max-contexts-8-max-states-64-ngram-lm-scale-0.35.txt}
RENAMED
|
@@ -1,2 +1,2 @@
|
|
| 1 |
settings WER
|
| 2 |
-
beam_size_4
|
| 1 |
settings WER
|
| 2 |
+
beam_size_4 9.88
|