Add decoding logs.

log/log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-1-2022-02-07-11-20-50

@@ -0,0 +1,29 @@
+2022-02-07 11:20:50,835 INFO [decode.py:414] Decoding started
+2022-02-07 11:20:50,835 INFO [decode.py:420] Device: cuda:0
+2022-02-07 11:20:50,839 INFO [decode.py:429] {'feature_dim': 80, 'encoder_out_dim': 512, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'env_info': {'k2-version': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', 'lhotse-version': '1.0.0.dev+missing.version.file', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'rnnt-modified', 'icefall-git-sha1': 'e1936fa-clean', 'icefall-git-date': 'Sat Jan 29 23:44:06 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-dev-1-0203142625-9776c46db-pk7w6', 'IP address': '10.177.22.139'}, 'epoch': 61, 'avg': 18, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 1, 'full_libri': True, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 100, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('transducer_stateless/exp-full/greedy_search'), 'suffix': 'epoch-61-avg-18-context-2-max-sym-per-frame-1', 'blank_id': 0, 'vocab_size': 500}
+2022-02-07 11:20:50,839 INFO [decode.py:431] About to create model
+2022-02-07 11:20:51,480 INFO [decode.py:442] averaging ['transducer_stateless/exp-full/epoch-44.pt', 'transducer_stateless/exp-full/epoch-45.pt', 'transducer_stateless/exp-full/epoch-46.pt', 'transducer_stateless/exp-full/epoch-47.pt', 'transducer_stateless/exp-full/epoch-48.pt', 'transducer_stateless/exp-full/epoch-49.pt', 'transducer_stateless/exp-full/epoch-50.pt', 'transducer_stateless/exp-full/epoch-51.pt', 'transducer_stateless/exp-full/epoch-52.pt', 'transducer_stateless/exp-full/epoch-53.pt', 'transducer_stateless/exp-full/epoch-54.pt', 'transducer_stateless/exp-full/epoch-55.pt', 'transducer_stateless/exp-full/epoch-56.pt', 'transducer_stateless/exp-full/epoch-57.pt', 'transducer_stateless/exp-full/epoch-58.pt', 'transducer_stateless/exp-full/epoch-59.pt', 'transducer_stateless/exp-full/epoch-60.pt', 'transducer_stateless/exp-full/epoch-61.pt']
+2022-02-07 11:22:33,185 INFO [decode.py:451] Number of model parameters: 84007924
+2022-02-07 11:22:33,186 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-02-07 11:22:33,446 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-02-07 11:22:35,954 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
+2022-02-07 11:25:20,089 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
+2022-02-07 11:28:04,749 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
+2022-02-07 11:28:16,757 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt
+2022-02-07 11:28:16,855 INFO [utils.py:404] [test-clean-greedy_search] %WER 2.68% [1410 / 52576, 142 ins, 120 del, 1148 sub ]
+2022-02-07 11:28:17,158 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt
+2022-02-07 11:28:17,159 INFO [decode.py:386] 
+For test-clean, WER of different settings are:
+greedy_search	2.68	best for test-clean
+
+2022-02-07 11:28:18,856 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
+2022-02-07 11:30:37,042 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
+2022-02-07 11:33:09,578 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
+2022-02-07 11:33:17,923 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt
+2022-02-07 11:33:18,127 INFO [utils.py:404] [test-other-greedy_search] %WER 6.71% [3510 / 52343, 377 ins, 318 del, 2815 sub ]
+2022-02-07 11:33:18,501 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-1.txt
+2022-02-07 11:33:18,502 INFO [decode.py:386] 
+For test-other, WER of different settings are:
+greedy_search	6.71	best for test-other
+
+2022-02-07 11:33:18,502 INFO [decode.py:478] Done!

log/log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-2-2022-02-07-11-33-21

@@ -0,0 +1,29 @@
+2022-02-07 11:33:21,624 INFO [decode.py:414] Decoding started
+2022-02-07 11:33:21,624 INFO [decode.py:420] Device: cuda:0
+2022-02-07 11:33:21,633 INFO [decode.py:429] {'feature_dim': 80, 'encoder_out_dim': 512, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'env_info': {'k2-version': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', 'lhotse-version': '1.0.0.dev+missing.version.file', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'rnnt-modified', 'icefall-git-sha1': 'e1936fa-clean', 'icefall-git-date': 'Sat Jan 29 23:44:06 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-dev-1-0203142625-9776c46db-pk7w6', 'IP address': '10.177.22.139'}, 'epoch': 61, 'avg': 18, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 2, 'full_libri': True, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 100, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('transducer_stateless/exp-full/greedy_search'), 'suffix': 'epoch-61-avg-18-context-2-max-sym-per-frame-2', 'blank_id': 0, 'vocab_size': 500}
+2022-02-07 11:33:21,633 INFO [decode.py:431] About to create model
+2022-02-07 11:33:22,306 INFO [decode.py:442] averaging ['transducer_stateless/exp-full/epoch-44.pt', 'transducer_stateless/exp-full/epoch-45.pt', 'transducer_stateless/exp-full/epoch-46.pt', 'transducer_stateless/exp-full/epoch-47.pt', 'transducer_stateless/exp-full/epoch-48.pt', 'transducer_stateless/exp-full/epoch-49.pt', 'transducer_stateless/exp-full/epoch-50.pt', 'transducer_stateless/exp-full/epoch-51.pt', 'transducer_stateless/exp-full/epoch-52.pt', 'transducer_stateless/exp-full/epoch-53.pt', 'transducer_stateless/exp-full/epoch-54.pt', 'transducer_stateless/exp-full/epoch-55.pt', 'transducer_stateless/exp-full/epoch-56.pt', 'transducer_stateless/exp-full/epoch-57.pt', 'transducer_stateless/exp-full/epoch-58.pt', 'transducer_stateless/exp-full/epoch-59.pt', 'transducer_stateless/exp-full/epoch-60.pt', 'transducer_stateless/exp-full/epoch-61.pt']
+2022-02-07 11:34:53,839 INFO [decode.py:451] Number of model parameters: 84007924
+2022-02-07 11:34:53,839 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-02-07 11:34:54,103 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-02-07 11:34:56,455 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
+2022-02-07 11:38:02,247 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
+2022-02-07 11:40:34,880 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
+2022-02-07 11:40:52,533 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt
+2022-02-07 11:40:52,632 INFO [utils.py:404] [test-clean-greedy_search] %WER 2.69% [1412 / 52576, 143 ins, 120 del, 1149 sub ]
+2022-02-07 11:40:52,939 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt
+2022-02-07 11:40:52,940 INFO [decode.py:386] 
+For test-clean, WER of different settings are:
+greedy_search	2.69	best for test-clean
+
+2022-02-07 11:40:55,706 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
+2022-02-07 11:44:07,605 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
+2022-02-07 11:46:36,202 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
+2022-02-07 11:46:44,920 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt
+2022-02-07 11:46:45,138 INFO [utils.py:404] [test-other-greedy_search] %WER 6.71% [3511 / 52343, 380 ins, 316 del, 2815 sub ]
+2022-02-07 11:46:45,462 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-2.txt
+2022-02-07 11:46:45,463 INFO [decode.py:386] 
+For test-other, WER of different settings are:
+greedy_search	6.71	best for test-other
+
+2022-02-07 11:46:45,463 INFO [decode.py:478] Done!

log/log-decode-epoch-61-avg-18-context-2-max-sym-per-frame-3-2022-02-07-11-46-48

@@ -0,0 +1,29 @@
+2022-02-07 11:46:48,548 INFO [decode.py:414] Decoding started
+2022-02-07 11:46:48,549 INFO [decode.py:420] Device: cuda:0
+2022-02-07 11:46:48,563 INFO [decode.py:429] {'feature_dim': 80, 'encoder_out_dim': 512, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'env_info': {'k2-version': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', 'lhotse-version': '1.0.0.dev+missing.version.file', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'rnnt-modified', 'icefall-git-sha1': 'e1936fa-clean', 'icefall-git-date': 'Sat Jan 29 23:44:06 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-dev-1-0203142625-9776c46db-pk7w6', 'IP address': '10.177.22.139'}, 'epoch': 61, 'avg': 18, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'full_libri': True, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 100, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('transducer_stateless/exp-full/greedy_search'), 'suffix': 'epoch-61-avg-18-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-02-07 11:46:48,563 INFO [decode.py:431] About to create model
+2022-02-07 11:46:49,249 INFO [decode.py:442] averaging ['transducer_stateless/exp-full/epoch-44.pt', 'transducer_stateless/exp-full/epoch-45.pt', 'transducer_stateless/exp-full/epoch-46.pt', 'transducer_stateless/exp-full/epoch-47.pt', 'transducer_stateless/exp-full/epoch-48.pt', 'transducer_stateless/exp-full/epoch-49.pt', 'transducer_stateless/exp-full/epoch-50.pt', 'transducer_stateless/exp-full/epoch-51.pt', 'transducer_stateless/exp-full/epoch-52.pt', 'transducer_stateless/exp-full/epoch-53.pt', 'transducer_stateless/exp-full/epoch-54.pt', 'transducer_stateless/exp-full/epoch-55.pt', 'transducer_stateless/exp-full/epoch-56.pt', 'transducer_stateless/exp-full/epoch-57.pt', 'transducer_stateless/exp-full/epoch-58.pt', 'transducer_stateless/exp-full/epoch-59.pt', 'transducer_stateless/exp-full/epoch-60.pt', 'transducer_stateless/exp-full/epoch-61.pt']
+2022-02-07 11:48:31,013 INFO [decode.py:451] Number of model parameters: 84007924
+2022-02-07 11:48:31,013 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-02-07 11:48:31,265 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-02-07 11:48:33,401 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
+2022-02-07 11:51:15,815 INFO [decode.py:339] batch 100/?, cuts processed until now is 1406
+2022-02-07 11:54:11,032 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
+2022-02-07 11:54:25,077 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt
+2022-02-07 11:54:25,171 INFO [utils.py:404] [test-clean-greedy_search] %WER 2.69% [1412 / 52576, 143 ins, 120 del, 1149 sub ]
+2022-02-07 11:54:25,489 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-clean-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt
+2022-02-07 11:54:25,490 INFO [decode.py:386] 
+For test-clean, WER of different settings are:
+greedy_search	2.69	best for test-clean
+
+2022-02-07 11:54:27,339 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
+2022-02-07 11:56:59,309 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
+2022-02-07 11:59:26,036 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
+2022-02-07 11:59:34,613 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/greedy_search/recogs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt
+2022-02-07 11:59:34,849 INFO [utils.py:404] [test-other-greedy_search] %WER 6.71% [3512 / 52343, 381 ins, 316 del, 2815 sub ]
+2022-02-07 11:59:35,179 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/greedy_search/errs-test-other-greedy_search-epoch-61-avg-18-context-2-max-sym-per-frame-3.txt
+2022-02-07 11:59:35,180 INFO [decode.py:386] 
+For test-other, WER of different settings are:
+greedy_search	6.71	best for test-other
+
+2022-02-07 11:59:35,180 INFO [decode.py:478] Done!

log/log-decode-epoch-96118-avg-1-beam-4-2022-02-07-14-33-50

@@ -0,0 +1,233 @@
+2022-02-07 14:33:50,046 INFO [decode.py:414] Decoding started
+2022-02-07 14:33:50,046 INFO [decode.py:420] Device: cuda:0
+2022-02-07 14:33:50,054 INFO [decode.py:429] {'feature_dim': 80, 'encoder_out_dim': 512, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'env_info': {'k2-version': '1.10', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': '31e1307c3131d03384ef83c33472309d22d2e79d', 'k2-git-date': 'Fri Nov 19 14:47:09 2021', 'lhotse-version': '1.0.0.dev+missing.version.file', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'rnnt-modified', 'icefall-git-sha1': 'e1936fa-clean', 'icefall-git-date': 'Sat Jan 29 23:44:06 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-rnnt/lhotse/__init__.py', 'hostname': 'de-74279-k2-dev-1-0203142625-9776c46db-pk7w6', 'IP address': '10.177.22.139'}, 'epoch': 96118, 'avg': 1, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'modified_beam_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'full_libri': True, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 100, 'bucketing_sampler': True, 'num_buckets': 30, 'concatenate_cuts': False, 'duration_factor': 1.0, 'gap': 1.0, 'on_the_fly_feats': False, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'res_dir': PosixPath('transducer_stateless/exp-full/modified_beam_search'), 'suffix': 'epoch-96118-avg-1-beam-4', 'blank_id': 0, 'vocab_size': 500}
+2022-02-07 14:33:50,055 INFO [decode.py:431] About to create model
+2022-02-07 14:33:50,988 INFO [checkpoint.py:93] Loading checkpoint from transducer_stateless/exp-full/epoch-96118.pt
+2022-02-07 14:33:58,303 INFO [decode.py:451] Number of model parameters: 84007924
+2022-02-07 14:33:58,304 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-02-07 14:33:58,527 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-02-07 14:34:02,999 INFO [decode.py:339] batch 0/?, cuts processed until now is 20
+2022-02-07 14:34:10,775 INFO [decode.py:339] batch 2/?, cuts processed until now is 64
+2022-02-07 14:34:18,248 INFO [decode.py:339] batch 4/?, cuts processed until now is 81
+2022-02-07 14:34:26,133 INFO [decode.py:339] batch 6/?, cuts processed until now is 121
+2022-02-07 14:34:33,552 INFO [decode.py:339] batch 8/?, cuts processed until now is 133
+2022-02-07 14:34:41,134 INFO [decode.py:339] batch 10/?, cuts processed until now is 168
+2022-02-07 14:34:47,830 INFO [decode.py:339] batch 12/?, cuts processed until now is 202
+2022-02-07 14:34:56,038 INFO [decode.py:339] batch 14/?, cuts processed until now is 217
+2022-02-07 14:35:03,890 INFO [decode.py:339] batch 16/?, cuts processed until now is 241
+2022-02-07 14:35:11,693 INFO [decode.py:339] batch 18/?, cuts processed until now is 267
+2022-02-07 14:35:19,560 INFO [decode.py:339] batch 20/?, cuts processed until now is 281
+2022-02-07 14:35:27,295 INFO [decode.py:339] batch 22/?, cuts processed until now is 325
+2022-02-07 14:35:35,056 INFO [decode.py:339] batch 24/?, cuts processed until now is 349
+2022-02-07 14:35:43,123 INFO [decode.py:339] batch 26/?, cuts processed until now is 366
+2022-02-07 14:35:50,786 INFO [decode.py:339] batch 28/?, cuts processed until now is 389
+2022-02-07 14:35:58,475 INFO [decode.py:339] batch 30/?, cuts processed until now is 410
+2022-02-07 14:36:05,919 INFO [decode.py:339] batch 32/?, cuts processed until now is 442
+2022-02-07 14:36:13,645 INFO [decode.py:339] batch 34/?, cuts processed until now is 474
+2022-02-07 14:36:21,267 INFO [decode.py:339] batch 36/?, cuts processed until now is 498
+2022-02-07 14:36:28,791 INFO [decode.py:339] batch 38/?, cuts processed until now is 514
+2022-02-07 14:36:36,214 INFO [decode.py:339] batch 40/?, cuts processed until now is 524
+2022-02-07 14:36:41,863 INFO [decode.py:339] batch 42/?, cuts processed until now is 564
+2022-02-07 14:36:48,056 INFO [decode.py:339] batch 44/?, cuts processed until now is 621
+2022-02-07 14:36:53,853 INFO [decode.py:339] batch 46/?, cuts processed until now is 633
+2022-02-07 14:36:59,795 INFO [decode.py:339] batch 48/?, cuts processed until now is 648
+2022-02-07 14:37:05,982 INFO [decode.py:339] batch 50/?, cuts processed until now is 662
+2022-02-07 14:37:11,753 INFO [decode.py:339] batch 52/?, cuts processed until now is 680
+2022-02-07 14:37:17,867 INFO [decode.py:339] batch 54/?, cuts processed until now is 708
+2022-02-07 14:37:23,528 INFO [decode.py:339] batch 56/?, cuts processed until now is 736
+2022-02-07 14:37:29,788 INFO [decode.py:339] batch 58/?, cuts processed until now is 752
+2022-02-07 14:37:35,951 INFO [decode.py:339] batch 60/?, cuts processed until now is 819
+2022-02-07 14:37:42,239 INFO [decode.py:339] batch 62/?, cuts processed until now is 843
+2022-02-07 14:37:48,226 INFO [decode.py:339] batch 64/?, cuts processed until now is 850
+2022-02-07 14:37:54,614 INFO [decode.py:339] batch 66/?, cuts processed until now is 880
+2022-02-07 14:38:00,513 INFO [decode.py:339] batch 68/?, cuts processed until now is 932
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+2022-02-07 14:38:31,451 INFO [decode.py:339] batch 78/?, cuts processed until now is 1114
+2022-02-07 14:38:37,016 INFO [decode.py:339] batch 80/?, cuts processed until now is 1141
+2022-02-07 14:38:43,177 INFO [decode.py:339] batch 82/?, cuts processed until now is 1172
+2022-02-07 14:38:49,135 INFO [decode.py:339] batch 84/?, cuts processed until now is 1180
+2022-02-07 14:38:56,002 INFO [decode.py:339] batch 86/?, cuts processed until now is 1199
+2022-02-07 14:39:03,436 INFO [decode.py:339] batch 88/?, cuts processed until now is 1228
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+2022-02-07 14:39:35,413 INFO [decode.py:339] batch 96/?, cuts processed until now is 1363
+2022-02-07 14:39:41,015 INFO [decode.py:339] batch 98/?, cuts processed until now is 1378
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+2022-02-07 14:40:00,554 INFO [decode.py:339] batch 102/?, cuts processed until now is 1420
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+2022-02-07 14:40:15,990 INFO [decode.py:339] batch 106/?, cuts processed until now is 1468
+2022-02-07 14:40:23,911 INFO [decode.py:339] batch 108/?, cuts processed until now is 1494
+2022-02-07 14:40:31,906 INFO [decode.py:339] batch 110/?, cuts processed until now is 1547
+2022-02-07 14:40:39,877 INFO [decode.py:339] batch 112/?, cuts processed until now is 1582
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+2022-02-07 14:41:30,188 INFO [decode.py:339] batch 126/?, cuts processed until now is 1755
+2022-02-07 14:41:36,090 INFO [decode.py:339] batch 128/?, cuts processed until now is 1781
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+2022-02-07 14:41:59,555 INFO [decode.py:339] batch 136/?, cuts processed until now is 1932
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+2022-02-07 14:42:12,086 INFO [decode.py:339] batch 140/?, cuts processed until now is 1959
+2022-02-07 14:42:18,419 INFO [decode.py:339] batch 142/?, cuts processed until now is 2007
+2022-02-07 14:42:24,116 INFO [decode.py:339] batch 144/?, cuts processed until now is 2035
+2022-02-07 14:42:29,947 INFO [decode.py:339] batch 146/?, cuts processed until now is 2083
+2022-02-07 14:42:35,386 INFO [decode.py:339] batch 148/?, cuts processed until now is 2130
+2022-02-07 14:42:41,673 INFO [decode.py:339] batch 150/?, cuts processed until now is 2139
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+2022-02-07 14:44:07,086 INFO [decode.py:339] batch 168/?, cuts processed until now is 2351
+2022-02-07 14:44:16,602 INFO [decode.py:339] batch 170/?, cuts processed until now is 2364
+2022-02-07 14:44:26,218 INFO [decode.py:339] batch 172/?, cuts processed until now is 2374
+2022-02-07 14:44:35,625 INFO [decode.py:339] batch 174/?, cuts processed until now is 2399
+2022-02-07 14:44:45,323 INFO [decode.py:339] batch 176/?, cuts processed until now is 2418
+2022-02-07 14:44:51,140 INFO [decode.py:339] batch 178/?, cuts processed until now is 2427
+2022-02-07 14:45:00,065 INFO [decode.py:339] batch 180/?, cuts processed until now is 2440
+2022-02-07 14:45:07,924 INFO [decode.py:339] batch 182/?, cuts processed until now is 2456
+2022-02-07 14:45:16,041 INFO [decode.py:339] batch 184/?, cuts processed until now is 2466
+2022-02-07 14:45:23,898 INFO [decode.py:339] batch 186/?, cuts processed until now is 2479
+2022-02-07 14:45:29,682 INFO [decode.py:339] batch 188/?, cuts processed until now is 2492
+2022-02-07 14:45:36,158 INFO [decode.py:339] batch 190/?, cuts processed until now is 2502
+2022-02-07 14:45:46,239 INFO [decode.py:339] batch 192/?, cuts processed until now is 2520
+2022-02-07 14:45:51,804 INFO [decode.py:339] batch 194/?, cuts processed until now is 2527
+2022-02-07 14:46:02,185 INFO [decode.py:339] batch 196/?, cuts processed until now is 2539
+2022-02-07 14:46:12,359 INFO [decode.py:339] batch 198/?, cuts processed until now is 2551
+2022-02-07 14:46:22,476 INFO [decode.py:339] batch 200/?, cuts processed until now is 2563
+2022-02-07 14:46:32,201 INFO [decode.py:339] batch 202/?, cuts processed until now is 2575
+2022-02-07 14:46:41,582 INFO [decode.py:339] batch 204/?, cuts processed until now is 2587
+2022-02-07 14:46:51,096 INFO [decode.py:339] batch 206/?, cuts processed until now is 2599
+2022-02-07 14:46:59,954 INFO [decode.py:339] batch 208/?, cuts processed until now is 2611
+2022-02-07 14:47:06,245 INFO [decode.py:339] batch 210/?, cuts processed until now is 2620
+2022-02-07 14:47:06,433 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt
+2022-02-07 14:47:06,553 INFO [utils.py:404] [test-clean-beam_4] %WER 2.67% [1406 / 52576, 146 ins, 117 del, 1143 sub ]
+2022-02-07 14:47:07,040 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-clean-beam_4-epoch-96118-avg-1-beam-4.txt
+2022-02-07 14:47:07,041 INFO [decode.py:386] 
+For test-clean, WER of different settings are:
+beam_4	2.67	best for test-clean
+
+2022-02-07 14:47:11,395 INFO [decode.py:339] batch 0/?, cuts processed until now is 23
+2022-02-07 14:47:19,275 INFO [decode.py:339] batch 2/?, cuts processed until now is 71
+2022-02-07 14:47:27,388 INFO [decode.py:339] batch 4/?, cuts processed until now is 92
+2022-02-07 14:47:35,087 INFO [decode.py:339] batch 6/?, cuts processed until now is 134
+2022-02-07 14:47:43,731 INFO [decode.py:339] batch 8/?, cuts processed until now is 150
+2022-02-07 14:47:52,756 INFO [decode.py:339] batch 10/?, cuts processed until now is 190
+2022-02-07 14:48:01,063 INFO [decode.py:339] batch 12/?, cuts processed until now is 225
+2022-02-07 14:48:09,403 INFO [decode.py:339] batch 14/?, cuts processed until now is 240
+2022-02-07 14:48:18,711 INFO [decode.py:339] batch 16/?, cuts processed until now is 266
+2022-02-07 14:48:26,418 INFO [decode.py:339] batch 18/?, cuts processed until now is 296
+2022-02-07 14:48:34,243 INFO [decode.py:339] batch 20/?, cuts processed until now is 312
+2022-02-07 14:48:42,309 INFO [decode.py:339] batch 22/?, cuts processed until now is 360
+2022-02-07 14:48:49,950 INFO [decode.py:339] batch 24/?, cuts processed until now is 387
+2022-02-07 14:48:58,029 INFO [decode.py:339] batch 26/?, cuts processed until now is 406
+2022-02-07 14:49:05,675 INFO [decode.py:339] batch 28/?, cuts processed until now is 433
+2022-02-07 14:49:13,264 INFO [decode.py:339] batch 30/?, cuts processed until now is 457
+2022-02-07 14:49:21,206 INFO [decode.py:339] batch 32/?, cuts processed until now is 494
+2022-02-07 14:49:28,884 INFO [decode.py:339] batch 34/?, cuts processed until now is 540
+2022-02-07 14:49:36,460 INFO [decode.py:339] batch 36/?, cuts processed until now is 568
+2022-02-07 14:49:44,054 INFO [decode.py:339] batch 38/?, cuts processed until now is 587
+2022-02-07 14:49:51,659 INFO [decode.py:339] batch 40/?, cuts processed until now is 598
+2022-02-07 14:49:59,284 INFO [decode.py:339] batch 42/?, cuts processed until now is 640
+2022-02-07 14:50:06,913 INFO [decode.py:339] batch 44/?, cuts processed until now is 700
+2022-02-07 14:50:14,999 INFO [decode.py:339] batch 46/?, cuts processed until now is 715
+2022-02-07 14:50:22,831 INFO [decode.py:339] batch 48/?, cuts processed until now is 733
+2022-02-07 14:50:29,977 INFO [decode.py:339] batch 50/?, cuts processed until now is 749
+2022-02-07 14:50:37,560 INFO [decode.py:339] batch 52/?, cuts processed until now is 769
+2022-02-07 14:50:45,412 INFO [decode.py:339] batch 54/?, cuts processed until now is 801
+2022-02-07 14:50:53,073 INFO [decode.py:339] batch 56/?, cuts processed until now is 833
+2022-02-07 14:51:00,814 INFO [decode.py:339] batch 58/?, cuts processed until now is 853
+2022-02-07 14:51:08,692 INFO [decode.py:339] batch 60/?, cuts processed until now is 922
+2022-02-07 14:51:16,423 INFO [decode.py:339] batch 62/?, cuts processed until now is 950
+2022-02-07 14:51:23,647 INFO [decode.py:339] batch 64/?, cuts processed until now is 958
+2022-02-07 14:51:31,291 INFO [decode.py:339] batch 66/?, cuts processed until now is 992
+2022-02-07 14:51:39,099 INFO [decode.py:339] batch 68/?, cuts processed until now is 1046
+2022-02-07 14:51:46,540 INFO [decode.py:339] batch 70/?, cuts processed until now is 1074
+2022-02-07 14:51:54,209 INFO [decode.py:339] batch 72/?, cuts processed until now is 1119
+2022-02-07 14:52:01,640 INFO [decode.py:339] batch 74/?, cuts processed until now is 1188
+2022-02-07 14:52:08,696 INFO [decode.py:339] batch 76/?, cuts processed until now is 1203
+2022-02-07 14:52:16,418 INFO [decode.py:339] batch 78/?, cuts processed until now is 1243
+2022-02-07 14:52:24,039 INFO [decode.py:339] batch 80/?, cuts processed until now is 1274
+2022-02-07 14:52:31,415 INFO [decode.py:339] batch 82/?, cuts processed until now is 1310
+2022-02-07 14:52:39,327 INFO [decode.py:339] batch 84/?, cuts processed until now is 1320
+2022-02-07 14:52:46,872 INFO [decode.py:339] batch 86/?, cuts processed until now is 1343
+2022-02-07 14:52:54,576 INFO [decode.py:339] batch 88/?, cuts processed until now is 1377
+2022-02-07 14:53:02,101 INFO [decode.py:339] batch 90/?, cuts processed until now is 1422
+2022-02-07 14:53:09,804 INFO [decode.py:339] batch 92/?, cuts processed until now is 1448
+2022-02-07 14:53:17,178 INFO [decode.py:339] batch 94/?, cuts processed until now is 1514
+2022-02-07 14:53:24,814 INFO [decode.py:339] batch 96/?, cuts processed until now is 1547
+2022-02-07 14:53:30,819 INFO [decode.py:339] batch 98/?, cuts processed until now is 1594
+2022-02-07 14:53:38,322 INFO [decode.py:339] batch 100/?, cuts processed until now is 1614
+2022-02-07 14:53:46,013 INFO [decode.py:339] batch 102/?, cuts processed until now is 1631
+2022-02-07 14:53:53,783 INFO [decode.py:339] batch 104/?, cuts processed until now is 1660
+2022-02-07 14:54:01,481 INFO [decode.py:339] batch 106/?, cuts processed until now is 1686
+2022-02-07 14:54:09,187 INFO [decode.py:339] batch 108/?, cuts processed until now is 1716
+2022-02-07 14:54:16,922 INFO [decode.py:339] batch 110/?, cuts processed until now is 1774
+2022-02-07 14:54:24,585 INFO [decode.py:339] batch 112/?, cuts processed until now is 1812
+2022-02-07 14:54:32,392 INFO [decode.py:339] batch 114/?, cuts processed until now is 1849
+2022-02-07 14:54:39,646 INFO [decode.py:339] batch 116/?, cuts processed until now is 1872
+2022-02-07 14:54:47,004 INFO [decode.py:339] batch 118/?, cuts processed until now is 1894
+2022-02-07 14:54:54,844 INFO [decode.py:339] batch 120/?, cuts processed until now is 1938
+2022-02-07 14:55:01,170 INFO [decode.py:339] batch 122/?, cuts processed until now is 1968
+2022-02-07 14:55:07,108 INFO [decode.py:339] batch 124/?, cuts processed until now is 1982
+2022-02-07 14:55:13,242 INFO [decode.py:339] batch 126/?, cuts processed until now is 2007
+2022-02-07 14:55:19,017 INFO [decode.py:339] batch 128/?, cuts processed until now is 2037
+2022-02-07 14:55:25,132 INFO [decode.py:339] batch 130/?, cuts processed until now is 2105
+2022-02-07 14:55:30,826 INFO [decode.py:339] batch 132/?, cuts processed until now is 2152
+2022-02-07 14:55:37,235 INFO [decode.py:339] batch 134/?, cuts processed until now is 2172
+2022-02-07 14:55:43,389 INFO [decode.py:339] batch 136/?, cuts processed until now is 2206
+2022-02-07 14:55:49,574 INFO [decode.py:339] batch 138/?, cuts processed until now is 2228
+2022-02-07 14:55:55,506 INFO [decode.py:339] batch 140/?, cuts processed until now is 2238
+2022-02-07 14:56:01,430 INFO [decode.py:339] batch 142/?, cuts processed until now is 2290
+2022-02-07 14:56:09,922 INFO [decode.py:339] batch 144/?, cuts processed until now is 2321
+2022-02-07 14:56:16,265 INFO [decode.py:339] batch 146/?, cuts processed until now is 2353
+2022-02-07 14:56:25,465 INFO [decode.py:339] batch 148/?, cuts processed until now is 2410
+2022-02-07 14:56:34,286 INFO [decode.py:339] batch 150/?, cuts processed until now is 2420
+2022-02-07 14:56:43,655 INFO [decode.py:339] batch 152/?, cuts processed until now is 2456
+2022-02-07 14:56:52,634 INFO [decode.py:339] batch 154/?, cuts processed until now is 2479
+2022-02-07 14:57:01,559 INFO [decode.py:339] batch 156/?, cuts processed until now is 2496
+2022-02-07 14:57:07,465 INFO [decode.py:339] batch 158/?, cuts processed until now is 2513
+2022-02-07 14:57:17,087 INFO [decode.py:339] batch 160/?, cuts processed until now is 2531
+2022-02-07 14:57:26,227 INFO [decode.py:339] batch 162/?, cuts processed until now is 2555
+2022-02-07 14:57:35,575 INFO [decode.py:339] batch 164/?, cuts processed until now is 2587
+2022-02-07 14:57:44,610 INFO [decode.py:339] batch 166/?, cuts processed until now is 2621
+2022-02-07 14:57:54,283 INFO [decode.py:339] batch 168/?, cuts processed until now is 2650
+2022-02-07 14:58:00,830 INFO [decode.py:339] batch 170/?, cuts processed until now is 2661
+2022-02-07 14:58:11,129 INFO [decode.py:339] batch 172/?, cuts processed until now is 2673
+2022-02-07 14:58:21,031 INFO [decode.py:339] batch 174/?, cuts processed until now is 2698
+2022-02-07 14:58:31,119 INFO [decode.py:339] batch 176/?, cuts processed until now is 2721
+2022-02-07 14:58:40,960 INFO [decode.py:339] batch 178/?, cuts processed until now is 2737
+2022-02-07 14:58:48,023 INFO [decode.py:339] batch 180/?, cuts processed until now is 2758
+2022-02-07 14:58:57,897 INFO [decode.py:339] batch 182/?, cuts processed until now is 2770
+2022-02-07 14:59:07,626 INFO [decode.py:339] batch 184/?, cuts processed until now is 2786
+2022-02-07 14:59:16,807 INFO [decode.py:339] batch 186/?, cuts processed until now is 2805
+2022-02-07 14:59:26,176 INFO [decode.py:339] batch 188/?, cuts processed until now is 2817
+2022-02-07 14:59:31,485 INFO [decode.py:339] batch 190/?, cuts processed until now is 2825
+2022-02-07 14:59:39,885 INFO [decode.py:339] batch 192/?, cuts processed until now is 2843
+2022-02-07 14:59:50,614 INFO [decode.py:339] batch 194/?, cuts processed until now is 2857
+2022-02-07 15:00:00,873 INFO [decode.py:339] batch 196/?, cuts processed until now is 2871
+2022-02-07 15:00:10,954 INFO [decode.py:339] batch 198/?, cuts processed until now is 2885
+2022-02-07 15:00:19,489 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
+2022-02-07 15:00:26,710 INFO [decode.py:339] batch 202/?, cuts processed until now is 2913
+2022-02-07 15:00:34,690 INFO [decode.py:339] batch 204/?, cuts processed until now is 2927
+2022-02-07 15:00:41,707 INFO [decode.py:339] batch 206/?, cuts processed until now is 2939
+2022-02-07 15:00:41,894 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt
+2022-02-07 15:00:42,021 INFO [utils.py:404] [test-other-beam_4] %WER 6.64% [3474 / 52343, 381 ins, 311 del, 2782 sub ]
+2022-02-07 15:00:42,392 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-other-beam_4-epoch-96118-avg-1-beam-4.txt
+2022-02-07 15:00:42,393 INFO [decode.py:386] 
+For test-other, WER of different settings are:
+beam_4	6.64	best for test-other
+
+2022-02-07 15:00:42,393 INFO [decode.py:478] Done!