decoding result files

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size--1-False-context-2-max-sym-per-frame-3-2022-03-07-14-19-18

@@ -0,0 +1,27 @@
+2022-03-07 14:19:18,591 INFO [decode.py:437] Decoding started
+2022-03-07 14:19:18,591 INFO [decode.py:443] Device: cuda:0
+2022-03-07 14:19:18,593 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': False, 'right_chunk_size': -1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size--1-False-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 14:19:18,593 INFO [decode.py:454] About to create model
+2022-03-07 14:19:19,078 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 14:19:24,474 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 14:19:24,474 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 14:19:24,587 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-03-07 14:19:27,383 INFO [decode.py:365] batch 0/?, cuts processed until now is 41
+2022-03-07 14:23:03,226 INFO [decode.py:365] batch 100/?, cuts processed until now is 2588
+2022-03-07 14:23:08,541 INFO [decode.py:382] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-clean-greedy_search-epoch-49-avg-15-chunk_size--1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 14:23:08,630 INFO [utils.py:406] [test-clean-greedy_search] %WER 3.28% [1725 / 52576, 210 ins, 129 del, 1386 sub ]
+2022-03-07 14:23:08,819 INFO [decode.py:395] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-clean-greedy_search-epoch-49-avg-15-chunk_size--1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 14:23:08,820 INFO [decode.py:412] 
+For test-clean, WER of different settings are:
+greedy_search	3.28	best for test-clean
+
+2022-03-07 14:23:11,504 INFO [decode.py:365] batch 0/?, cuts processed until now is 46
+2022-03-07 14:26:28,889 INFO [decode.py:365] batch 100/?, cuts processed until now is 2906
+2022-03-07 14:26:31,426 INFO [decode.py:382] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-other-greedy_search-epoch-49-avg-15-chunk_size--1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 14:26:31,625 INFO [utils.py:406] [test-other-greedy_search] %WER 8.05% [4211 / 52343, 427 ins, 402 del, 3382 sub ]
+2022-03-07 14:26:31,815 INFO [decode.py:395] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-other-greedy_search-epoch-49-avg-15-chunk_size--1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 14:26:31,816 INFO [decode.py:412] 
+For test-other, WER of different settings are:
+greedy_search	8.05	best for test-other
+
+2022-03-07 14:26:31,816 INFO [decode.py:510] Done!

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size--1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3-2022-03-07-16-47-05

@@ -0,0 +1,27 @@
+2022-03-07 16:47:05,920 INFO [decode.py:459] Decoding started
+2022-03-07 16:47:05,921 INFO [decode.py:465] Device: cuda:0
+2022-03-07 16:47:05,924 INFO [decode.py:474] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': False, 'tailing_dummy_frames': 20, 'right_chunk_size': -1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size--1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 16:47:05,924 INFO [decode.py:476] About to create model
+2022-03-07 16:47:06,413 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 16:47:13,579 INFO [decode.py:505] Number of model parameters: 84514780
+2022-03-07 16:47:13,580 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 16:47:13,698 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-03-07 16:47:17,656 INFO [decode.py:386] batch 0/?, cuts processed until now is 41
+2022-03-07 16:51:56,204 INFO [decode.py:386] batch 100/?, cuts processed until now is 2588
+2022-03-07 16:52:01,318 INFO [decode.py:403] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-clean-greedy_search-epoch-49-avg-15-chunk_size--1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 16:52:01,383 INFO [utils.py:406] [test-clean-greedy_search] %WER 3.28% [1726 / 52576, 205 ins, 129 del, 1392 sub ]
+2022-03-07 16:52:01,562 INFO [decode.py:416] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-clean-greedy_search-epoch-49-avg-15-chunk_size--1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 16:52:01,563 INFO [decode.py:433] 
+For test-clean, WER of different settings are:
+greedy_search	3.28	best for test-clean
+
+2022-03-07 16:52:03,892 INFO [decode.py:386] batch 0/?, cuts processed until now is 46
+2022-03-07 16:55:19,866 INFO [decode.py:386] batch 100/?, cuts processed until now is 2906
+2022-03-07 16:55:22,323 INFO [decode.py:403] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-other-greedy_search-epoch-49-avg-15-chunk_size--1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 16:55:22,476 INFO [utils.py:406] [test-other-greedy_search] %WER 8.04% [4207 / 52343, 425 ins, 406 del, 3376 sub ]
+2022-03-07 16:55:22,664 INFO [decode.py:416] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-other-greedy_search-epoch-49-avg-15-chunk_size--1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 16:55:22,665 INFO [decode.py:433] 
+For test-other, WER of different settings are:
+greedy_search	8.04	best for test-other
+
+2022-03-07 16:55:22,665 INFO [decode.py:532] Done!

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3-2022-03-07-16-24-08

@@ -0,0 +1,9 @@
+2022-03-07 16:24:08,598 INFO [decode.py:459] Decoding started
+2022-03-07 16:24:08,599 INFO [decode.py:465] Device: cuda:0
+2022-03-07 16:24:08,601 INFO [decode.py:474] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': True, 'tailing_dummy_frames': 20, 'right_chunk_size': -1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 16:24:08,601 INFO [decode.py:476] About to create model
+2022-03-07 16:24:09,092 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 16:24:14,727 INFO [decode.py:505] Number of model parameters: 84514780
+2022-03-07 16:24:14,728 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 16:24:14,841 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-03-07 16:24:18,291 INFO [decode.py:386] batch 0/?, cuts processed until now is 41

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3-2022-03-07-21-24-03

@@ -0,0 +1,27 @@
+2022-03-07 21:24:03,658 INFO [decode.py:459] Decoding started
+2022-03-07 21:24:03,658 INFO [decode.py:465] Device: cuda:0
+2022-03-07 21:24:03,661 INFO [decode.py:474] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '742a115-clean', 'icefall-git-date': 'Mon Mar 7 16:49:46 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-2-0307200233-b554c565c-lf9qd', 'IP address': '10.177.74.201'}, 'save_averaged_model': False, 'simulate_streaming': True, 'tailing_dummy_frames': 20, 'right_chunk_size': -1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 21:24:03,661 INFO [decode.py:476] About to create model
+2022-03-07 21:24:04,174 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 21:24:08,683 INFO [decode.py:505] Number of model parameters: 84514780
+2022-03-07 21:24:08,683 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 21:24:08,800 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-03-07 21:24:10,549 INFO [decode.py:385] batch 0/?, cuts processed until now is 41
+2022-03-07 21:26:13,718 INFO [decode.py:385] batch 100/?, cuts processed until now is 2588
+2022-03-07 21:26:16,804 INFO [decode.py:402] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-clean-greedy_search-epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 21:26:16,889 INFO [utils.py:406] [test-clean-greedy_search] %WER 3.28% [1726 / 52576, 205 ins, 129 del, 1392 sub ]
+2022-03-07 21:26:17,095 INFO [decode.py:415] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-clean-greedy_search-epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 21:26:17,096 INFO [decode.py:432] 
+For test-clean, WER of different settings are:
+greedy_search	3.28	best for test-clean
+
+2022-03-07 21:26:18,568 INFO [decode.py:385] batch 0/?, cuts processed until now is 46
+2022-03-07 21:28:22,053 INFO [decode.py:385] batch 100/?, cuts processed until now is 2906
+2022-03-07 21:28:23,570 INFO [decode.py:402] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-other-greedy_search-epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 21:28:23,733 INFO [utils.py:406] [test-other-greedy_search] %WER 8.04% [4207 / 52343, 425 ins, 406 del, 3376 sub ]
+2022-03-07 21:28:23,920 INFO [decode.py:415] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-other-greedy_search-epoch-49-avg-15-chunk_size--1-True-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 21:28:23,921 INFO [decode.py:432] 
+For test-other, WER of different settings are:
+greedy_search	8.04	best for test-other
+
+2022-03-07 21:28:23,921 INFO [decode.py:532] Done!

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-False-context-2-max-sym-per-frame-3-2022-03-07-13-44-16

@@ -0,0 +1,27 @@
+2022-03-07 13:44:16,706 INFO [decode.py:437] Decoding started
+2022-03-07 13:44:16,707 INFO [decode.py:443] Device: cuda:0
+2022-03-07 13:44:16,709 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': False, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-False-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 13:44:16,709 INFO [decode.py:454] About to create model
+2022-03-07 13:44:17,186 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 13:44:22,245 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 13:44:22,246 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 13:44:22,375 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-03-07 13:44:25,018 INFO [decode.py:365] batch 0/?, cuts processed until now is 41
+2022-03-07 13:47:45,038 INFO [decode.py:365] batch 100/?, cuts processed until now is 2588
+2022-03-07 13:47:50,225 INFO [decode.py:382] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-clean-greedy_search-epoch-49-avg-15-chunk_size-1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 13:47:50,294 INFO [utils.py:406] [test-clean-greedy_search] %WER 5.60% [2944 / 52576, 329 ins, 283 del, 2332 sub ]
+2022-03-07 13:47:50,482 INFO [decode.py:395] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-clean-greedy_search-epoch-49-avg-15-chunk_size-1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 13:47:50,482 INFO [decode.py:412] 
+For test-clean, WER of different settings are:
+greedy_search	5.6	best for test-clean
+
+2022-03-07 13:47:52,713 INFO [decode.py:365] batch 0/?, cuts processed until now is 46
+2022-03-07 13:51:03,542 INFO [decode.py:365] batch 100/?, cuts processed until now is 2906
+2022-03-07 13:51:06,003 INFO [decode.py:382] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-other-greedy_search-epoch-49-avg-15-chunk_size-1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 13:51:06,156 INFO [utils.py:406] [test-other-greedy_search] %WER 14.07% [7366 / 52343, 797 ins, 859 del, 5710 sub ]
+2022-03-07 13:51:06,352 INFO [decode.py:395] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-other-greedy_search-epoch-49-avg-15-chunk_size-1-False-context-2-max-sym-per-frame-3.txt
+2022-03-07 13:51:06,353 INFO [decode.py:412] 
+For test-other, WER of different settings are:
+greedy_search	14.07	best for test-other
+
+2022-03-07 13:51:06,353 INFO [decode.py:510] Done!

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3-2022-03-07-15-31-56

@@ -0,0 +1,8 @@
+2022-03-07 15:31:56,453 INFO [decode.py:459] Decoding started
+2022-03-07 15:31:56,453 INFO [decode.py:465] Device: cuda:0
+2022-03-07 15:31:56,456 INFO [decode.py:474] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': False, 'tailing_dummy_frames': 20, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 15:31:56,456 INFO [decode.py:476] About to create model
+2022-03-07 15:31:56,925 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 15:32:04,728 INFO [decode.py:505] Number of model parameters: 84514780
+2022-03-07 15:32:04,728 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 15:32:04,843 INFO [asr_datamodule.py:384] About to get test-other cuts

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3-2022-03-07-15-32-36

@@ -0,0 +1,27 @@
+2022-03-07 15:32:36,523 INFO [decode.py:459] Decoding started
+2022-03-07 15:32:36,524 INFO [decode.py:465] Device: cuda:0
+2022-03-07 15:32:36,526 INFO [decode.py:474] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': False, 'tailing_dummy_frames': 20, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 15:32:36,527 INFO [decode.py:476] About to create model
+2022-03-07 15:32:37,006 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 15:32:45,841 INFO [decode.py:505] Number of model parameters: 84514780
+2022-03-07 15:32:45,842 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 15:32:45,983 INFO [asr_datamodule.py:384] About to get test-other cuts
+2022-03-07 15:32:50,879 INFO [decode.py:386] batch 0/?, cuts processed until now is 41
+2022-03-07 15:43:16,289 INFO [decode.py:386] batch 100/?, cuts processed until now is 2588
+2022-03-07 15:43:30,255 INFO [decode.py:403] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-clean-greedy_search-epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 15:43:30,323 INFO [utils.py:406] [test-clean-greedy_search] %WER 5.52% [2902 / 52576, 329 ins, 282 del, 2291 sub ]
+2022-03-07 15:43:30,506 INFO [decode.py:416] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-clean-greedy_search-epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 15:43:30,507 INFO [decode.py:433] 
+For test-clean, WER of different settings are:
+greedy_search	5.52	best for test-clean
+
+2022-03-07 15:43:39,076 INFO [decode.py:386] batch 0/?, cuts processed until now is 46
+2022-03-07 15:52:20,710 INFO [decode.py:386] batch 100/?, cuts processed until now is 2906
+2022-03-07 15:52:26,717 INFO [decode.py:403] The transcripts are stored in streaming_pruned_transducer_stateless/exp/greedy_search/recogs-test-other-greedy_search-epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 15:52:26,927 INFO [utils.py:406] [test-other-greedy_search] %WER 14.00% [7330 / 52343, 797 ins, 854 del, 5679 sub ]
+2022-03-07 15:52:27,121 INFO [decode.py:416] Wrote detailed error stats to streaming_pruned_transducer_stateless/exp/greedy_search/errs-test-other-greedy_search-epoch-49-avg-15-chunk_size-1-False-tailing-dummy-frams-20-context-2-max-sym-per-frame-3.txt
+2022-03-07 15:52:27,122 INFO [decode.py:433] 
+For test-other, WER of different settings are:
+greedy_search	14.0	best for test-other
+
+2022-03-07 15:52:27,122 INFO [decode.py:532] Done!

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3-2022-03-07-14-16-41

@@ -0,0 +1,8 @@
+2022-03-07 14:16:41,405 INFO [decode.py:437] Decoding started
+2022-03-07 14:16:41,405 INFO [decode.py:443] Device: cuda:0
+2022-03-07 14:16:41,408 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': True, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 14:16:41,408 INFO [decode.py:454] About to create model
+2022-03-07 14:16:41,884 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 14:16:47,804 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 14:16:47,804 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 14:16:47,918 INFO [asr_datamodule.py:384] About to get test-other cuts

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3-2022-03-07-14-18-53

@@ -0,0 +1,8 @@
+2022-03-07 14:18:53,669 INFO [decode.py:437] Decoding started
+2022-03-07 14:18:53,669 INFO [decode.py:443] Device: cuda:0
+2022-03-07 14:18:53,672 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': True, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 14:18:53,672 INFO [decode.py:454] About to create model
+2022-03-07 14:18:54,144 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 14:18:59,874 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 14:18:59,874 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 14:18:59,986 INFO [asr_datamodule.py:384] About to get test-other cuts

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3-2022-03-07-14-19-23

@@ -0,0 +1,8 @@
+2022-03-07 14:19:23,703 INFO [decode.py:437] Decoding started
+2022-03-07 14:19:23,703 INFO [decode.py:443] Device: cuda:0
+2022-03-07 14:19:23,705 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': True, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 14:19:23,705 INFO [decode.py:454] About to create model
+2022-03-07 14:19:24,214 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 14:19:30,421 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 14:19:30,421 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 14:19:30,533 INFO [asr_datamodule.py:384] About to get test-other cuts

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3-2022-03-07-14-22-08

@@ -0,0 +1,8 @@
+2022-03-07 14:22:08,496 INFO [decode.py:437] Decoding started
+2022-03-07 14:22:08,496 INFO [decode.py:443] Device: cuda:0
+2022-03-07 14:22:08,498 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': True, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 14:22:08,498 INFO [decode.py:454] About to create model
+2022-03-07 14:22:08,974 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 14:22:14,530 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 14:22:14,530 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 14:22:14,643 INFO [asr_datamodule.py:384] About to get test-other cuts

streaming_pruned_transducer_stateless/exp/greedy_search/log-decode-epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3-2022-03-07-14-23-05

@@ -0,0 +1,8 @@
+2022-03-07 14:23:05,826 INFO [decode.py:437] Decoding started
+2022-03-07 14:23:05,827 INFO [decode.py:443] Device: cuda:0
+2022-03-07 14:23:05,830 INFO [decode.py:452] {'feature_dim': 80, 'subsampling_factor': 4, 'attention_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'num_encoder_layers': 12, 'vgg_frontend': False, 'embedding_dim': 512, 'env_info': {'k2-version': '1.11', 'k2-build-type': 'Debug', 'k2-with-cuda': True, 'k2-git-sha1': '1c6eb3f9521e50ac58cc11dd5a80455308a5f9aa', 'k2-git-date': 'Fri Jan 7 19:24:52 2022', 'lhotse-version': '1.0.0.dev+git.02fd462.clean', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_conformer_pruned_transducer', 'icefall-git-sha1': '00cdd02-dirty', 'icefall-git-date': 'Mon Mar 7 11:33:06 2022', 'icefall-path': '/ceph-ly/open-source/rnnt/to_submmit/icefall', 'k2-path': '/ceph-hw/kangwei/code/k2_rnnt/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.0.0.dev0+git.02fd462.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-7-0306213344-68d8b49446-gb5f7', 'IP address': '10.177.63.199'}, 'save_averaged_model': False, 'simulate_streaming': True, 'right_chunk_size': 1, 'epoch': 49, 'avg': 15, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless/exp'), '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': 200, '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('streaming_pruned_transducer_stateless/exp/greedy_search'), 'suffix': 'epoch-49-avg-15-chunk_size-1-True-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
+2022-03-07 14:23:05,830 INFO [decode.py:454] About to create model
+2022-03-07 14:23:06,309 INFO [checkpoint.py:93] Loading checkpoint from streaming_pruned_transducer_stateless/exp/epoch-49-avg-15.pt
+2022-03-07 14:23:11,881 INFO [decode.py:483] Number of model parameters: 84514780
+2022-03-07 14:23:11,881 INFO [asr_datamodule.py:379] About to get test-clean cuts
+2022-03-07 14:23:11,995 INFO [asr_datamodule.py:384] About to get test-other cuts