decoding_results/streaming/greedy_search/log-decode-epoch-29-avg-6-streaming-chunk-size-16-left-context-64-right-context-2-2022-06-06-16-35-01

2022-06-06 16:35:01,084 INFO [streaming_decode.py:640] Decoding started
2022-06-06 16:35:01,084 INFO [streaming_decode.py:646] Device: cuda:0
2022-06-06 16:35:01,087 INFO [streaming_decode.py:660] {'best_train_loss': inf, 'best_valid_loss': inf, 'best_train_epoch': -1, 'best_valid_epoch': -1, 'batch_idx_train': 0, 'log_interval': 50, 'reset_interval': 200, 'valid_interval': 3000, 'feature_dim': 80, 'subsampling_factor': 4, 'encoder_dim': 512, 'nhead': 8, 'dim_feedforward': 2048, 'cnn_module_kernel': 31, 'num_encoder_layers': 12, 'decoder_dim': 512, 'joiner_dim': 512, 'model_warm_step': 3000, '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': '1.1.0', 'torch-version': '1.10.0+cu102', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming-conformer', 'icefall-git-sha1': '3aacf75-dirty', 'icefall-git-date': 'Mon Jun 6 06:46:40 2022', 'icefall-path': '/ceph-kw/kangwei/code/icefall_reworked2', 'k2-path': '/ceph-hw/kangwei/code/k2_release/k2/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-hw/kangwei/dev_tools/anaconda3/envs/rnnt2/lib/python3.8/site-packages/lhotse-1.1.0-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-3-0602204318-5799c545db-hhjfr', 'IP address': '10.177.24.137'}, 'epoch': 29, 'iter': 0, 'avg': 6, 'use_averaged_model': False, 'exp_dir': PosixPath('streaming_pruned_transducer_stateless4/exp'), 'bpe_model': 'data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam': 4, 'max_contexts': 4, 'max_states': 32, 'context_size': 2, 'dynamic_chunk_training': False, 'short_chunk_size': 25, 'num_left_chunks': 4, 'causal_convolution': True, 'decode_chunk_size': 16, 'left_context': 64, 'right_context': 2, 'num_decode_streams': 1000, 'full_libri': True, 'manifest_dir': PosixPath('data/fbank'), 'max_duration': 200.0, '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_stateless4/exp/streaming/greedy_search'), 'suffix': 'epoch-29-avg-6-streaming-chunk-size-16-left-context-64-right-context-2', 'blank_id': 0, 'unk_id': 2, 'vocab_size': 500}
2022-06-06 16:35:01,087 INFO [streaming_decode.py:662] About to create model
2022-06-06 16:35:01,504 INFO [streaming_decode.py:691] averaging ['streaming_pruned_transducer_stateless4/exp/epoch-24.pt', 'streaming_pruned_transducer_stateless4/exp/epoch-25.pt', 'streaming_pruned_transducer_stateless4/exp/epoch-26.pt', 'streaming_pruned_transducer_stateless4/exp/epoch-27.pt', 'streaming_pruned_transducer_stateless4/exp/epoch-28.pt', 'streaming_pruned_transducer_stateless4/exp/epoch-29.pt']
2022-06-06 16:35:13,122 INFO [streaming_decode.py:751] Number of model parameters: 78648040
2022-06-06 16:35:13,122 INFO [asr_datamodule.py:422] About to get test-clean cuts
2022-06-06 16:35:13,240 INFO [asr_datamodule.py:427] About to get test-other cuts
2022-06-06 16:35:13,569 INFO [streaming_decode.py:537] Cuts processed until now is 0.
2022-06-06 16:35:13,935 INFO [streaming_decode.py:537] Cuts processed until now is 50.
2022-06-06 16:35:14,192 INFO [streaming_decode.py:537] Cuts processed until now is 100.
2022-06-06 16:35:14,466 INFO [streaming_decode.py:537] Cuts processed until now is 150.
2022-06-06 16:35:14,818 INFO [streaming_decode.py:537] Cuts processed until now is 200.
2022-06-06 16:35:15,089 INFO [streaming_decode.py:537] Cuts processed until now is 250.
2022-06-06 16:35:15,451 INFO [streaming_decode.py:537] Cuts processed until now is 300.
2022-06-06 16:35:15,827 INFO [streaming_decode.py:537] Cuts processed until now is 350.
2022-06-06 16:35:16,109 INFO [streaming_decode.py:537] Cuts processed until now is 400.
2022-06-06 16:35:16,389 INFO [streaming_decode.py:537] Cuts processed until now is 450.
2022-06-06 16:35:16,666 INFO [streaming_decode.py:537] Cuts processed until now is 500.
2022-06-06 16:35:16,985 INFO [streaming_decode.py:537] Cuts processed until now is 550.
2022-06-06 16:35:17,322 INFO [streaming_decode.py:537] Cuts processed until now is 600.
2022-06-06 16:35:17,671 INFO [streaming_decode.py:537] Cuts processed until now is 650.
2022-06-06 16:35:17,952 INFO [streaming_decode.py:537] Cuts processed until now is 700.
2022-06-06 16:35:18,302 INFO [streaming_decode.py:537] Cuts processed until now is 750.
2022-06-06 16:35:18,639 INFO [streaming_decode.py:537] Cuts processed until now is 800.
2022-06-06 16:35:18,901 INFO [streaming_decode.py:537] Cuts processed until now is 850.
2022-06-06 16:35:19,193 INFO [streaming_decode.py:537] Cuts processed until now is 900.
2022-06-06 16:35:19,502 INFO [streaming_decode.py:537] Cuts processed until now is 950.
2022-06-06 16:35:21,789 INFO [streaming_decode.py:537] Cuts processed until now is 1000.
2022-06-06 16:35:22,691 INFO [streaming_decode.py:537] Cuts processed until now is 1050.
2022-06-06 16:35:23,658 INFO [streaming_decode.py:537] Cuts processed until now is 1100.
2022-06-06 16:35:23,970 INFO [streaming_decode.py:537] Cuts processed until now is 1150.
2022-06-06 16:35:24,946 INFO [streaming_decode.py:537] Cuts processed until now is 1200.
2022-06-06 16:35:25,199 INFO [streaming_decode.py:537] Cuts processed until now is 1250.
2022-06-06 16:35:26,107 INFO [streaming_decode.py:537] Cuts processed until now is 1300.
2022-06-06 16:35:26,404 INFO [streaming_decode.py:537] Cuts processed until now is 1350.
2022-06-06 16:35:27,361 INFO [streaming_decode.py:537] Cuts processed until now is 1400.
2022-06-06 16:35:27,606 INFO [streaming_decode.py:537] Cuts processed until now is 1450.
2022-06-06 16:35:28,590 INFO [streaming_decode.py:537] Cuts processed until now is 1500.
2022-06-06 16:35:29,656 INFO [streaming_decode.py:537] Cuts processed until now is 1550.
2022-06-06 16:35:29,925 INFO [streaming_decode.py:537] Cuts processed until now is 1600.
2022-06-06 16:35:30,945 INFO [streaming_decode.py:537] Cuts processed until now is 1650.
2022-06-06 16:35:31,254 INFO [streaming_decode.py:537] Cuts processed until now is 1700.
2022-06-06 16:35:32,243 INFO [streaming_decode.py:537] Cuts processed until now is 1750.
2022-06-06 16:35:33,193 INFO [streaming_decode.py:537] Cuts processed until now is 1800.
2022-06-06 16:35:33,506 INFO [streaming_decode.py:537] Cuts processed until now is 1850.
2022-06-06 16:35:34,430 INFO [streaming_decode.py:537] Cuts processed until now is 1900.
2022-06-06 16:35:34,763 INFO [streaming_decode.py:537] Cuts processed until now is 1950.
2022-06-06 16:35:35,810 INFO [streaming_decode.py:537] Cuts processed until now is 2000.
2022-06-06 16:35:36,689 INFO [streaming_decode.py:537] Cuts processed until now is 2050.
2022-06-06 16:35:36,952 INFO [streaming_decode.py:537] Cuts processed until now is 2100.
2022-06-06 16:35:37,915 INFO [streaming_decode.py:537] Cuts processed until now is 2150.
2022-06-06 16:35:38,864 INFO [streaming_decode.py:537] Cuts processed until now is 2200.
2022-06-06 16:35:39,135 INFO [streaming_decode.py:537] Cuts processed until now is 2250.
2022-06-06 16:35:40,085 INFO [streaming_decode.py:537] Cuts processed until now is 2300.
2022-06-06 16:35:40,320 INFO [streaming_decode.py:537] Cuts processed until now is 2350.
2022-06-06 16:35:41,383 INFO [streaming_decode.py:537] Cuts processed until now is 2400.
2022-06-06 16:35:42,289 INFO [streaming_decode.py:537] Cuts processed until now is 2450.
2022-06-06 16:35:42,604 INFO [streaming_decode.py:537] Cuts processed until now is 2500.
2022-06-06 16:35:43,616 INFO [streaming_decode.py:537] Cuts processed until now is 2550.
2022-06-06 16:35:43,880 INFO [streaming_decode.py:537] Cuts processed until now is 2600.
2022-06-06 16:35:51,829 INFO [streaming_decode.py:575] The transcripts are stored in streaming_pruned_transducer_stateless4/exp/streaming/greedy_search/recogs-test-clean-greedy_search-epoch-29-avg-6-streaming-chunk-size-16-left-context-64-right-context-2.txt
2022-06-06 16:35:51,902 INFO [utils.py:405] [test-clean-greedy_search] %WER 3.36% [1764 / 52576, 187 ins, 163 del, 1414 sub ]
2022-06-06 16:35:52,087 INFO [streaming_decode.py:588] Wrote detailed error stats to streaming_pruned_transducer_stateless4/exp/streaming/greedy_search/errs-test-clean-greedy_search-epoch-29-avg-6-streaming-chunk-size-16-left-context-64-right-context-2.txt
2022-06-06 16:35:52,088 INFO [streaming_decode.py:605] 
For test-clean, WER of different settings are:
greedy_search	3.36	best for test-clean

2022-06-06 16:35:52,092 INFO [streaming_decode.py:537] Cuts processed until now is 0.
2022-06-06 16:35:52,336 INFO [streaming_decode.py:537] Cuts processed until now is 50.
2022-06-06 16:35:52,604 INFO [streaming_decode.py:537] Cuts processed until now is 100.
2022-06-06 16:35:52,891 INFO [streaming_decode.py:537] Cuts processed until now is 150.
2022-06-06 16:35:53,101 INFO [streaming_decode.py:537] Cuts processed until now is 200.
2022-06-06 16:35:53,335 INFO [streaming_decode.py:537] Cuts processed until now is 250.
2022-06-06 16:35:53,621 INFO [streaming_decode.py:537] Cuts processed until now is 300.
2022-06-06 16:35:53,860 INFO [streaming_decode.py:537] Cuts processed until now is 350.
2022-06-06 16:35:54,080 INFO [streaming_decode.py:537] Cuts processed until now is 400.
2022-06-06 16:35:54,385 INFO [streaming_decode.py:537] Cuts processed until now is 450.
2022-06-06 16:35:54,666 INFO [streaming_decode.py:537] Cuts processed until now is 500.
2022-06-06 16:35:54,894 INFO [streaming_decode.py:537] Cuts processed until now is 550.
2022-06-06 16:35:55,165 INFO [streaming_decode.py:537] Cuts processed until now is 600.
2022-06-06 16:35:55,432 INFO [streaming_decode.py:537] Cuts processed until now is 650.
2022-06-06 16:35:55,666 INFO [streaming_decode.py:537] Cuts processed until now is 700.
2022-06-06 16:35:55,961 INFO [streaming_decode.py:537] Cuts processed until now is 750.
2022-06-06 16:35:56,187 INFO [streaming_decode.py:537] Cuts processed until now is 800.
2022-06-06 16:35:56,438 INFO [streaming_decode.py:537] Cuts processed until now is 850.
2022-06-06 16:35:56,766 INFO [streaming_decode.py:537] Cuts processed until now is 900.
2022-06-06 16:35:57,035 INFO [streaming_decode.py:537] Cuts processed until now is 950.
2022-06-06 16:35:59,445 INFO [streaming_decode.py:537] Cuts processed until now is 1000.
2022-06-06 16:36:00,490 INFO [streaming_decode.py:537] Cuts processed until now is 1050.
2022-06-06 16:36:00,747 INFO [streaming_decode.py:537] Cuts processed until now is 1100.
2022-06-06 16:36:01,688 INFO [streaming_decode.py:537] Cuts processed until now is 1150.
2022-06-06 16:36:01,963 INFO [streaming_decode.py:537] Cuts processed until now is 1200.
2022-06-06 16:36:02,937 INFO [streaming_decode.py:537] Cuts processed until now is 1250.
2022-06-06 16:36:03,263 INFO [streaming_decode.py:537] Cuts processed until now is 1300.
2022-06-06 16:36:04,146 INFO [streaming_decode.py:537] Cuts processed until now is 1350.
2022-06-06 16:36:04,404 INFO [streaming_decode.py:537] Cuts processed until now is 1400.
2022-06-06 16:36:05,355 INFO [streaming_decode.py:537] Cuts processed until now is 1450.
2022-06-06 16:36:05,609 INFO [streaming_decode.py:537] Cuts processed until now is 1500.
2022-06-06 16:36:06,529 INFO [streaming_decode.py:537] Cuts processed until now is 1550.
2022-06-06 16:36:07,526 INFO [streaming_decode.py:537] Cuts processed until now is 1600.
2022-06-06 16:36:07,812 INFO [streaming_decode.py:537] Cuts processed until now is 1650.
2022-06-06 16:36:08,708 INFO [streaming_decode.py:537] Cuts processed until now is 1700.
2022-06-06 16:36:08,991 INFO [streaming_decode.py:537] Cuts processed until now is 1750.
2022-06-06 16:36:10,043 INFO [streaming_decode.py:537] Cuts processed until now is 1800.
2022-06-06 16:36:10,320 INFO [streaming_decode.py:537] Cuts processed until now is 1850.
2022-06-06 16:36:11,207 INFO [streaming_decode.py:537] Cuts processed until now is 1900.
2022-06-06 16:36:11,419 INFO [streaming_decode.py:537] Cuts processed until now is 1950.
2022-06-06 16:36:12,378 INFO [streaming_decode.py:537] Cuts processed until now is 2000.
2022-06-06 16:36:12,611 INFO [streaming_decode.py:537] Cuts processed until now is 2050.
2022-06-06 16:36:13,581 INFO [streaming_decode.py:537] Cuts processed until now is 2100.
2022-06-06 16:36:13,850 INFO [streaming_decode.py:537] Cuts processed until now is 2150.
2022-06-06 16:36:14,802 INFO [streaming_decode.py:537] Cuts processed until now is 2200.
2022-06-06 16:36:15,056 INFO [streaming_decode.py:537] Cuts processed until now is 2250.
2022-06-06 16:36:15,962 INFO [streaming_decode.py:537] Cuts processed until now is 2300.
2022-06-06 16:36:16,981 INFO [streaming_decode.py:537] Cuts processed until now is 2350.
2022-06-06 16:36:17,226 INFO [streaming_decode.py:537] Cuts processed until now is 2400.
2022-06-06 16:36:18,346 INFO [streaming_decode.py:537] Cuts processed until now is 2450.
2022-06-06 16:36:18,600 INFO [streaming_decode.py:537] Cuts processed until now is 2500.
2022-06-06 16:36:19,769 INFO [streaming_decode.py:537] Cuts processed until now is 2550.
2022-06-06 16:36:19,998 INFO [streaming_decode.py:537] Cuts processed until now is 2600.
2022-06-06 16:36:21,134 INFO [streaming_decode.py:537] Cuts processed until now is 2650.
2022-06-06 16:36:21,362 INFO [streaming_decode.py:537] Cuts processed until now is 2700.
2022-06-06 16:36:22,572 INFO [streaming_decode.py:537] Cuts processed until now is 2750.
2022-06-06 16:36:22,807 INFO [streaming_decode.py:537] Cuts processed until now is 2800.
2022-06-06 16:36:23,918 INFO [streaming_decode.py:537] Cuts processed until now is 2850.
2022-06-06 16:36:24,207 INFO [streaming_decode.py:537] Cuts processed until now is 2900.
2022-06-06 16:36:33,609 INFO [streaming_decode.py:575] The transcripts are stored in streaming_pruned_transducer_stateless4/exp/streaming/greedy_search/recogs-test-other-greedy_search-epoch-29-avg-6-streaming-chunk-size-16-left-context-64-right-context-2.txt
2022-06-06 16:36:33,681 INFO [utils.py:405] [test-other-greedy_search] %WER 8.81% [4609 / 52343, 471 ins, 508 del, 3630 sub ]
2022-06-06 16:36:33,946 INFO [streaming_decode.py:588] Wrote detailed error stats to streaming_pruned_transducer_stateless4/exp/streaming/greedy_search/errs-test-other-greedy_search-epoch-29-avg-6-streaming-chunk-size-16-left-context-64-right-context-2.txt
2022-06-06 16:36:33,947 INFO [streaming_decode.py:605] 
For test-other, WER of different settings are:
greedy_search	8.81	best for test-other

2022-06-06 16:36:33,947 INFO [streaming_decode.py:776] Done!