2022-06-06 16:44:01,087 INFO [streaming_decode.py:640] Decoding started 2022-06-06 16:44:01,087 INFO [streaming_decode.py:646] Device: cuda:0 2022-06-06 16:44:01,089 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': True, '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': 4, '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-4-use-averaged-model', 'blank_id': 0, 'unk_id': 2, 'vocab_size': 500} 2022-06-06 16:44:01,090 INFO [streaming_decode.py:662] About to create model 2022-06-06 16:44:01,479 INFO [streaming_decode.py:729] Calculating the averaged model over epoch range from 23 (excluded) to 29 2022-06-06 16:44:08,423 INFO [streaming_decode.py:751] Number of model parameters: 78648040 2022-06-06 16:44:08,424 INFO [asr_datamodule.py:422] About to get test-clean cuts 2022-06-06 16:44:08,622 INFO [asr_datamodule.py:427] About to get test-other cuts 2022-06-06 16:44:08,917 INFO [streaming_decode.py:537] Cuts processed until now is 0. 2022-06-06 16:44:09,191 INFO [streaming_decode.py:537] Cuts processed until now is 50. 2022-06-06 16:44:09,490 INFO [streaming_decode.py:537] Cuts processed until now is 100. 2022-06-06 16:44:09,758 INFO [streaming_decode.py:537] Cuts processed until now is 150. 2022-06-06 16:44:10,078 INFO [streaming_decode.py:537] Cuts processed until now is 200. 2022-06-06 16:44:10,371 INFO [streaming_decode.py:537] Cuts processed until now is 250. 2022-06-06 16:44:10,671 INFO [streaming_decode.py:537] Cuts processed until now is 300. 2022-06-06 16:44:10,961 INFO [streaming_decode.py:537] Cuts processed until now is 350. 2022-06-06 16:44:11,205 INFO [streaming_decode.py:537] Cuts processed until now is 400. 2022-06-06 16:44:11,552 INFO [streaming_decode.py:537] Cuts processed until now is 450. 2022-06-06 16:44:11,859 INFO [streaming_decode.py:537] Cuts processed until now is 500. 2022-06-06 16:44:12,172 INFO [streaming_decode.py:537] Cuts processed until now is 550. 2022-06-06 16:44:12,532 INFO [streaming_decode.py:537] Cuts processed until now is 600. 2022-06-06 16:44:12,805 INFO [streaming_decode.py:537] Cuts processed until now is 650. 2022-06-06 16:44:13,117 INFO [streaming_decode.py:537] Cuts processed until now is 700. 2022-06-06 16:44:13,422 INFO [streaming_decode.py:537] Cuts processed until now is 750. 2022-06-06 16:44:13,714 INFO [streaming_decode.py:537] Cuts processed until now is 800. 2022-06-06 16:44:13,985 INFO [streaming_decode.py:537] Cuts processed until now is 850. 2022-06-06 16:44:14,238 INFO [streaming_decode.py:537] Cuts processed until now is 900. 2022-06-06 16:44:14,537 INFO [streaming_decode.py:537] Cuts processed until now is 950. 2022-06-06 16:44:17,068 INFO [streaming_decode.py:537] Cuts processed until now is 1000. 2022-06-06 16:44:18,020 INFO [streaming_decode.py:537] Cuts processed until now is 1050. 2022-06-06 16:44:18,981 INFO [streaming_decode.py:537] Cuts processed until now is 1100. 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16:44:26,626 INFO [streaming_decode.py:537] Cuts processed until now is 1700. 2022-06-06 16:44:27,664 INFO [streaming_decode.py:537] Cuts processed until now is 1750. 2022-06-06 16:44:28,773 INFO [streaming_decode.py:537] Cuts processed until now is 1800. 2022-06-06 16:44:29,063 INFO [streaming_decode.py:537] Cuts processed until now is 1850. 2022-06-06 16:44:30,009 INFO [streaming_decode.py:537] Cuts processed until now is 1900. 2022-06-06 16:44:30,263 INFO [streaming_decode.py:537] Cuts processed until now is 1950. 2022-06-06 16:44:31,302 INFO [streaming_decode.py:537] Cuts processed until now is 2000. 2022-06-06 16:44:32,259 INFO [streaming_decode.py:537] Cuts processed until now is 2050. 2022-06-06 16:44:32,538 INFO [streaming_decode.py:537] Cuts processed until now is 2100. 2022-06-06 16:44:33,538 INFO [streaming_decode.py:537] Cuts processed until now is 2150. 2022-06-06 16:44:34,567 INFO [streaming_decode.py:537] Cuts processed until now is 2200. 2022-06-06 16:44:34,861 INFO [streaming_decode.py:537] Cuts processed until now is 2250. 2022-06-06 16:44:35,865 INFO [streaming_decode.py:537] Cuts processed until now is 2300. 2022-06-06 16:44:36,194 INFO [streaming_decode.py:537] Cuts processed until now is 2350. 2022-06-06 16:44:37,173 INFO [streaming_decode.py:537] Cuts processed until now is 2400. 2022-06-06 16:44:38,141 INFO [streaming_decode.py:537] Cuts processed until now is 2450. 2022-06-06 16:44:38,439 INFO [streaming_decode.py:537] Cuts processed until now is 2500. 2022-06-06 16:44:39,493 INFO [streaming_decode.py:537] Cuts processed until now is 2550. 2022-06-06 16:44:39,802 INFO [streaming_decode.py:537] Cuts processed until now is 2600. 2022-06-06 16:44:48,268 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-4-use-averaged-model.txt 2022-06-06 16:44:48,338 INFO [utils.py:405] [test-clean-greedy_search] %WER 3.26% [1715 / 52576, 166 ins, 153 del, 1396 sub ] 2022-06-06 16:44:48,541 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-4-use-averaged-model.txt 2022-06-06 16:44:48,542 INFO [streaming_decode.py:605] For test-clean, WER of different settings are: greedy_search 3.26 best for test-clean 2022-06-06 16:44:48,548 INFO [streaming_decode.py:537] Cuts processed until now is 0. 2022-06-06 16:44:48,825 INFO [streaming_decode.py:537] Cuts processed until now is 50. 2022-06-06 16:44:49,028 INFO [streaming_decode.py:537] Cuts processed until now is 100. 2022-06-06 16:44:49,283 INFO [streaming_decode.py:537] Cuts processed until now is 150. 2022-06-06 16:44:49,546 INFO [streaming_decode.py:537] Cuts processed until now is 200. 2022-06-06 16:44:49,826 INFO [streaming_decode.py:537] Cuts processed until now is 250. 2022-06-06 16:44:50,035 INFO [streaming_decode.py:537] Cuts processed until now is 300. 2022-06-06 16:44:50,255 INFO [streaming_decode.py:537] Cuts processed until now is 350. 2022-06-06 16:44:50,485 INFO [streaming_decode.py:537] Cuts processed until now is 400. 2022-06-06 16:44:50,705 INFO [streaming_decode.py:537] Cuts processed until now is 450. 2022-06-06 16:44:50,949 INFO [streaming_decode.py:537] Cuts processed until now is 500. 2022-06-06 16:44:51,240 INFO [streaming_decode.py:537] Cuts processed until now is 550. 2022-06-06 16:44:51,463 INFO [streaming_decode.py:537] Cuts processed until now is 600. 2022-06-06 16:44:51,720 INFO [streaming_decode.py:537] Cuts processed until now is 650. 2022-06-06 16:44:51,934 INFO [streaming_decode.py:537] Cuts processed until now is 700. 2022-06-06 16:44:52,177 INFO [streaming_decode.py:537] Cuts processed until now is 750. 2022-06-06 16:44:52,401 INFO [streaming_decode.py:537] Cuts processed until now is 800. 2022-06-06 16:44:52,614 INFO [streaming_decode.py:537] Cuts processed until now is 850. 2022-06-06 16:44:52,865 INFO [streaming_decode.py:537] Cuts processed until now is 900. 2022-06-06 16:44:53,088 INFO [streaming_decode.py:537] Cuts processed until now is 950. 2022-06-06 16:44:55,448 INFO [streaming_decode.py:537] Cuts processed until now is 1000. 2022-06-06 16:44:56,403 INFO [streaming_decode.py:537] Cuts processed until now is 1050. 2022-06-06 16:44:56,710 INFO [streaming_decode.py:537] Cuts processed until now is 1100. 2022-06-06 16:44:57,764 INFO [streaming_decode.py:537] Cuts processed until now is 1150. 2022-06-06 16:44:58,032 INFO [streaming_decode.py:537] Cuts processed until now is 1200. 2022-06-06 16:44:59,062 INFO [streaming_decode.py:537] Cuts processed until now is 1250. 2022-06-06 16:44:59,307 INFO [streaming_decode.py:537] Cuts processed until now is 1300. 2022-06-06 16:45:00,211 INFO [streaming_decode.py:537] Cuts processed until now is 1350. 2022-06-06 16:45:00,471 INFO [streaming_decode.py:537] Cuts processed until now is 1400. 2022-06-06 16:45:01,475 INFO [streaming_decode.py:537] Cuts processed until now is 1450. 2022-06-06 16:45:01,736 INFO [streaming_decode.py:537] Cuts processed until now is 1500. 2022-06-06 16:45:02,685 INFO [streaming_decode.py:537] Cuts processed until now is 1550. 2022-06-06 16:45:03,694 INFO [streaming_decode.py:537] Cuts processed until now is 1600. 2022-06-06 16:45:03,959 INFO [streaming_decode.py:537] Cuts processed until now is 1650. 2022-06-06 16:45:04,882 INFO [streaming_decode.py:537] Cuts processed until now is 1700. 2022-06-06 16:45:05,111 INFO [streaming_decode.py:537] Cuts processed until now is 1750. 2022-06-06 16:45:06,104 INFO [streaming_decode.py:537] Cuts processed until now is 1800. 2022-06-06 16:45:06,403 INFO [streaming_decode.py:537] Cuts processed until now is 1850. 2022-06-06 16:45:07,322 INFO [streaming_decode.py:537] Cuts processed until now is 1900. 2022-06-06 16:45:07,511 INFO [streaming_decode.py:537] Cuts processed until now is 1950. 2022-06-06 16:45:08,441 INFO [streaming_decode.py:537] Cuts processed until now is 2000. 2022-06-06 16:45:08,780 INFO [streaming_decode.py:537] Cuts processed until now is 2050. 2022-06-06 16:45:09,806 INFO [streaming_decode.py:537] Cuts processed until now is 2100. 2022-06-06 16:45:10,023 INFO [streaming_decode.py:537] Cuts processed until now is 2150. 2022-06-06 16:45:10,970 INFO [streaming_decode.py:537] Cuts processed until now is 2200. 2022-06-06 16:45:11,293 INFO [streaming_decode.py:537] Cuts processed until now is 2250. 2022-06-06 16:45:12,231 INFO [streaming_decode.py:537] Cuts processed until now is 2300. 2022-06-06 16:45:13,226 INFO [streaming_decode.py:537] Cuts processed until now is 2350. 2022-06-06 16:45:13,493 INFO [streaming_decode.py:537] Cuts processed until now is 2400. 2022-06-06 16:45:14,419 INFO [streaming_decode.py:537] Cuts processed until now is 2450. 2022-06-06 16:45:14,606 INFO [streaming_decode.py:537] Cuts processed until now is 2500. 2022-06-06 16:45:15,639 INFO [streaming_decode.py:537] Cuts processed until now is 2550. 2022-06-06 16:45:15,908 INFO [streaming_decode.py:537] Cuts processed until now is 2600. 2022-06-06 16:45:16,897 INFO [streaming_decode.py:537] Cuts processed until now is 2650. 2022-06-06 16:45:17,143 INFO [streaming_decode.py:537] Cuts processed until now is 2700. 2022-06-06 16:45:18,119 INFO [streaming_decode.py:537] Cuts processed until now is 2750. 2022-06-06 16:45:18,401 INFO [streaming_decode.py:537] Cuts processed until now is 2800. 2022-06-06 16:45:19,347 INFO [streaming_decode.py:537] Cuts processed until now is 2850. 2022-06-06 16:45:19,541 INFO [streaming_decode.py:537] Cuts processed until now is 2900. 2022-06-06 16:45:27,038 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-4-use-averaged-model.txt 2022-06-06 16:45:27,120 INFO [utils.py:405] [test-other-greedy_search] %WER 8.44% [4419 / 52343, 428 ins, 502 del, 3489 sub ] 2022-06-06 16:45:27,312 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-4-use-averaged-model.txt 2022-06-06 16:45:27,312 INFO [streaming_decode.py:605] For test-other, WER of different settings are: greedy_search 8.44 best for test-other 2022-06-06 16:45:27,313 INFO [streaming_decode.py:776] Done!