2022-12-26 18:47:55,819 INFO [streaming_decode.py:479] Decoding started 2022-12-26 18:47:55,819 INFO [streaming_decode.py:485] Device: cuda:0 2022-12-26 18:47:55,825 INFO [streaming_decode.py:495] {'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, 'warm_step': 2000, 'env_info': {'k2-version': '1.23.2', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': 'efd83642a940dc7db08688cc0791985bed1fafcd', 'k2-git-date': 'Sun Nov 27 19:12:00 2022', 'lhotse-version': '1.12.0.dev+git.891bad1.clean', 'torch-version': '1.10.0+cu102', 'torch-cuda-available': True, 'torch-cuda-version': '10.2', 'python-version': '3.8', 'icefall-git-branch': 'streaming_zipformer', 'icefall-git-sha1': '4c56845-dirty', 'icefall-git-date': 'Mon Dec 26 17:49:00 2022', 'icefall-path': '/star-zw/workspace/zipformer/icefall_streaming2', 'k2-path': '/star-zw/workspace/share/k2-last/k2/python/k2/__init__.py', 'lhotse-path': '/star-zw/env/k2_icefall/lib/python3.8/site-packages/lhotse-1.12.0.dev0+git.891bad1.clean-py3.8.egg/lhotse/__init__.py', 'hostname': 'de-74279-k2-train-2-1216192652-5bcf7587b4-n6q9m', 'IP address': '10.177.74.211'}, 'epoch': 30, 'iter': 0, 'avg': 9, 'use_averaged_model': True, 'exp_dir': PosixPath('pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk'), 'bpe_model': 'data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'num_active_paths': 4, 'beam': 4, 'max_contexts': 4, 'max_states': 32, 'context_size': 2, 'num_decode_streams': 2000, 'num_encoder_layers': '2,4,3,2,4', 'feedforward_dims': '1024,1024,2048,2048,1024', 'nhead': '8,8,8,8,8', 'encoder_dims': '384,384,384,384,384', 'attention_dims': '192,192,192,192,192', 'encoder_unmasked_dims': '256,256,256,256,256', 'zipformer_downsampling_factors': '1,2,4,8,2', 'cnn_module_kernels': '31,31,31,31,31', 'decoder_dim': 512, 'joiner_dim': 512, 'short_chunk_size': 50, 'num_left_chunks': 4, 'decode_chunk_len': 64, '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, 'drop_last': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'input_strategy': 'PrecomputedFeatures', 'res_dir': PosixPath('pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search'), 'suffix': 'epoch-30-avg-9-streaming-chunk-size-64-use-averaged-model', 'blank_id': 0, 'unk_id': 2, 'vocab_size': 500} 2022-12-26 18:47:55,825 INFO [streaming_decode.py:497] About to create model 2022-12-26 18:47:56,437 INFO [zipformer.py:378] At encoder stack 4, which has downsampling_factor=2, we will combine the outputs of layers 1 and 3, with downsampling_factors=2 and 8. 2022-12-26 18:47:56,450 INFO [streaming_decode.py:564] Calculating the averaged model over epoch range from 21 (excluded) to 30 2022-12-26 18:48:12,404 INFO [streaming_decode.py:586] Number of model parameters: 70369391 2022-12-26 18:48:12,404 INFO [asr_datamodule.py:443] About to get test-clean cuts 2022-12-26 18:48:12,456 INFO [asr_datamodule.py:450] About to get test-other cuts 2022-12-26 18:48:12,637 INFO [streaming_decode.py:373] Cuts processed until now is 0. 2022-12-26 18:48:13,105 INFO [streaming_decode.py:373] Cuts processed until now is 50. 2022-12-26 18:48:13,581 INFO [streaming_decode.py:373] Cuts processed until now is 100. 2022-12-26 18:48:14,004 INFO [streaming_decode.py:373] Cuts processed until now is 150. 2022-12-26 18:48:14,447 INFO [streaming_decode.py:373] Cuts processed until now is 200. 2022-12-26 18:48:14,874 INFO [streaming_decode.py:373] Cuts processed until now is 250. 2022-12-26 18:48:15,350 INFO [streaming_decode.py:373] Cuts processed until now is 300. 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[streaming_decode.py:373] Cuts processed until now is 900. 2022-12-26 18:48:20,343 INFO [streaming_decode.py:373] Cuts processed until now is 950. 2022-12-26 18:48:20,666 INFO [streaming_decode.py:373] Cuts processed until now is 1000. 2022-12-26 18:48:21,029 INFO [streaming_decode.py:373] Cuts processed until now is 1050. 2022-12-26 18:48:21,400 INFO [streaming_decode.py:373] Cuts processed until now is 1100. 2022-12-26 18:48:21,774 INFO [streaming_decode.py:373] Cuts processed until now is 1150. 2022-12-26 18:48:22,109 INFO [streaming_decode.py:373] Cuts processed until now is 1200. 2022-12-26 18:48:22,561 INFO [streaming_decode.py:373] Cuts processed until now is 1250. 2022-12-26 18:48:22,926 INFO [streaming_decode.py:373] Cuts processed until now is 1300. 2022-12-26 18:48:23,261 INFO [streaming_decode.py:373] Cuts processed until now is 1350. 2022-12-26 18:48:23,646 INFO [streaming_decode.py:373] Cuts processed until now is 1400. 2022-12-26 18:48:24,002 INFO [streaming_decode.py:373] Cuts processed until now is 1450. 2022-12-26 18:48:24,392 INFO [streaming_decode.py:373] Cuts processed until now is 1500. 2022-12-26 18:48:24,774 INFO [streaming_decode.py:373] Cuts processed until now is 1550. 2022-12-26 18:48:25,135 INFO [streaming_decode.py:373] Cuts processed until now is 1600. 2022-12-26 18:48:25,602 INFO [streaming_decode.py:373] Cuts processed until now is 1650. 2022-12-26 18:48:26,002 INFO [streaming_decode.py:373] Cuts processed until now is 1700. 2022-12-26 18:48:26,378 INFO [streaming_decode.py:373] Cuts processed until now is 1750. 2022-12-26 18:48:26,761 INFO [streaming_decode.py:373] Cuts processed until now is 1800. 2022-12-26 18:48:27,124 INFO [streaming_decode.py:373] Cuts processed until now is 1850. 2022-12-26 18:48:27,434 INFO [streaming_decode.py:373] Cuts processed until now is 1900. 2022-12-26 18:48:27,825 INFO [streaming_decode.py:373] Cuts processed until now is 1950. 2022-12-26 18:48:32,808 INFO [streaming_decode.py:373] Cuts processed until now is 2000. 2022-12-26 18:48:34,209 INFO [streaming_decode.py:373] Cuts processed until now is 2050. 2022-12-26 18:48:34,504 INFO [streaming_decode.py:373] Cuts processed until now is 2100. 2022-12-26 18:48:35,945 INFO [streaming_decode.py:373] Cuts processed until now is 2150. 2022-12-26 18:48:36,272 INFO [streaming_decode.py:373] Cuts processed until now is 2200. 2022-12-26 18:48:36,573 INFO [streaming_decode.py:373] Cuts processed until now is 2250. 2022-12-26 18:48:36,894 INFO [streaming_decode.py:373] Cuts processed until now is 2300. 2022-12-26 18:48:38,324 INFO [streaming_decode.py:373] Cuts processed until now is 2350. 2022-12-26 18:48:38,656 INFO [streaming_decode.py:373] Cuts processed until now is 2400. 2022-12-26 18:48:39,004 INFO [streaming_decode.py:373] Cuts processed until now is 2450. 2022-12-26 18:48:39,355 INFO [streaming_decode.py:373] Cuts processed until now is 2500. 2022-12-26 18:48:40,927 INFO [streaming_decode.py:373] Cuts processed until now is 2550. 2022-12-26 18:48:41,248 INFO [streaming_decode.py:373] Cuts processed until now is 2600. 2022-12-26 18:48:54,255 INFO [streaming_decode.py:417] The transcripts are stored in pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/recogs-test-clean-greedy_search-epoch-30-avg-9-streaming-chunk-size-64-use-averaged-model.txt 2022-12-26 18:48:54,341 INFO [utils.py:536] [test-clean-greedy_search] %WER 2.98% [1565 / 52576, 189 ins, 124 del, 1252 sub ] 2022-12-26 18:48:54,538 INFO [streaming_decode.py:430] Wrote detailed error stats to pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/errs-test-clean-greedy_search-epoch-30-avg-9-streaming-chunk-size-64-use-averaged-model.txt 2022-12-26 18:48:54,542 INFO [streaming_decode.py:446] For test-clean, WER of different settings are: greedy_search 2.98 best for test-clean 2022-12-26 18:48:54,568 INFO [streaming_decode.py:373] Cuts processed until now is 0. 2022-12-26 18:48:54,926 INFO [streaming_decode.py:373] Cuts processed until now is 50. 2022-12-26 18:48:55,214 INFO [streaming_decode.py:373] Cuts processed until now is 100. 2022-12-26 18:48:55,672 INFO [streaming_decode.py:373] Cuts processed until now is 150. 2022-12-26 18:48:56,013 INFO [streaming_decode.py:373] Cuts processed until now is 200. 2022-12-26 18:48:56,280 INFO [streaming_decode.py:373] Cuts processed until now is 250. 2022-12-26 18:48:56,570 INFO [streaming_decode.py:373] Cuts processed until now is 300. 2022-12-26 18:48:56,897 INFO [streaming_decode.py:373] Cuts processed until now is 350. 2022-12-26 18:48:57,212 INFO [streaming_decode.py:373] Cuts processed until now is 400. 2022-12-26 18:48:57,509 INFO [streaming_decode.py:373] Cuts processed until now is 450. 2022-12-26 18:48:57,792 INFO [streaming_decode.py:373] Cuts processed until now is 500. 2022-12-26 18:48:58,120 INFO [streaming_decode.py:373] Cuts processed until now is 550. 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[streaming_decode.py:373] Cuts processed until now is 1150. 2022-12-26 18:49:02,061 INFO [streaming_decode.py:373] Cuts processed until now is 1200. 2022-12-26 18:49:02,346 INFO [streaming_decode.py:373] Cuts processed until now is 1250. 2022-12-26 18:49:02,644 INFO [streaming_decode.py:373] Cuts processed until now is 1300. 2022-12-26 18:49:02,940 INFO [streaming_decode.py:373] Cuts processed until now is 1350. 2022-12-26 18:49:03,243 INFO [streaming_decode.py:373] Cuts processed until now is 1400. 2022-12-26 18:49:03,646 INFO [streaming_decode.py:373] Cuts processed until now is 1450. 2022-12-26 18:49:03,924 INFO [streaming_decode.py:373] Cuts processed until now is 1500. 2022-12-26 18:49:04,216 INFO [streaming_decode.py:373] Cuts processed until now is 1550. 2022-12-26 18:49:04,514 INFO [streaming_decode.py:373] Cuts processed until now is 1600. 2022-12-26 18:49:04,774 INFO [streaming_decode.py:373] Cuts processed until now is 1650. 2022-12-26 18:49:05,101 INFO [streaming_decode.py:373] Cuts processed until now is 1700. 2022-12-26 18:49:05,362 INFO [streaming_decode.py:373] Cuts processed until now is 1750. 2022-12-26 18:49:05,666 INFO [streaming_decode.py:373] Cuts processed until now is 1800. 2022-12-26 18:49:05,976 INFO [streaming_decode.py:373] Cuts processed until now is 1850. 2022-12-26 18:49:06,274 INFO [streaming_decode.py:373] Cuts processed until now is 1900. 2022-12-26 18:49:06,522 INFO [streaming_decode.py:373] Cuts processed until now is 1950. 2022-12-26 18:49:11,388 INFO [streaming_decode.py:373] Cuts processed until now is 2000. 2022-12-26 18:49:12,794 INFO [streaming_decode.py:373] Cuts processed until now is 2050. 2022-12-26 18:49:13,118 INFO [streaming_decode.py:373] Cuts processed until now is 2100. 2022-12-26 18:49:13,396 INFO [streaming_decode.py:373] Cuts processed until now is 2150. 2022-12-26 18:49:14,936 INFO [streaming_decode.py:373] Cuts processed until now is 2200. 2022-12-26 18:49:15,229 INFO [streaming_decode.py:373] Cuts processed until now is 2250. 2022-12-26 18:49:15,524 INFO [streaming_decode.py:373] Cuts processed until now is 2300. 2022-12-26 18:49:15,812 INFO [streaming_decode.py:373] Cuts processed until now is 2350. 2022-12-26 18:49:17,250 INFO [streaming_decode.py:373] Cuts processed until now is 2400. 2022-12-26 18:49:17,570 INFO [streaming_decode.py:373] Cuts processed until now is 2450. 2022-12-26 18:49:17,874 INFO [streaming_decode.py:373] Cuts processed until now is 2500. 2022-12-26 18:49:18,135 INFO [streaming_decode.py:373] Cuts processed until now is 2550. 2022-12-26 18:49:18,441 INFO [streaming_decode.py:373] Cuts processed until now is 2600. 2022-12-26 18:49:19,922 INFO [streaming_decode.py:373] Cuts processed until now is 2650. 2022-12-26 18:49:20,215 INFO [streaming_decode.py:373] Cuts processed until now is 2700. 2022-12-26 18:49:20,468 INFO [streaming_decode.py:373] Cuts processed until now is 2750. 2022-12-26 18:49:20,759 INFO [streaming_decode.py:373] Cuts processed until now is 2800. 2022-12-26 18:49:22,360 INFO [streaming_decode.py:373] Cuts processed until now is 2850. 2022-12-26 18:49:22,703 INFO [streaming_decode.py:373] Cuts processed until now is 2900. 2022-12-26 18:49:34,466 INFO [streaming_decode.py:417] The transcripts are stored in pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/recogs-test-other-greedy_search-epoch-30-avg-9-streaming-chunk-size-64-use-averaged-model.txt 2022-12-26 18:49:34,546 INFO [utils.py:536] [test-other-greedy_search] %WER 7.67% [4013 / 52343, 396 ins, 393 del, 3224 sub ] 2022-12-26 18:49:34,797 INFO [streaming_decode.py:430] Wrote detailed error stats to pruned_transducer_stateless7_streaming/exp-full-dynamic-chunk/streaming/greedy_search/errs-test-other-greedy_search-epoch-30-avg-9-streaming-chunk-size-64-use-averaged-model.txt 2022-12-26 18:49:34,800 INFO [streaming_decode.py:446] For test-other, WER of different settings are: greedy_search 7.67 best for test-other 2022-12-26 18:49:34,801 INFO [streaming_decode.py:611] Done!