2022-01-18 09:56:02,003 INFO [decode.py:403] Decoding started
2022-01-18 09:56:02,003 INFO [decode.py:409] Device: cuda:0
2022-01-18 09:56:02,098 INFO [decode.py:418] {'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-ot', 'icefall-git-sha1': 'ced53d2-clean', 'icefall-git-date': 'Mon Jan 10 11:40:55 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-ot', '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-6-1217190258-77fd9bbbc8-d7dpq', 'IP address': '10.48.40.206'}, 'epoch': 71, 'avg': 15, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': '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/beam_search'), 'suffix': 'epoch-71-avg-15-beam-4', 'blank_id': 0, 'vocab_size': 500}
2022-01-18 09:56:02,098 INFO [decode.py:420] About to create model
2022-01-18 09:56:02,648 INFO [decode.py:431] averaging ['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', 'transducer_stateless/exp-full/epoch-62.pt', 'transducer_stateless/exp-full/epoch-63.pt', 'transducer_stateless/exp-full/epoch-64.pt', 'transducer_stateless/exp-full/epoch-65.pt', 'transducer_stateless/exp-full/epoch-66.pt', 'transducer_stateless/exp-full/epoch-67.pt', 'transducer_stateless/exp-full/epoch-68.pt', 'transducer_stateless/exp-full/epoch-69.pt', 'transducer_stateless/exp-full/epoch-70.pt', 'transducer_stateless/exp-full/epoch-71.pt']
2022-01-18 09:58:16,976 INFO [decode.py:440] Number of model parameters: 84007924
2022-01-18 09:58:16,997 INFO [asr_datamodule.py:379] About to get test-clean cuts
2022-01-18 09:58:17,159 INFO [asr_datamodule.py:384] About to get test-other cuts
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2022-01-18 10:41:41,587 INFO [decode.py:349] The transcripts are stored in transducer_stateless/exp-full/beam_search/recogs-test-clean-beam_4-epoch-71-avg-15-beam-4.txt
2022-01-18 10:41:41,673 INFO [utils.py:404] [test-clean-beam_4] %WER 2.68% [1409 / 52576, 153 ins, 113 del, 1143 sub ]
2022-01-18 10:41:41,940 INFO [decode.py:362] Wrote detailed error stats to transducer_stateless/exp-full/beam_search/errs-test-clean-beam_4-epoch-71-avg-15-beam-4.txt
2022-01-18 10:41:41,951 INFO [decode.py:379] 
For test-clean, WER of different settings are:
beam_4	2.68	best for test-clean

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2022-01-18 11:23:58,982 INFO [decode.py:332] batch 186/?, cuts processed until now is 2805
2022-01-18 11:24:18,975 INFO [decode.py:332] batch 188/?, cuts processed until now is 2817
2022-01-18 11:24:33,466 INFO [decode.py:332] batch 190/?, cuts processed until now is 2825
2022-01-18 11:25:00,220 INFO [decode.py:332] batch 192/?, cuts processed until now is 2843
2022-01-18 11:25:33,202 INFO [decode.py:332] batch 194/?, cuts processed until now is 2857
2022-01-18 11:26:05,138 INFO [decode.py:332] batch 196/?, cuts processed until now is 2871
2022-01-18 11:26:36,667 INFO [decode.py:332] batch 198/?, cuts processed until now is 2885
2022-01-18 11:27:07,986 INFO [decode.py:332] batch 200/?, cuts processed until now is 2899
2022-01-18 11:27:38,555 INFO [decode.py:332] batch 202/?, cuts processed until now is 2913
2022-01-18 11:28:08,376 INFO [decode.py:332] batch 204/?, cuts processed until now is 2927
2022-01-18 11:28:33,716 INFO [decode.py:332] batch 206/?, cuts processed until now is 2939
2022-01-18 11:28:33,914 INFO [decode.py:349] The transcripts are stored in transducer_stateless/exp-full/beam_search/recogs-test-other-beam_4-epoch-71-avg-15-beam-4.txt
2022-01-18 11:28:34,003 INFO [utils.py:404] [test-other-beam_4] %WER 6.72% [3518 / 52343, 364 ins, 302 del, 2852 sub ]
2022-01-18 11:28:34,257 INFO [decode.py:362] Wrote detailed error stats to transducer_stateless/exp-full/beam_search/errs-test-other-beam_4-epoch-71-avg-15-beam-4.txt
2022-01-18 11:28:34,267 INFO [decode.py:379] 
For test-other, WER of different settings are:
beam_4	6.72	best for test-other

2022-01-18 11:28:34,267 INFO [decode.py:467] Done!