2022-02-08 15:02:46,425 INFO [decode.py:414] Decoding started
2022-02-08 15:02:46,425 INFO [decode.py:420] Device: cuda:0
2022-02-08 15:02:46,442 INFO [decode.py:429] {'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-modified', 'icefall-git-sha1': '45866f9-clean', 'icefall-git-date': 'Mon Feb 7 16:39:39 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-rnnt-modified', '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-train-5-0816110343-9647676d5-sqn62', 'IP address': '10.177.63.199'}, 'epoch': 96319, 'avg': 1, 'exp_dir': PosixPath('transducer_stateless/exp-full'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'modified_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/modified_beam_search'), 'suffix': 'epoch-96319-avg-1-beam-4', 'blank_id': 0, 'vocab_size': 500}
2022-02-08 15:02:46,442 INFO [decode.py:431] About to create model
2022-02-08 15:02:46,944 INFO [checkpoint.py:93] Loading checkpoint from transducer_stateless/exp-full/epoch-96319.pt
2022-02-08 15:02:54,135 INFO [decode.py:451] Number of model parameters: 84007924
2022-02-08 15:02:54,136 INFO [asr_datamodule.py:379] About to get test-clean cuts
2022-02-08 15:02:54,361 INFO [asr_datamodule.py:384] About to get test-other cuts
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2022-02-08 15:08:58,256 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt
2022-02-08 15:08:58,328 INFO [utils.py:404] [test-clean-beam_4] %WER 2.67% [1406 / 52576, 142 ins, 118 del, 1146 sub ]
2022-02-08 15:08:58,652 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-clean-beam_4-epoch-96319-avg-1-beam-4.txt
2022-02-08 15:08:58,653 INFO [decode.py:386] 
For test-clean, WER of different settings are:
beam_4	2.67	best for test-clean

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2022-02-08 15:17:11,892 INFO [decode.py:339] batch 196/?, cuts processed until now is 2871
2022-02-08 15:17:17,543 INFO [decode.py:339] batch 198/?, cuts processed until now is 2885
2022-02-08 15:17:23,105 INFO [decode.py:339] batch 200/?, cuts processed until now is 2899
2022-02-08 15:17:28,612 INFO [decode.py:339] batch 202/?, cuts processed until now is 2913
2022-02-08 15:17:33,978 INFO [decode.py:339] batch 204/?, cuts processed until now is 2927
2022-02-08 15:17:38,612 INFO [decode.py:339] batch 206/?, cuts processed until now is 2939
2022-02-08 15:17:38,816 INFO [decode.py:356] The transcripts are stored in transducer_stateless/exp-full/modified_beam_search/recogs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt
2022-02-08 15:17:38,891 INFO [utils.py:404] [test-other-beam_4] %WER 6.57% [3440 / 52343, 374 ins, 297 del, 2769 sub ]
2022-02-08 15:17:39,114 INFO [decode.py:369] Wrote detailed error stats to transducer_stateless/exp-full/modified_beam_search/errs-test-other-beam_4-epoch-96319-avg-1-beam-4.txt
2022-02-08 15:17:39,115 INFO [decode.py:386] 
For test-other, WER of different settings are:
beam_4	6.57	best for test-other

2022-02-08 15:17:39,115 INFO [decode.py:478] Done!