2022-02-21 12:13:11,351 INFO [decode.py:416] Decoding started
2022-02-21 12:13:11,351 INFO [decode.py:422] Device: cuda:0
2022-02-21 12:13:11,355 INFO [decode.py:431] {'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': '1.13', 'k2-build-type': 'Release', 'k2-with-cuda': True, 'k2-git-sha1': 'f4fefe4882bc0ae59af951da3f47335d5495ef71', 'k2-git-date': 'Thu Feb 10 15:16:02 2022', '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': 'multiple-datasets', 'icefall-git-sha1': '61b0019-dirty', 'icefall-git-date': 'Thu Feb 17 18:34:48 2022', 'icefall-path': '/ceph-fj/fangjun/open-source-2/icefall-multi-datasets', 'k2-path': '/ceph-fj/fangjun/open-source-2/k2-multi-datasets/k2/python/k2/__init__.py', 'lhotse-path': '/ceph-fj/fangjun/open-source-2/lhotse-multi-datasets/lhotse/__init__.py', 'hostname': 'de-74279-k2-dev-1-0203142625-9776c46db-pk7w6', 'IP address': '10.177.22.139'}, 'epoch': 57, 'avg': 17, 'exp_dir': PosixPath('transducer_stateless_multi_datasets/exp-100-2'), 'bpe_model': './data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, 'max_duration': 100, 'bucketing_sampler': True, 'num_buckets': 30, 'shuffle': True, 'return_cuts': True, 'num_workers': 2, 'enable_spec_aug': True, 'spec_aug_time_warp_factor': 80, 'enable_musan': True, 'manifest_dir': PosixPath('data/fbank'), 'on_the_fly_feats': False, 'res_dir': PosixPath('transducer_stateless_multi_datasets/exp-100-2/greedy_search'), 'suffix': 'epoch-57-avg-17-context-2-max-sym-per-frame-3', 'blank_id': 0, 'vocab_size': 500}
2022-02-21 12:13:11,355 INFO [decode.py:433] About to create model
2022-02-21 12:13:11,967 INFO [decode.py:444] averaging ['transducer_stateless_multi_datasets/exp-100-2/epoch-41.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-42.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-43.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-44.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-45.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-46.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-47.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-48.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-49.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-50.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-51.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-52.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-53.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-54.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-55.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-56.pt', 'transducer_stateless_multi_datasets/exp-100-2/epoch-57.pt']
2022-02-21 12:14:44,692 INFO [decode.py:455] Number of model parameters: 84007924
2022-02-21 12:14:44,692 INFO [librispeech.py:58] About to get test-clean cuts from data/fbank/cuts_test-clean.json.gz
2022-02-21 12:14:44,916 INFO [librispeech.py:63] About to get test-other cuts from data/fbank/cuts_test-other.json.gz
2022-02-21 12:14:46,998 INFO [decode.py:341] batch 0/?, cuts processed until now is 20
2022-02-21 12:17:12,777 INFO [decode.py:341] batch 100/?, cuts processed until now is 1406
2022-02-21 12:19:27,830 INFO [decode.py:341] batch 200/?, cuts processed until now is 2563
2022-02-21 12:19:41,254 INFO [decode.py:358] The transcripts are stored in transducer_stateless_multi_datasets/exp-100-2/greedy_search/recogs-test-clean-greedy_search-epoch-57-avg-17-context-2-max-sym-per-frame-3.txt
2022-02-21 12:19:41,371 INFO [utils.py:404] [test-clean-greedy_search] %WER 6.34% [3331 / 52576, 352 ins, 328 del, 2651 sub ]
2022-02-21 12:19:41,679 INFO [decode.py:371] Wrote detailed error stats to transducer_stateless_multi_datasets/exp-100-2/greedy_search/errs-test-clean-greedy_search-epoch-57-avg-17-context-2-max-sym-per-frame-3.txt
2022-02-21 12:19:41,680 INFO [decode.py:388] 
For test-clean, WER of different settings are:
greedy_search	6.34	best for test-clean

2022-02-21 12:19:43,450 INFO [decode.py:341] batch 0/?, cuts processed until now is 23
2022-02-21 12:22:09,181 INFO [decode.py:341] batch 100/?, cuts processed until now is 1614
2022-02-21 12:24:30,242 INFO [decode.py:341] batch 200/?, cuts processed until now is 2899
2022-02-21 12:24:38,394 INFO [decode.py:358] The transcripts are stored in transducer_stateless_multi_datasets/exp-100-2/greedy_search/recogs-test-other-greedy_search-epoch-57-avg-17-context-2-max-sym-per-frame-3.txt
2022-02-21 12:24:38,500 INFO [utils.py:404] [test-other-greedy_search] %WER 16.70% [8739 / 52343, 841 ins, 1064 del, 6834 sub ]
2022-02-21 12:24:38,843 INFO [decode.py:371] Wrote detailed error stats to transducer_stateless_multi_datasets/exp-100-2/greedy_search/errs-test-other-greedy_search-epoch-57-avg-17-context-2-max-sym-per-frame-3.txt
2022-02-21 12:24:38,844 INFO [decode.py:388] 
For test-other, WER of different settings are:
greedy_search	16.7	best for test-other

2022-02-21 12:24:38,844 INFO [decode.py:483] Done!