2022-03-21 14:41:55,508 INFO [decode.py:425] Decoding started
2022-03-21 14:41:55,561 INFO [decode.py:431] Device: cuda:0
2022-03-21 14:41:55,569 INFO [decode.py:441] {'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, 'epoch': 29, 'avg': 11, 'exp_dir': PosixPath('transducer_stateless/exp'), 'bpe_model': 'data/lang_bpe_500/bpe.model', 'decoding_method': 'greedy_search', 'beam_size': 4, 'context_size': 2, 'max_sym_per_frame': 3, '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/greedy_search'), 'suffix': 'epoch-29-avg-11-context-2-max-sym-per-frame-3', 'blank_id': 0, 'unk_id': 2, 'vocab_size': 500}
2022-03-21 14:41:55,570 INFO [decode.py:443] About to create model
2022-03-21 14:41:56,509 INFO [decode.py:454] averaging ['transducer_stateless/exp/epoch-19.pt', 'transducer_stateless/exp/epoch-20.pt', 'transducer_stateless/exp/epoch-21.pt', 'transducer_stateless/exp/epoch-22.pt', 'transducer_stateless/exp/epoch-23.pt', 'transducer_stateless/exp/epoch-24.pt', 'transducer_stateless/exp/epoch-25.pt', 'transducer_stateless/exp/epoch-26.pt', 'transducer_stateless/exp/epoch-27.pt', 'transducer_stateless/exp/epoch-28.pt', 'transducer_stateless/exp/epoch-29.pt']
2022-03-21 14:43:16,454 INFO [decode.py:463] Number of model parameters: 84007924
2022-03-21 14:43:16,455 INFO [asr_datamodule.py:357] About to get dev cuts
2022-03-21 14:43:16,492 INFO [asr_datamodule.py:362] About to get test cuts
2022-03-21 14:43:16,563 INFO [asr_datamodule.py:300] About to create dev dataset
2022-03-21 14:43:16,564 INFO [asr_datamodule.py:319] About to create dev dataloader
2022-03-21 14:43:18,487 INFO [decode.py:350] batch 0/?, cuts processed until now is 10
2022-03-21 14:44:22,097 INFO [decode.py:367] The transcripts are stored in transducer_stateless/exp/greedy_search/recogs-dev-greedy_search-epoch-29-avg-11-context-2-max-sym-per-frame-3.txt
2022-03-21 14:44:22,130 INFO [utils.py:406] [dev-greedy_search] %WER 7.19% [1311 / 18226, 192 ins, 434 del, 685 sub ]
2022-03-21 14:44:22,212 INFO [decode.py:380] Wrote detailed error stats to transducer_stateless/exp/greedy_search/errs-dev-greedy_search-epoch-29-avg-11-context-2-max-sym-per-frame-3.txt
2022-03-21 14:44:22,212 INFO [decode.py:397] 
For dev, WER of different settings are:
greedy_search	7.19	best for dev

2022-03-21 14:44:23,386 INFO [decode.py:350] batch 0/?, cuts processed until now is 14
2022-03-21 14:46:31,785 INFO [decode.py:350] batch 100/?, cuts processed until now is 1133
2022-03-21 14:46:35,935 INFO [decode.py:367] The transcripts are stored in transducer_stateless/exp/greedy_search/recogs-test-greedy_search-epoch-29-avg-11-context-2-max-sym-per-frame-3.txt
2022-03-21 14:46:35,971 INFO [utils.py:406] [test-greedy_search] %WER 6.70% [1906 / 28430, 224 ins, 745 del, 937 sub ]
2022-03-21 14:46:36,082 INFO [decode.py:380] Wrote detailed error stats to transducer_stateless/exp/greedy_search/errs-test-greedy_search-epoch-29-avg-11-context-2-max-sym-per-frame-3.txt
2022-03-21 14:46:36,083 INFO [decode.py:397] 
For test, WER of different settings are:
greedy_search	6.7	best for test

2022-03-21 14:46:36,083 INFO [decode.py:489] Done!