ESPnet2 pretrained model, kamo-naoyuki/aishell_asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp_valid.acc.ave, fs=16k, lang=zh
Creators: name: Kamo-Naoyuki
Publisher: name: Zenodo
Year: 2020
Subjects: ESPnet
deep-learning
python
pytorch
speech-recognition
speech-synthesis
speech-translation
machine-translation

description: This model was trained by kamo-naoyuki using aishell recipe in espnet. <strong>Python API</strong> <pre><code class="language-python">See https://github.com/espnet/espnet_model_zoo</code></pre> <strong>Evaluate in the recipe</strong> <pre><code class="language-bash">git clone https://github.com/espnet/espnet cd espnet git checkout 20b0c89369d9dd3e05780b65fdd00a9b4f4891e5 pip install -e . cd egs2/aishell/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model kamo-naoyuki/aishell_asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp_valid.acc.ave</code> </pre> <strong>Results</strong> <pre><code> # RESULTS ## Environments - date: `Mon Oct 19 13:56:23 JST 2020` - python version: `3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0]` - espnet version: `espnet 0.9.0` - pytorch version: `pytorch 1.6.0` - Git hash: `20b0c89369d9dd3e05780b65fdd00a9b4f4891e5` - Commit date: `Mon Oct 12 09:28:20 2020 -0400` ## asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| ansformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/dev|14326|14326|66.3|33.7|0.0|0.0|33.7|33.7| |decode_asr_rnn_lm_lm_train_lm_transformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/test|7176|7176|65.0|35.0|0.0|0.0|35.0|35.0| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_rnn_lm_lm_train_lm_transformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/dev|14326|205341|95.7|4.2|0.1|0.1|4.4|33.7| |decode_asr_rnn_lm_lm_train_lm_transformer_char_batch_bins2000000_valid.loss.ave_asr_model_valid.acc.ave/test|7176|104765|95.4|4.5|0.1|0.1|4.7|35.0|</code></pre> <strong>ASR config</strong> <pre><code>config: ./conf/train_asr_conformer3.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_conformer3_raw_char_batch_bins4000000_accum_grad4_sp ngpu: 1 seed: 0 num_workers: 4 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: null dist_rank: null local_rank: 0 dist_master_addr: null dist_master_port: null dist_launcher: null multiprocessing_distributed: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 50 patience: null val_scheduler_criterion: - valid - acc early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5 grad_clip_type: 2.0 grad_noise: false accum_grad: 4 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null pretrain_path: [] pretrain_key: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 4000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_sp/train/speech_shape - exp/asr_stats_raw_sp/train/text_shape.char valid_shape_file: - exp/asr_stats_raw_sp/valid/speech_shape - exp/asr_stats_raw_sp/valid/text_shape.char batch_type: numel valid_batch_type: null fold_length: - 51200 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/raw/train_sp/wav.scp - speech - kaldi_ark - - dump/raw/train_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev/wav.scp - speech - kaldi_ark - - dump/raw/dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 0.0005 scheduler: warmuplr scheduler_conf: warmup_steps: 30000 token_list: - - - "\u7684" - "\u4E00" - "\u5728" - "\u5341" - "\u4E2D" - "\u662F" - "\u4EBA" - "\u6709" - "\u4E8C" - "\u4E0A" - "\u4E86" - "\u4E0D" - "\u56FD" - "\u5E02" - "\u5927" - "\u4E1A" - "\u4E3A" - "\u5E74" - "\u4E09" - "\u53D1" - "\u4E2A" - "\u5206" - "\u51FA" - "\u4F1A" - "\u516C" - "\u884C" - "\u5730" - "\u6210" - "\u8FD9" - "\u548C" - "\u5230" - "\u4E94" - "\u4EA7" - "\u65F6" - "\u5BF9" - "\u623F" - "\u767E" - "\u80FD" - "\u573A" - "\u6765" - "\u4EE5" - "\u65B0" - "\u4E4B" - "\u65E5" - "\u8005" - "\u5C06" - "\u73B0" - "\u56DB" - "\u8981" - "\u5BB6" - "\u8D44" - "\u591A" - "\u6708" - "\u4E5F" - "\u65B9" - "\u540E" - "\u673A" - "\u4E0B" - "\u524D" - "\u96F6" - "\u6BD4" - "\u4E8E" - "\u751F" - "\u70B9" - "\u5F00" - 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"\u8FF0" - "\u7A7F" - "\u5FF5" - "\u7EB3" - "\u635F" - "\u5BCC" - "\u514D" - "\u6BD2" - "\u7EDC" - "\u7D27" - "\u59BB" - "\u4E4E" - "\u8C6A" - "\u7D20" - "\u5BB3" - "\u5012" - "\u5438" - "\u8857" - "\u4FC3" - "\u62E9" - "\u6740" - "\u8FFD" - "\u5DE8" - "\u72AF" - "\u58F0" - "\u613F" - "\u6668" - "\u601D" - "\u8C08" - "\u6CB3" - "\u9547" - "\u5C3C" - "\u8DDF" - "\u5E86" - "\u94FE" - "\u63AA" - "\u501F" - "\u8D54" - "\u5BC6" - "\u5733" - "\u8D34" - "\u82CF" - "\u6E29" - "\u9A97" - "\u4E60" - "\u6444" - "\u7248" - "\u5E2E" - "\u5E01" - "\u9636" - "\u963F" - "\u8FCE" - "\u9A7E" - "\u9ED1" - "\u8D8B" - "\u53BF" - "\u79C1" - "\u5403" - "\u7597" - "\u7EC6" - "\u8651" - "\u8111" - "\u97E9" - "\u4EAE" - "\u65C5" - "\u6293" - "\u7F5A" - "\u826F" - "\u80CC" - "\u8138" - "\u7EDD" - "\u73ED" - "\u5371" - "\u7840" - "\u620F" - "\u6234" - "\u62DB" - "\u547D" - "\u5C1A" - "\u7F3A" - "\u4F19" - "\u987B" - "\u7236" - "\u591C" - "\u5207" - "\u64CD" - "\u6325" - "\u6D3E" - "\u5EF6" - "\u649E" - "\u62AB" - "\u8863" - "\u5267" - "\u9646" - "\u7ADF" - "\u7B7E" - "\u6B27" - "\u4EAB" - "\u6625" - "\u5FBD" - "\u88C1" - "\u507F" - "\u542F" - "\u827A" - "\u5B97" - "\u5473" - "\u5BDF" - "\u4F30" - "\u51C0" - "\u52DF" - "\u62E5" - "\u91CA" - "\u559C" - "\u987A" - "\u52B1" - "\u9760" - "\u6E10" - "\u5170" - "\u6CB9" - "\u4F73" - "\u56F0" - "\u9488" - "\u8FF7" - "\u5199" - "\u6750" - "\u786C" - "\u6865" - "\u575A" - "\u8BA2" - "\u62F3" - "\u7D2F" - "\u76D6" - "\u5BA4" - "\u675F" - "\u622A" - "\u8DDD" - "\u9A76" - "\u65EC" - "\u6B4C" - "\u6089" - "\u70C8" - "\u5E8F" - "\u60A3" - "\u5E72" - "\u6C61" - "\u5708" - "\u6770" - "\u9876" - "\u8D25" - "\u4F34" - "\u5F52" - "\u63A2" - "\u66DD" - "\u6000" - "\u6025" - "\u6C60" - "\u7EC7" - "\u79C0" - "\u59D0" - "\u5CF0" - "\u987E" - "\u8BEF" - "\u952E" - "\u4E30" - "\u73A9" - "\u6C49" - "\u53E4" - "\u5F69" - "\u8BA8" - "\u670B" - "\u6297" - "\u523A" - "\u6311" - "\u8840" - "\u51CC" - "\u65E7" - "\u62DF" - "\u6652" - "\u9644" - "\u60CA" - "\u6B22" - "\u52B3" - "\u4E08" - "\u64AD" - "\u5F90" - "\u5417" - "\u6E56" - "\u7B11" - "\u9986" - "\u97F3" - "\u9635" - "\u5750" - "\u8C37" - "\u5F02" - "\u600E" - "\u590F" - "\u9F84" - "\u719F" - "\u82E5" - "\u60E0" - "\u4F11" - "\u6C38" - "\u54EA" - "\u6682" - "\u8F93" - "\u7ECD" - "\u5370" - "\u51B0" - "\u7F13" - "\u6696" - "\u542C" - "\u907F" - "\u5609" - "\u5BFB" - "\u57F9" - "\u7B79" - "\u4F26" - "\u96EA" - "\u8D26" - "\u66B4" - "\u7B80" - "\u4E88" - "\u4E3D" - "\u6CFD" - "\u523B" - "\u91CE" - "\u5A01" - "\u5BBD" - "\u7B14" - "\u8BED" - "\u6B66" - "\u7092" - "\u865A" - "\u67B6" - "\u5947" - "\u54E5" - "\u5C24" - "\u5EA7" - "\u8FC5" - "\u7C89" - "\u500D" - "\u6731" - "\u5C4B" - "\u822C" - "\u9519" - "\u6D25" - "\u5F1F" - "\u6C47" - "\u6982" - "\u9F13" - "\u6389" - "\u90D1" - "\u949F" - "\u53EC" - "\u793C" - "\u7981" - "\u6298" - "\u7F29" - "\u9501" - "\u6D9B" - "\u4E61" - "\u80A5" - "\u5E78" - "\u96E8" - "\u68A6" - "\u8089" - "\u653B" - "\u51AC" - "\u547C" - "\u84DD" - "\u7EFC" - "\u7801" - "\u676F" - "\u6620" - "\u5200" - "\u8C22" - "\u7F16" - "\u811A" - "\u6653" - "\u904D" - "\u671D" - "\u5409" - "\u6D17" - "\u76D7" - "\u4E39" - "\u5C4F" - "\u76DB" - "\u79D8" - "\u62D8" - "\u67D3" - "\u6E20" - "\u6263" - "\u6D0B" - "\u68AF" - "\u67AA" - "\u4E45" - "\u8BC8" - "\u5DDD" - "\u6469" - "\u4FC4" - "\u8FEA" - "\u6BDB" - "\u8D5E" - "\u7B26" - "\u753B" - "\u7FFB" - "\u59B9" - "\u7B51" - "\u805A" - "\u54C8" - "\u5175" - "\u80AF" - "\u80CE" - "\u6F6E" - "\u82E6" - "\u9003" - "\u8BB2" - "\u6388" - "\u6162" - "\u987F" - "\u9057" - "\u4E1D" - "\u5448" - "\u63ED" - "\u6302" - "\u5C01" - "\u6167" - "\u8DE8" - "\u8BE2" - "\u62C6" - "\u68EE" - "\u5B55" - "\u8131" - "\u8BFB" - "\u679A" - "\u6350" - "\u6869" - "\u8DC3" - "\u5237" - "\u82AF" - "\u6597" - "\u6606" - "\u50A8" - "\u5B88" - "\u89E6" - "\u6728" - "\u76AE" - "\u996D" - "\u6DFB" - "\u839E" - "\u9707" - "\u8F7D" - "\u8D35" - "\u4FB5" - "\u6491" - "\u7238" - "\u518C" - "\u821E" - "\u4E01" - "\u8D38" - "\u5976" - "\u9690" - "\u5987" - "\u699C" - "\u7761" - "\u9677" - "\u8349" - "\u626C" - "\u88AD" - "\u5077" - "\u7763" - "\u4E8F" - "\u5415" - "\u73E0" - "\u8D76" - "\u6276" - "\u76C8" - "\u6863" - "\u8BFA" - "\u8FD4" - "\u65E2" - "\u672B" - "\u6C99" - "\u8C01" - "\u5B8F" - "\u6458" - "\u5178" - "\u5E8A" - "\u95ED" - "\u5F03" - "\u96F7" - "\u6BD5" - "\u90ED" - "\u73B2" - "\u90CE" - "\u829D" - "\u80E1" - "\u745E" - "\u76DF" - "\u5385" - "\u62B1" - "\u71C3" - "\u94DC" - "\u65D7" - "\u8363" - "\u9910" - "\u7259" - "\u7237" - "\u8FF9" - "\u5B87" - "\u9014" - "\u6F5C" - "\u62B5" - "\u9AA8" - "\u63F4" - "\u6D6A" - "\u7389" - "\u7956" - "\u632F" - "\u8679" - "\u6563" - "\u7126" - "\u52C7" - "\u52AA" - "\u5A46" - "\u62D2" - "\u5F39" - "\u6881" - "\u575B" - "\u542B" - "\u574F" - "\u7EAF" - "\u70DF" - "\u51B7" - "\u955C" - "\u53EB" - "\u8D75" - "\u9759" - "\u4EEA" - "\u85CF" - "\u6742" - "\u75DB" - "\u614E" - "\u6811" - "\u7AE0" - "\u585E" - "\u94A2" - "\u72C2" - "\u5462" - "\u96C5" - "\u5BFF" - "\u6069" - "\u56FA" - "\u72D7" - "\u83DC" - "\u6C9F" - "\u732E" - "\u53F6" - "\u6CF0" - "\u8D62" - "\u5269" - "\u7A83" - "\u504F" - "\u638C" - "\u5B9C" - "\u8BFE" - "\u8DA3" - "\u559D" - "\u7EA0" - "\u7C4D" - "\u66FF" - "\u70B8" - "\u9694" - "\u7838" - "\u642D" - "\u8BDA" - "\u65CF" - "\u6D59" - "\u9F50" - "\u6746" - "\u664B" - "\u6076" - "\u594B" - "\u79CB" - "\u9C9C" - "\u9C81" - "\u5192" - "\u8D5A" - "\u5F31" - "\u817F" - "\u795D" - "\u6DF7" - "\u7F34" - "\u75BE" - "\u63E1" - "\u6C6A" - "\u8F89" - "\u5954" - "\u9192" - "\u6355" - "\u9A91" - "\u9E1F" - "\u6446" - "\u7075" - "\u654F" - "\u725B" - "\u5C9B" - "\u604B" - "\u8017" - "\u74E6" - "\u62FC" - "\u6050" - "\u68D2" - "\u5766" - "\u539A" - "\u4FA7" - "\u5C1D" - "\u85AA" - "\u5802" - "\u66F2" - "\u7B54" - "\u96C4" - "\u5F92" - "\u788D" - "\u62D3" - "\u7FD4" - "\u4F5B" - "\u4F50" - "\u6EF4" - "\u676D" - "\u6B8B" - "\u6BEB" - "\u5C04" - "\u62D6" - "\u963B" - "\u8F91" - "\u8E2A" - "\u75C7" - "\u59D3" - "\u6B32" - "\u9C7C" - "\u8239" - "\u6062" - "\u8861" - "\u6DE1" - "\u552F" - "\u4E4F" - "\u8FDF" - "\u742A" - "\u70E7" - "\u5510" - "\u5377" - "\u966A" - "\u4F0F" - "\u52B5" - "\u7E41" - "\u9006" - "\u8FC1" - "\u8BCA" - "\u4E71" - "\u4EA6" - "\u8C13" - "\u77FF" - "\u8FEB" - "\u5FE7" - "\u626E" - "\u5DE2" - "\u624E" - "\u5353" - "\u6052" - "\u5E84" - "\u9012" - "\u707E" - "\u83B1" - "\u8D74" - "\u7164" - "\u640F" - "\u5242" - "\u6885" - "\u5427" - "\u64A4" - "\u54F2" - "\u70B3" - "\u5C3E" - "\u8A89" - "\u6D1B" - "\u8F68" - "\u7F72" - "\u515A" - "\u60EF" - "\u5E7C" - "\u7F18" - "\u58A8" - "\u83AB" - "\u8F9E" - "\u594F" - "\u6562" - "\u5784" - "\u65C1" - "\u8499" - "\u7BB1" - "\u5428" - "\u6CDB" - "\u6015" - "\u95F9" - "\u6B20" - "\u52AB" - "\u7EB8" - "\u5CB8" - "\u6DD8" - "\u8D4C" - "\u7A97" - "\u6D01" - "\u5C97" - "\u5A18" - "\u6676" - "\u52B2" - "\u51ED" - "\u65A4" - "\u6D2A" - "\u6DB2" - "\u69DB" - "\u517C" - "\u6454" - "\u695A" - "\u660C" - "\u83F2" - "\u840C" - "\u4F0D" - "\u6CBF" - "\u54A8" - "\u996E" - "\u5899" - "\u6C88" - "\u5761" - "\u5BF8" - "\u6EA2" - "\u4ED3" - "\u9274" - "\u6148" - "\u67EF" - "\u65E6" - "\u6B8A" - "\u5760" - "\u8BF8" - "\u641E" - "\u4F0A" - "\u9738" - "\u7ED1" - "\u6C27" - "\u5885" - "\u8F7F" - "\u86CB" - "\u5FD9" - "\u6EE8" - "\u4E95" - "\u903C" - "\u4F2F" - "\u764C" - "\u71D5" - "\u8D56" - "\u6D66" - "\u6F0F" - "\u643A" - "\u582A" - "\u9605" - "\u8BD7" - "\u8D29" - "\u8150" - "\u503E" - "\u94F</code></pre>