ESPnet2 pretrained model, Shinji Watanabe/jsut_asr_train_asr_conformer_raw_char_optim_conflr5_sp_valid.acc.ave, fs=16000, lang=jp
Creators: name: Watanabe, Shinji
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 Shinji Watanabe using jsut 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 53b60092f8d2b874f2e3f8d06244dc9d86949b2b pip install -e . cd egs2/jsut/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/jsut_asr_train_asr_conformer_raw_char_optim_conflr5_sp_valid.acc.ave</code> </pre> <strong>Results</strong><pre><code> # RESULTS ## Environments - date: `Wed Oct 7 20:04:20 EDT 2020` - python version: `3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0]` - espnet version: `espnet 0.9.2` - pytorch version: `pytorch 1.4.0` - Git hash: `53b60092f8d2b874f2e3f8d06244dc9d86949b2b` - Commit date: `Fri Oct 2 16:17:49 2020 -0400` ## asr_train_asr_conformer_raw_char_optim_conflr5_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_transformer_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/dev|250|250|11.2|88.8|0.0|0.0|88.8|88.8| |decode_transformer_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval1|250|250|10.0|90.0|0.0|0.0|90.0|90.0| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_transformer_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/dev|250|6349|87.4|10.3|2.4|1.4|14.0|88.8| |decode_transformer_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval1|250|5928|86.2|11.0|2.8|1.2|14.9|90.0|</code></pre> <strong>ASR config</strong><pre><code>config: conf/tuning/train_asr_conformer.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_conformer_raw_char_optim_conflr5_sp ngpu: 1 seed: 0 num_workers: 1 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 - loss 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: 2 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: 32 valid_batch_size: null batch_bins: 1000000 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: folded valid_batch_type: null fold_length: - 80000 - 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/tr_no_dev_sp/wav.scp - speech - sound - - dump/raw/tr_no_dev_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev/wav.scp - speech - sound - - 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: 5 scheduler: noamlr scheduler_conf: model_size: 256 warmup_steps: 25000 token_list: - - - "\u3001" - "\u306E" - "\u3002" - "\u3044" - "\u306B" - "\u308B" - "\u305F" - "\u306F" - "\u3092" - "\u3066" - "\u3057" - "\u304C" - "\u3067" - "\u3068" - "\u306A" - "\u30FC" - "\u304B" - "\u3059" - "\u3063" - "\u308C" - "\u307E" - "\u3089" - "\u3053" - "\u308A" - "\u3082" - "\u304F" - "\u3046" - "\u3042" - "\u30F3" - "\u3055" - "\u304D" - "\u3060" - "\u3088" - "\u3051" - "\u30B9" - "\u30EB" - "\u3093" - "\u3081" - "\u305D" - "\u30C8" - "\u3069" - "\u3048" - "\u3064" - "\u4EBA" - "\u30A4" - "\u304A" - "\u30C3" - "\u3084" - "\u30AF" - "\u30EA" - "\u30A2" - "\u308F" - "\u3061" - "\u30E9" - "\u3070" - "\u305B" - "\u884C" - "\u30B7" - "\u30C9" - "\u5927" - "\u4E00" - "\u5F7C" - "\u6642" - "\u30BF" - "\u4E2D" - 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"\u5E03" - "\u4F01" - "\u5E2F" - "\u6A19" - "\u5BBF" - "\u9678" - "\u6D17" - "\u59BB" - "\u96A0" - "\u6614" - "\u56FA" - "\u8A2A" - "\u5C02" - "\u6551" - "\u4E95" - "\u62E0" - "\u672B" - "\u8846" - "\u6D0B" - "\u5CB8" - "\u675F" - "\u5EF6" - "\u7701" - "\u6CBF" - "\u5BFA" - "\u53F3" - "\u542B" - "\u5E9C" - "\u63DB" - "\u9031" - "\uFF18" - "\u8CB4" - "\u6761" - "\u5317" - "\u767E" - "\u7AEF" - "\u7BA1" - "\u7206" - "\u798F" - "\u7DF4" - "\u7A0B" - "\u5F92" - "\u713C" - "\u8D8A" - "\u7D71" - "\u5C06" - "\u7387" - "\u6388" - "\u58C1" - "\u4E07" - "\u96A3" - "\u970A" - "\u5A66" - "\u690D" - "\u6163" - "\u7E54" - "\u5C45" - "\u8377" - "\u8ACB" - "\u7CFB" - "\u5426" - "\u62BC" - "\u5BAE" - "\u9810" - "\u9332" - "\u97FF" - "\u7C21" - "\u9CE5" - "\u6697" - "\u5E78" - "\u52B4" - "\uFF14" - "\u4F59" - "\u8A73" - "\u732B" - "\u50BE" - "\u6319" - "\u6298" - "\u4E26" - "\u7DD2" - "\u6BDB" - "\u8DE1" - "\u56E0" - "\u677F" - "\u7070" - "\u9803" - "\u7159" - "\u967D" - "\u6355" - "\u5065" - "\uFF19" - "\u559C" - "\u5272" - "\u8EFD" - "\u5DFB" - "\u7389" - "\u5A18" - "\u71C3" - "\u5263" - "\u8F2A" - "\u6EC5" - "\u75C7" - "\u6ED1" - "\u8CDE" - "\u9CF4" - "\u8A34" - "\u3071" - "\u676F" - "\u5915" - "\u962A" - "\u4E38" - "\u9283" - "\u5FB4" - "\u96EA" - "\u8FCE" - "\u5C48" - "\u5371" - "\u7E01" - "\u5FD8" - "\u50CD" - "\u5C04" - "\u4EE4" - "\u6075" - "\u53B3" - "\u969C" - "\u786C" - "\u5F31" - "\u4EA1" - "\u8056" - "\u5144" - "\u7686" - "\u9A5A" - "\u691C" - "\u85E9" - "\u57CB" - "\u53E5" - "\u7B54" - "\u5C64" - "\u74B0" - "\u5C0A" - "\u50AC" - "\u907F" - "\u6628" - "\u5CA9" - "\u76CA" - "\u7DE8" - "\u5305" - "\u7E41" - "\u5177" - "\u672A" - "\u6CB9" - "\u898F" - "\u66FF" - "\u7D0D" - "\uFF17" - "\u822A" - "\u535A" - "\u89D2" - "\u67FB" - "\u62DD" - "\u88CF" - "\u5FD7" - "\u811A" - "\u7DCA" - '7' - "\u8C4A" - "\u6162" - "\u68EE" - "\u6CC1" - "\u88C1" - "\u6669" - "\u8986" - "\u518A" - "\u672D" - "\u8F09" - "\u8CA1" - "\u5360" - "\u6E90" - "\u96C4" - "\u90A6" - "\u8131" - "\u6E96" - "\u9280" - "\u62DB" - "\u7B26" - "\u9069" - "\u53F8" - "\u5C55" - "\u5ACC" - "\u8133" - "\u6674" - "\u8CA9" - "\u63A2" - "\u93AE" - "\u5F01" - "\u62B1" - "\u7565" - "\u594F" - "\u67C4" - "\u63B2" - "\u9999" - "\u80DE" - "\u52D8" - "\u7372" - "\u5FEB" - "\u6C5A" - "\u523B" - "\u8CAC" - "\u82B8" - "\u8B1D" - "\u63A8" - "\u539A" - "\u5EAD" - "\u8336" - "\u7248" - "\u8170" - "\u5339" - "\u81D3" - "\u6613" - "\u70AD" - "\u5BC6" - "\u514D" - "\u5439" - "\u5370" - "\u50B7" - "\u65E2" - "\u5869" - "\u8A55" - "\u8457" - "\u53EC" - "\u83CC" - "\u6B32" - "\u76DB" - "\u8DA3" - "\u4F9D" - "\u91E3" - "\u666F" - "\u501F" - "\u81F3" - "\u65BD" - "\u6D74" - "\u8AA4" - "\u8349" - "\u66F4" - "\u9375" - "\u639B" - "\u90AA" - "\u6CE3" - "\u6625" - "\u6CB3" - "\u5965" - "\u7247" - "\u968A" - "\u7BC9" - "\u5409" - "\u7BB1" - "\u8C46" - "\u3074" - "\u6016" - "\u8A0E" - "\u62CD" - "\u96D1" - "\u5E1D" - "\u5B9D" - "\u5E8A" - "\u4FB5" - "\u62C5" - "\u5E72" - "\u5893" - "\u5200" - "\u5983" - "\u58CA" - "\u8D85" - "\u9694" - "\u7720" - "\u7802" - "\u7DD1" - "\u305C" - "\u616E" - "\u5B97" - "\u6A21" - "\u5438" - "\u5C4A" - "\u9802" - "\u708E" - "\u5642" - "\u4E7E" - "\u9806" - "\u8A70" - "\u5EB7" - "\u523A" - "\u52E4" - "\u5211" - "\u57CE" - "\u8352" - "\u9769" - "\u7956" - "\u829D" - "\u98FE" - "\u6CCA" - "\u63E1" - "\u5E45" - "\u63FA" - "\u83EF" - "\u307D" - "\u4F75" - "\u7C92" - "\u5DE3" - "\u7F72" - "\u7BC4" - "\u51A0" - "\u809D" - "\u5C65" - '6' - "\u92AD" - "\u5FA9" - "\u7D00" - "\u9732" - "\u5076" - "\u7532" - "\u9A12" - "\u5352" - "\u5584" - "\u515A" - "\u6271" - "\u5FAE" - "\u59C9" - "\u6297" - "\u63A1" - "\u7FA4" - "\u80F8" - "\u770C" - "\u9003" - "\u67D4" - "\u8208" - "\u6E05" - "\u51AC" - "\u5F8B" - "\u5C3E" - "\u8CDB" - "\u5B6B" - "\u9234" - "\u7D61" - "\u7B46" - "\u5999" - "\u91DD" - "\u88DC" - "\u8972" - "\u4EEE" - "\u6BD2" - "\u6EB6" - "\u5BCC" - "\u52C9" - "\u4E01" - "\u4ECF" - "\u4F34" - "\u7DE0" - "\u9271" - "\u9774" - "\u60B2" - "\u7A93" - "\u5F1F" - "\u79D8" - "\u5DF1" - "\u602A" - "\u64AE" - "\u8FF7" - "\u6DB2" - "\u63DA" - "\u758E" - "\u5922" - "\u5150" - "\u866B" - "\u4EF0" - "\u8150" - "\u76D7" - "\u6982" - "\u6838" - "\u8907" - "\u6E56" - "\u505C" - "\u79D2" - "\u79F0" - "\u5996" - "\u65E8" - '8' - "\u6797" - "\u99C4" - "\u8FEB" - "\u5192" - "\u8A98" - "\u5857" - "\u8AF8" - "\u6C38" - "\u5287" - "\u8CA8" - "\u773C" - "\u796D" - "\u4E92" - "\u7832" - "\u5C01" - "\u7591" - "\u8AB2" - "\u81E3" - "\u663C" - "\u8A69" - "\u4FFA" - "\u89E6" - "\u5E7C" - "\u4FF3" - "\u90F5" - "\u5230" - "\u99C6" - "\u8C6A" - "\u5CA1" - "\u63A7" - "\u75B2" - "\u77AC" - "\u6212" - "\u4F3C" - "\u76E3" - "\u6BBF" - "\u7D99" - "\u7A3F" - "\u819C" - "\u9B45" - "\u76BF" - "\u5049" - "\u5375" - "\u706F" - "\u5FCD" - "\u888B" - "\u90CE" - "\u8F9E" - "\u66AE" - "\u716E" - "\u4F38" - "\u4E86" - "\u5247" - "\u91C8" - "\u88D5" - "\u6A39" - "\u5E95" - "\u7CF8" - "\u7FBD" - "\u8AC7" - "\u6094" - "\u900F" - "\u98EF" - "\u6D78" - "\u76AE" - "\u6696" - "\u596E" - "\u68B0" - "\u7D39" - "\u9B42" - "\u67D3" - "\u6D1E" - "\u88C2" - "\u5DE1" - "\u83DC" - "\u5B85" - "\u7E3E" - "\u846C" - "\u79CB" - "\u5C3D" - "\u99D0" - "\u5374" - "\u7E70" - "\u7518" - "\u5100" - "\u5098" - "\u9F3B" - "\u8A3A" - "\u596A" - "\u9E97" - "\u8DDD" - "\u5BD2" - "\u6291" - "\u9EA6" - "\u63F4" - "\u6C37" - "\u5BE9" - "\u60A3" - "\u9663" - "\u885D" - "\u61B6" - "\u5145" - "\u6012" - "\u8010" - "\u30F6" - "\u7A32" - "\u5D29" - "\u8074" - "\u5747" - "\u92FC" - "\u8E0F" - "\u906D" - "\u9EC4" - "\u5178" - "\u5EC3" - "\u7E4B" - "\u6FC3" - "\u79C0" - "\u7C89" - "\u9047" - "\u81ED" - "\u5982" - "\u5009" - "\u6E6F" - "\u6CC9" - "\u682A" - "\u6E2C" - "\u8B1B" - "\u76DF" - "\u52AA" - "\u6065" - "\u72C2" - "\u5805" - "\u7551" - "\u8CA7" - "\u5F69" - "\u9E7F" - "\u795D" - "\u7891" - "\u68DA" - "\u57F7" - "\u624D" - "\u8033" - "\u7126" - "\u62F3" - "\u3077" - "\u63EE" - "\u4E45" - "\u9A0E" - "\u9BE8" - "\u507D" - "\u7DE9" - "\u9063" - "\u643A" - "\u820C" - "\u7CD6" - "\u623F" - "\u865A" - "\u8F9B" - "\u6691" - "\u585E" - "\u9B3C" - "\u92ED" - "\u9EBB" - "\u6F84" - "\u307A" - "\u90E1" - "\u6C57" - "\u5203" - "\u59EB" - "\u6F70" - "\u6EF4" - "\u52A3" - "\u627F" - "\u3085" - "\u5974" - "\u68C4" - "\u7FCC" - "\u552F" - "\u5618" - "\u5BFF" - "\u6607" - "\u8A5E" - "\u59B9" - "\u820E" - "\u5DE8" - "\u7D22" - "\u8D08" - "\u8F38" - "\u8CFC" - "\u5A01" - "\u8F29" - "\u65E7" - "\u7267" - "\u8CB8" - "\u5BB4" - "\u5208" - "\u8CAF" - "\u6574" - "\u6FEF" - "\u5343" - "\u72A0" - "\u7272" - "\u51CD" - "\u707D" - "\u5D50" - "\u6790" - "\u8863" - "\u5D16" - "\u7D1B" - "\u5947" - "\u5E0C" - "\u54B2" - "\u61F8" - "\u80A9" - "\u5BC2" - "\u8CC4" - "\u82BD" - "\u60A9" - "\u80A5" - "\u61D0" - "\u9707" - "\u93E1" - "\u642D" - "\u8B00" - "\u5E33" - "\u9154" - "\u6577" - "\u7ADC" - "\u722A" - "\u76E4" - "\u6B8A" - "\u618E" - "\u6155" - "\u30A5" - "\u50E7" - "\u7AE0" - "\u74F6" - "\u5BE7" - "\u968F" - "\u6B96" - "\u7E2E" - "\u6F06" - "\u6F22" - "\u6C88" - "\u6CA1" - "\u5E55" - "\u574A" - "\u7C60" - "\u6905" - "\u7DBF" - "\u677E" - "\u72ED" - "\u98FC" - "\u6F2B" - "\u7FFB" - "\u7A74" - "\u8F03" - "\u8107" - "\u885B" - "\u8105" - "\u59D4" - "\u89A7" - "\u6E09" - "\u7DBA" - "\u7089" - "\u64CD" - "\u68D2" - "\u67AF" - "\u9665" - "\u81F4" - "\u8E0A" - "\u6398" - "\u50DA" - "\u62D2" - "\u5C31" - "\u6B27" - "\u6311" - "\u9670" - "\u73CD" - "\u673A" - "\u5FB3" - "\u8A13" - "\u524A" - "\u8CC2" - "\u808C" - "\u6DBC" - "\u62E1" - "\u6EA2" - "\u81E8" - "\u6328" - "\u62F6" - "\u656C" - "\u642C" - "\u7FFC" - "\u7652" - </code></pre>