ESPnet2 pretrained model, kan-bayashi/csj_asr_train_asr_conformer_raw_char_sp_valid.acc.ave, fs=16k, lang=jp
Creators: name: Kan-Bayashi
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 kan-bayashi using csj 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 51352aee9ae318640e128a645e722d1f7524edb1 pip install -e . cd egs2/csj/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model kan-bayashi/csj_asr_train_asr_conformer_raw_char_sp_valid.acc.ave</code> </pre> <strong>Results</strong> <pre><code> # RESULTS ## Environments - date: `Sun Oct 4 10:20:01 JST 2020` - python version: `3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0]` - espnet version: `espnet 0.8.0` - pytorch version: `pytorch 1.5.1` - Git hash: `51352aee9ae318640e128a645e722d1f7524edb1` - Commit date: `Sat Sep 26 10:35:32 2020 +0900` ## asr_train_asr_conformer_raw_char_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval1|1272|1272|50.6|49.4|0.0|0.0|49.4|49.4| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval2|1292|1292|52.4|47.6|0.0|0.0|47.6|47.6| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval3|1385|1385|67.5|32.5|0.0|0.0|32.5|32.5| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval1|1272|43897|96.3|2.3|1.5|0.7|4.5|49.4| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval2|1292|43623|97.2|1.7|1.0|0.5|3.3|47.6| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval3|1385|28225|97.2|1.8|1.0|0.7|3.6|32.5|</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_sp ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 47308 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 100 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: 5.0 grad_clip_type: 2.0 grad_noise: false accum_grad: 6 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: 15000000 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: - 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/train_nodup_sp/wav.scp - speech - sound - - dump/raw/train_nodup_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/train_dev/wav.scp - speech - sound - - dump/raw/train_dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 valid_max_cache_size: null optim: adam optim_conf: lr: 0.002 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - "\u306E" - "\u3044" - "\u3067" - "\u3068" - "\u30FC" - "\u3066" - "\u3046" - "\u307E" - "\u3059" - "\u3057" - "\u306B" - "\u3063" - "\u306A" - "\u3048" - "\u305F" - "\u3053" - "\u304C" - "\u304B" - "\u306F" - "\u308B" - "\u3042" - "\u3093" - "\u308C" - "\u3082" - "\u3092" - "\u305D" - "\u308A" - "\u3089" - "\u3051" - "\u304F" - "\u3069" - "\u3088" - "\u304D" - "\u3060" - "\u304A" - "\u30F3" - "\u306D" - "\u4E00" - "\u3055" - "\u30B9" - "\u8A00" - "\u3061" - "\u3064" - "\u5206" - "\u30C8" - "\u3084" - "\u4EBA" - "\u30EB" - "\u601D" - "\u308F" - "\u6642" - "\u65B9" - "\u3058" - "\u30A4" - "\u884C" - "\u4F55" - "\u307F" - "\u5341" - "\u30E9" - "\u4E8C" - "\u672C" - "\u8A9E" - "\u5927" - "\u7684" - "\u30AF" - "\u30BF" - 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"\u96A3" - "\u6050" - "\u91C8" - "\u967A" - "\u5150" - "\u5BBF" - "\u6A21" - "\u77F3" - "\u983B" - "\u5B09" - "\u5EA7" - "\u7642" - "\u7E4B" - "\uFF38" - "\u5C06" - "\u8FFD" - "\u5EAD" - "\u6238" - "\u5371" - "\u5BC6" - "\u5DF1" - "\u9014" - "\u7BC4" - "\u99C4" - "\u7D39" - "\u4EFB" - "\u968F" - "\u5357" - "\uFF11" - "\u5EB7" - "\u9818" - "\u5FD8" - "\u3045" - "\u59FF" - "\u7F8E" - "\u55B6" - "\u6349" - "\u65E2" - "\u7167" - "\uFF2A" - "\u4EF2" - "\u9152" - "\u52E2" - "\u9ED2" - "\u5149" - "\u6E21" - "\u75DB" - "\u62C5" - "\u5F31" - "\u307D" - "\uFF36" - "\u7D0D" - "\u629C" - "\u5E45" - "\u6D17" - "\u7A81" - "\u671B" - "\u5373" - "\u9858" - "\u7565" - "\uFF12" - "\u9811" - "\u5FD7" - "\u5B85" - "\u7247" - "\u656C" - "\u6751" - "\u60B2" - "\u81A8" - "\u89D2" - "\u30E8" - "\u4F9D" - "\u8A73" - "\u5F8B" - "\u9B5A" - "\u52B4" - "\u5A66" - "\u6163" - "\u732B" - "\u5019" - "\u8001" - "\u558B" - "\u79F0" - "\u796D" - "\u7FA4" - "\u7E2E" - "\u6C38" - "\u616E" - "\u5EF6" - "\u7A3F" - "\u611B" - "\u8089" - "\u9589" - "\u8CBB" - "\u6295" - "\u6D3E" - "\u81F4" - "\u7BA1" - "\u7C73" - "\u5E95" - "\u7D99" - "\u6C0F" - "\u690D" - "\u501F" - "\u5727" - "\u52E4" - "\u6F22" - "\u66AE" - "\u5F27" - "\u88C5" - "\u57CE" - "\u5287" - "\u76DB" - "\u63F4" - "\u9244" - "\u8C37" - "\u5E72" - "\u7E26" - "\u8A31" - "\u6016" - "\u9A5A" - "\u8A8C" - "\uFF35" - "\u8B77" - "\u5B88" - "\u8033" - "\u6B32" - "\u8239" - "\uFF10" - "\u5178" - "\u67D3" - "\u7D1A" - "\u98FE" - "\u5144" - "\u71B1" - "\u8F09" - "\u88FD" - "\u5BFA" - "\u662D" - "\u7FFB" - "\u5426" - "\u5584" - "\u62BC" - "\u53CA" - "\u6A29" - "\u559C" - "\u670D" - "\u8CB0" - "\u8EFD" - "\u677F" - "\u61B6" - "\u98FC" - "\u5C3E" - "\u5FA9" - "\u5E78" - "\u7389" - "\u5354" - "\u679A" - "\u90CE" - "\u8840" - "\u524A" - "\u5922" - "\u63A1" - "\u6674" - "\u6B20" - "\u602A" - "\u65BD" - "\u7DE8" - "\u98EF" - "\u7B56" - "\u9000" - "\uFF39" - "\u8349" - "\u61F8" - "\u6458" - "\u58CA" - "\u4F38" - "\u85AC" - "\u9996" - "\u5BFF" - "\u53B3" - "\u606F" - "\u5C45" - "\u643A" - "\u9F3B" - "\u9280" - "\u4EA1" - "\u6CCA" - "\u8857" - "\u9759" - "\u9CE5" - "\u677E" - "\u5F92" - "\u969C" - "\u7B4B" - "\u7559" - "\u51B7" - "\u5C24" - "\u68EE" - "\u5438" - "\u5012" - "\u68B0" - "\u6D0B" - "\u821E" - "\u6A4B" - "\u500D" - "\u6255" - "\u5352" - "\u7E04" - "\u6C5A" - "\u53F8" - "\u6625" - "\u793C" - "\u66DC" - "\u6545" - "\u526F" - "\u5F01" - "\u5439" - "\u85E4" - "\u8DE1" - "\u962A" - "\u4E86" - "\u91E3" - "\u9632" - "\u7834" - "\u6012" - "\u662F" - "\u30A5" - "\u7AF6" - "\u8179" - "\u4E95" - "\u4E08" - "\u64AE" - "\u72ED" - "\u5BD2" - "\u7B46" - "\u5965" - "\u8C4A" - "\u732E" - "\u5C31" - "\u5A18" - "\u79D2" - "\u6C5F" - "\u8E0F" - "\u8A13" - "\u7372" - "\u96E8" - "\u6BBA" - "\u57CB" - "\u64CD" - "\u9AA8" - "\u8D85" - "\u6D5C" - "\u8B66" - "\u7DD1" - "\u7D61" - "\u8133" - "\u7B11" - "\u6D6E" - "\u7D66" - "\u7126" - "\u8A70" - "\u878D" - "\u738B" - "\u5C3A" - "\u5E7C" - "\u820C" - "\u663C" - "\u88CF" - "\u6CE3" - "\u67C4" - "\u9396" - "\u62E1" - "\u8A3A" - "\u7DE0" - "\u5B98" - "\u6697" - "\u820E" - "\u6298" - "\u5264" - "\u4E73" - "\u6B6F" - "\u7248" - "\u5C04" - "\u8108" - "\u9707" - "\u7802" - "\u4F34" - "\u72AF" - "\u4F50" - "\u5DDE" - "\u8FB2" - "\u8DA3" - "\u990A" - "\u675F" - "\u6E2F" - "\u8FEB" - "\u5F3E" - "\u798F" - "\u51AC" - "\u541B" - "\u6B66" - "\u77AC" - "\u67A0" - "\u6CA2" - "\u661F" - "\u5BCC" - "\u6557" - "\u5D0E" - "\u6355" - "\u8377" - "\u5F1F" - "\u95BE" - "\u7E54" - "\u7C89" - "\u725B" - "\u8DF5" - "\u9999" - "\u6797" - "\u83DC" - "\u62CD" - "\u63CF" - "\u888B" - "\u6607" - "\u91DD" - "\u8FCE" - "\u585A" - "\u5A46" - "\uFF49" - "\u8ECD" - "\uFF13" - "\uFF37" - "\u5BC2" - "\u8F29" - "\u3074" - "\u5DFB" - "\u4E01" - "\u504F" - "\u79CB" - "\u5E9C" - "\u6CC9" - "\u81F3" - "\u6368" - "\u7956" - "\u8584" - "\u5B97" - "\u5FB9" - "\u93E1" - "\u75C7" - "\u6CB9" - "\u8131" - "\u9CF4" - "\u7AE5" - "\u6BDB" - "\u9077" - "\u84CB" - "\u58C1" - "\u5915" - "\u5589" - "\u907F" - "\u984D" - "\u6EA2" - "\u96F0" - "\u4EE4" - "\u59C9" - "\u63E1" - "\u3077" - "\u523B" - "\u62E0" - "\u8CA1" - "\u8FF7" - "\u9063" - "\u82B8" - "\u5E8F" - "\u76E3" - "\u8457" - "\u5869" - "\u5009" - "\u7F6A" - "\u6F5C" - "\u7D5E" - "\u764C" - "\u5BAE" - "\u5E2D" - "\u8F2A" - "\u594F" - "\u846C" - "\u6C60" - "\u6CBF" - "\u5FAE" - "\u5305" - "\u76CA" - "\u76AE" - "\u4FC3" - "\u6297" - "\u5FEB" - "\u66AB" - "\u52E7" - "\u8CA9" - "\u8C46" - "\u5B63" - "\u529F" - "\u9A12" - "\uFF54" - "\u97D3" - "\u6ED1" - "\u75B2" - "\u9003" - "\u9061" - "\u5E79" - "\u60A9" - "\u83D3" - "\u672D" - "\u6804" - "\u9177" - "\u8B1D" - "\u6C96" - "\u96EA" - "\u5360" - "\u60D1" - "\u63FA" - "\u866B" - "\u62B1" - "\uFF4B" - "\u5CA1" - "\u6E9C" - "\u8535" - "\u7763" - "\u6838" - "\u4E71" - "\u4E45" - "\u9EC4" - "\u9670" - "\u7720" - "\u7B26" - "\u6B8A" - "\u628A" - "\u6291" - "\u5E0C" - "\u63C3" - "\u6483" - "\u5EAB" - "\u5409" - "\u6E6F" - "\u65CB" - "\u640D" - "\u52AA" - "\u64E6" - "\u9769" - "\u6E0B" - "\u773C" - "\u592E" - "\u8CDE" - "\u5374" - "\u5948" - "\u539A" - "\u59D4" - "\u83EF" - "\u96A0" - "\uFF4E" - "\u30CC" - "\u9BAE" - "\u515A" - "\u5C65" - "\u8A98" - "\u6469" - "\u6162" - "\u5442" - "\u7206" - "\u7BB1" - "\u6075" - "\u9678" - "\u7DCA" - "\u7E3E" - "\u5742" - "\u7B52" - "\u7532" - "\u5348" - "\u5230" - "\u8CAC" - "\u5C0A" - "\u6CF3" - "\u6279" - "\u7518" - "\u5B6B" - "\u7159" - "\u8A2A" - "\u50B7" - "\u6E05" - "\u716E" - "\u88C1" - "\u9694" - "\u8ED2" - "\uFF31" - "\u7FBD" - "\u5D29" - "\u7A74" - "\u7CD6" - "\u707D" - "\u5275" - "\u6F70" - "\u6691" - "\u87BA" - "\u653B" - "\u6577" - "\u6575" - "\u76E4" - "\u9732" - "\u7A93" - "\u63B2" - "\u81E8" - "\u53E9" - "\u5145" - "\u4FFA" - "\u8F38" - "\u967D" - "\u6B27" - "\u6687" - "\u6B6A" - "\u6DFB" - "\u60A3" - "\u5FD9" - "\u70AD" - "\u829D" - "\u8EDF" - "\u88D5" - "\u7E01" - "\u6F2B" - "\u7A1A" - "\u7968" - "\u8A69" - "\u5CB8" - "\u7687" - "\uFF4A" - "\u6627" - "\u5100" - "\u5857" - "\u8E0A" - "\u8AF8" - "\u6D74" - "\u904D" - "\u66D6" - "\u5BE7" - "\u99B4" - "\u5339" - "\u03B1" - "\u627F" - "\u30BE" - "\u6383" - "\u5375" - "\u5999" - "\u3043" - "\u66B4" - "\u62B5" - "\u604B" - "\u8863" - "\u6EB6" - "\u7DAD" - "\u514D" - "\u6392" - "\u685C" - "\u7573" - "\u7B87" - "\u6398" - "\u535A" - "\u6FC3" - "\u7FCC" - "\u8056" - "\u7DB2" - "\u885B" - "\u64EC" - "\u5E8A" - "\u9178" - "\u6669" - "\u4E7E" - "\u90AA" - "\u7551" - "\u6EDE" - "\u5802" - "\u7E41" - "\u4ECF" - "\u5FB3" - "\u7DE9" - "\u6A39" - "\u6551" - "\u633F" - "\u68D2" - "\u906D" - "\u676F" - "\u6065" - "\u6E56" - "\u6E09" - "\u81D3" - "\u8CB4" - "\u723A" - "\u7981" - "\u4F75" - "\u5263" - "\u786C" - "\u58C7" - "\u80A9" - "\u6D78" - "\u4F0A" - "\u5B9D" - "\u6094" - "\u8E8D" - "\u6DB2" - "\u99C6" - "\u6D25" - "\u307A" - "\u6D45" - "\u8B72" - "\u5CA9" - "\u9B45" - "\u587E" - "\u03B8" - "\u6696" - "\u6CB3" - "\u8A95" - "\u7F36" - "\u5507" - "\u80A2" - "\u6328" - "\u62F6" - "\u7A0E" - "\u50AC" - "\u8A34" - "\uFF58" - "\u968A" - "\u659C" - "\u770B" - "\uFF50" - "\u6D66" - "\u8352" - "\uFF41" - "\u71C3" - "\u52A3" - "\u5BA3" - "\u8FBF" - "\u790E" - "\u62FE" - "\u5C4A" - "\u6905" - "\u5EC3" - "\u6749" - "\u9AEA" - "\u77E2" - "\u67D4" - "\u55AB" - "\u73CD" - "\u57FC" - "\u88C2" - "\u63B4" - "\u59BB" - "\u8CA7" - "\u934B" - "\u59A5" - "\u59B9" - "\u5175" - "\uFF14" - "\u623F" - "\u5951" - "\u65E8" - "\uFF44" - "\u0394" - "\u5DE1" - "\u8A02" - </code></pre>