Published September 19, 2020
| Version v1
Other
Open
ESPnet2 pretrained model, kan-bayashi/csj_asr_train_asr_transformer_raw_char_sp_valid.acc.ave, fs=16k, lang=jp
Creators
Description
This model was trained by kan-bayashi using csj recipe in espnet.
- Python API
See https://github.com/espnet/espnet_model_zoo
- Evaluate in the recipe
git clone https://github.com/espnet/espnet cd espnet git checkout 67ca53d61932e4ff3325f1ea7215eead03f300bb pip install -e . cd egs2/csj/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model kan-bayashi/csj_asr_train_asr_transformer_raw_char_sp_valid.acc.ave
- Results
# RESULTS ## Environments - date: `Sat Sep 19 08:17:29 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: `67ca53d61932e4ff3325f1ea7215eead03f300bb` - Commit date: `Wed Sep 16 12:04:46 2020 +0900` ## asr_train_asr_transformer_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|49.5|50.5|0.0|0.0|50.5|50.5| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval2|1292|1292|49.7|50.3|0.0|0.0|50.3|50.3| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval3|1385|1385|67.4|32.6|0.0|0.0|32.6|32.6| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.best/eval1|1272|1272|47.6|52.4|0.0|0.0|52.4|52.4| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.best/eval2|1292|1292|50.0|50.0|0.0|0.0|50.0|50.0| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.best/eval3|1385|1385|65.7|34.3|0.0|0.0|34.3|34.3| ### 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|95.9|2.5|1.6|0.8|4.9|50.5| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval2|1292|43623|96.9|2.0|1.0|0.6|3.7|50.3| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.ave/eval3|1385|28225|96.8|2.1|1.1|0.7|3.9|32.6| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.best/eval1|1272|43897|95.6|2.6|1.7|0.8|5.2|52.4| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.best/eval2|1292|43623|96.7|2.1|1.2|0.6|3.9|50.0| |decode_asr_lm_lm_train_lm_char_valid.loss.ave_asr_model_valid.acc.best/eval3|1385|28225|96.5|2.1|1.3|0.7|4.1|34.3|
- ASR config
config: conf/tuning/train_asr_transformer.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_transformer_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: 59623 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" - "\u308D" - "\u3070" - "\u3087" - "\u3083" - "\u97F3" - "\u51FA" - "\u305B" - "\u30C3" - "\u5408" - "\u65E5" - "\u4E2D" - "\u751F" - "\u4ECA" - "\u898B" - "\u30EA" - "\u9593" - "\u8A71" - "\u3081" - "\u30A2" - "\u5F8C" - "\u81EA" - "\u305A" - "\u79C1" - "\u30C6" - "\u4E0A" - "\u5E74" - "\u5B66" - "\u4E09" - "\u30B7" - "\u5834" - "\u30C7" - "\u5B9F" - "\u5B50" - "\u4F53" - "\u8003" - "\u5BFE" - "\u7528" - "\u6587" - "\u30D1" - "\u5F53" - "\u7D50" - "\u5EA6" - "\u5165" - "\u8A33" - "\u30D5" - "\u98A8" - "\u30E0" - "\u30D7" - "\u6700" - "\u30C9" - "\u30EC" - "\u30ED" - "\u4F5C" - "\u6570" - "\u76EE" - "\u30B8" - "\u95A2" - "\u30B0" - "\u767A" - "\u8005" - "\u5B9A" - "\u3005" - "\u3050" - "\u30B3" - "\u4E8B" - "\u624B" - "\u5168" - "\u5909" - "\u30DE" - "\u6027" - "\u8868" - "\u4F8B" - "\u52D5" - "\u8981" - "\u5148" - "\u524D" - "\u610F" - "\u90E8" - "\u4F1A" - "\u6301" - "\u30E1" - "\u5316" - "\u9054" - "\u4ED8" - "\u5F62" - "\u73FE" - "\u4E94" - "\u30AB" - "\u3079" - "\u53D6" - "\u56DE" - "\u5E38" - "\u4F7F" - "\u611F" - "\u66F8" - "\u6C17" - "\u6CD5" - "\u7A0B" - "\u3071" - "\u56DB" - "\u591A" - "\u8272" - "\u30BB" - "\u7406" - "\u975E" - "\u30D0" - "\u58F0" - "\u5358" - "\u756A" - "\uFF21" - "\u6210" - "\u540C" - "\u901A" - "\u30A3" - "\u679C" - "\u30AD" - "\u554F" - "\u984C" - "\u69CB" - "\u56FD" - "\u6765" - "\u9AD8" - "\u6B21" - "\u9A13" - "\u3052" - "\u30C1" - "\u4EE5" - "\u3054" - "\u4EE3" - "\u30E2" - "\u30AA" - "\u51C4" - "\u7279" - "\u77E5" - "\u30E5" - "\u7269" - "\u660E" - "\u70B9" - "\u5473" - "\u767E" - "\u89E3" - "\u8FD1" - "\u8B58" - "\u5730" - "\u540D" - "\u805E" - "\u4E0B" - "\u5C0F" - "\u6559" - "\u30B5" - "\u70BA" - "\u4E5D" - "\u30D6" - "\u5BB6" - "\u30CB" - "\u521D" - "\u30D9" - "\u30E7" - "\u5C11" - "\u8A8D" - "\u8AD6" - "\u529B" - "\u516D" - "\u30D3" - "\u60C5" - "\u7FD2" - "\u30A6" - "\u7ACB" - "\u5FC3" - "\u8ABF" - "\u5831" - "\u30A8" - "\uFF24" - "\uFF2E" - "\u793A" - "\u793E" - "\u9055" - "\u969B" - "\u3056" - "\u8AAC" - "\u5FDC" - "\u98DF" - "\u72B6" - "\u9577" - "\u7814" - "\u6821" - "\u5185" - "\u639B" - "\u30DF" - "\u5916" - "\u5411" - "\u80FD" - "\u516B" - "\u9762" - "\u7A76" - "\u7136" - "\u3073" - "\u30D4" - "\u4E3B" - "\u4FC2" - "\u5024" - "\u91CD" - "\u8A5E" - "\u4F9B" - "\u5F97" - "\u5FC5" - "\u5973" - "\u78BA" - "\u7D42" - "\u30BA" - "\u6BCD" - "\u696D" - "\u7387" - "\u65B0" - "\u6D3B" - "\u697D" - "\u8449" - "\u8A08" - "\u30CA" - "\u3080" - "\u6240" - "\u4E16" - "\u6B63" - "\u30E3" - "\u8A18" - "\u671F" - "\u5207" - "\u3078" - "\u6A5F" - "\u30DA" - "\u5343" - "\u985E" - "\u5143" - "\u614B" - "\u826F" - "\u5728" - "\u6709" - "\u30C0" - "\u4E03" - "\uFF23" - "\u5225" - "\u30EF" - "\u691C" - "\u7D9A" - "\u9078" - "\u57FA" - "\u76F8" - "\u6708" - "\u4FA1" - "\u7D20" - "\u4ED6" - "\u6BD4" - "\u9023" - "\u96C6" - "\u30A7" - "\u307B" - "\u4F4D" - "\u597D" - "\uFF2D" - "\u5F37" - "\u4E0D" - "\u5FA1" - "\u6790" - "\u30DD" - "\u7121" - "\u89AA" - "\u53D7" - "\u3086" - "\u7F6E" - "\u8C61" - "\u4ED5" - "\u5F0F" - "\u30CD" - "\u6307" - "\u8AAD" - "\u6C7A" - "\u8ECA" - "\u96FB" - "\u904E" - "\u30B1" - "\u8A55" - "\u5229" - "\u6B8B" - "\u8D77" - "\u30CE" - "\u7D4C" - "\u56F3" - "\u4F1D" - "\u500B" - "\u30C4" - "\u7BC0" - "\u9053" - "\u5E73" - "\u91D1" - "\u899A" - "\uFF34" - "\u4F4F" - "\u59CB" - "\u63D0" - "\u5B58" - "\u5171" - "\u30DB" - "\u7B2C" - "\u7D44" - "\u89B3" - "\u80B2" - "\u6771" - "\u305E" - "\u958B" - "\u52A0" - "\u5F15" - "\uFF33" - "\u53E3" - "\u6C34" - "\u5BB9" - "\u5468" - "\u5B87" - "\u7D04" - "\u5B57" - "\u3076" - "\u9803" - "\u3072" - "\u5B99" - "\u6BB5" - "\u30BD" - "\u97FF" - "\u30DC" - "\u53CB" - "\u91CF" - "\u6599" - "\u3085" - "\u5CF6" - "\u8EAB" - "\u76F4" - "\u753B" - "\u7DDA" - "\u54C1" - "\u5DEE" - "\u4EF6" - "\u9069" - "\u5F35" - "\u8FBA" - "\u8FBC" - "\u91CE" - "\u69D8" - "\u578B" - "\u4E88" - "\u7A2E" - "\u5074" - "\u8FF0" - "\u5C71" - "\u5C4B" - "\u5E30" - "\u30CF" - "\u4E57" - "\u539F" - "\u683C" - "\u8CEA" - "\u666E" - "\uFF30" - "\u9020" - "\u753A" - "\u30B4" - "\u82F1" - "\u63A5" - "\u304E" - "\u6E2C" - "\u3075" - "\u7FA9" - "\u4EAC" - "\u5272" - "\u5236" - "\u7B54" - "\u5404" - "\u4FE1" - "\u754C" - "\u6211" - "\u7A7A" - "\uFF0E" - "\u7740" - "\u53EF" - "\u66F4" - "\u6D77" - "\u4E0E" - "\u9032" - "\u52B9" - "\u5F7C" - "\u771F" - "\u7530" - "\u5FB4" - "\u6D41" - "\u5177" - "\uFF32" - "\u5E02" - "\u67FB" - "\u5B89" - "\uFF22" - "\u5E83" - "\u50D5" - "\u6CE2" - "\u5C40" - "\u8A2D" - "\u7537" - "\u767D" - "\u30B6" - "\u53CD" - "\u6226" - "\u533A" - "\u6C42" - "\u96D1" - "\uFF29" - "\u6B69" - "\u8CB7" - "\u982D" - "\u7B97" - "\u534A" - "\u4FDD" - "\u5E03" - "\u96E3" - "\uFF2C" - "\u5224" - "\u843D" - "\u8DB3" - "\u5E97" - "\u7533" - "\u8FD4" - "\u30AE" - "\u4E07" - "\u6728" - "\u6614" - "\u8F03" - "\u7D22" - "\uFF26" - "\u30B2" - "\u6B86" - "\u60AA" - "\u5883" - "\u548C" - "\u907A" - "\u57DF" - "\u968E" - "\u542B" - "\u305C" - "\u30BC" - "\u65AD" - "\u9650" - "\u63A8" - "\u4F4E" - "\u5F71" - "\u898F" - "\u6319" - "\u90FD" - "\u307C" - "\u6848" - "\u4EEE" - "\u88AB" - "\u547C" - "\u30A1" - "\u96E2" - "\u7CFB" - "\u79FB" - "\u30AC" - "\u5DDD" - "\u6E96" - "\u904B" - "\u6761" - "\u5FF5" - "\u6C11" - "\uFF27" - "\u7236" - "\u75C5" - "\u79D1" - "\u4E21" - "\u7531" - "\u8A66" - "\u56E0" - "\u547D" - "\u795E" - "\uFF28" - "\u7570" - "\u7C21" - "\u53E4" - "\u6F14" - "\u5897" - "\u51E6" - "\u8B70" - "\u7DD2" - "\u7CBE" - "\u6613" - "\u53F7" - "\u65CF" - "\u52FF" - "\u60F3" - "\u5217" - "\u5C0E" - "\u8EE2" - "\u54E1" - "\u30E6" - "\u6BCE" - "\u8996" - "\u4E26" - "\u98DB" - "\u4F3C" - "\u6620" - "\u7D71" - "\u4EA4" - "\u30D2" - "\u6B4C" - "\u5F85" - "\u8CC7" - "\u8907" - "\u8AA4" - "\u63DB" - "\u6A19" - "\u6CC1" - "\u914D" - "\u62BD" - "\u822C" - "\u7403" - "\u9006" - "\u65C5" - "\u6628" - "\u9662" - "\u99C5" - "\u74B0" - "\u5BDF" - "\u516C" - "\u6B73" - "\u5C5E" - "\u8F9E" - "\u5947" - "\u6CBB" - "\u5E7E" - "\u82E5" - "\u58F2" - "\u632F" - "\u7686" - "\u6CE8" - "\u6B74" - "\u9805" - "\u5F93" - "\u5747" - "\u5F79" - "\u9806" - "\u53BB" - "\u56E3" - "\u8853" - "\u7DF4" - "\u6FC0" - "\u6982" - "\u66FF" - "\u7B49" - "\u98F2" - "\u53F2" - "\u88DC" - "\u901F" - "\u53C2" - "\u65E9" - "\u53CE" - "\u9332" - "\u671D" - "\u5186" - "\u5370" - "\u5668" - "\u63A2" - "\u7D00" - "\u9001" - "\u6E1B" - "\u571F" - "\u5929" - "\uFF2F" - "\u50BE" - "\u72AC" - "\u9060" - "\u5E2F" - "\u52A9" - "\u6A2A" - "\u591C" - "\u7523" - "\u8AB2" - "\u5BA2" - "\u629E" - "\u5712" - "\u4E38" - "\u50CF" - "\u50CD" - "\u6750" - "\u5DE5" - "\u904A" - "\u544A" - "\u523A" - "\u6539" - "\u8D64" - "\u8074" - "\u4ECB" - "\u8077" - "\u53F0" - "\u77ED" - "\u8AB0" - "\u7D30" - "\u672A" - "\u770C" - "\u9928" - "\u6B62" - "\u53F3" - "\u306C" - "\u3065" - "\u56F2" - "\u8A0E" - "\u6B7B" - "\u5EFA" - "\u592B" - "\u7AE0" - "\u964D" - "\u666F" - "\u706B" - "\u30A9" - "\u9E97" - "\u8B1B" - "\u72EC" - "\u5DE6" - "\u5C64" - "\uFF25" - "\u5C55" - "\u653F" - "\u5099" - "\u4F59" - "\u7D76" - "\u5065" - "\u518D" - "\u9580" - "\u5546" - "\u52DD" - "\u52C9" - "\u82B1" - "\u30E4" - "\u8EF8" - "\u97FB" - "\u66F2" - "\u6574" - "\u652F" - "\u6271" - "\u53E5" - "\u6280" - "\u5317" - "\u30D8" - "\u897F" - "\u5247" - "\u4FEE" - "\u6388" - "\u9031" - "\u5BA4" - "\u52D9" - "\u9664" - "\u533B" - "\u6563" - "\u56FA" - "\u7AEF" - "\u653E" - "\u99AC" - "\u7A4D" - "\u8208" - "\u592A" - "\u5ACC" - "\u9F62" - "\u672B" - "\u7D05" - "\u6E90" - "\u6E80" - "\u5931" - "\u5BDD" - "\u6D88" - "\u6E08" - "\u4FBF" - "\u983C" - "\u4F01" - "\u5B8C" - "\u4F11" - "\u9752" - "\u7591" - "\u8D70" - "\u6975" - "\u767B" - "\u8AC7" - "\u6839" - "\u6025" - "\u512A" - "\u7D75" - "\u623B" - "\u5E2B" - "\u5F59" - "\u6DF7" - "\u8DEF" - "\u7E70" - "\uFF2B" - "\u8A3C" - "\u713C" - "\u6562" - "\u5BB3" - "\u96F6" - "\u6253" - "\u82E6" - "\u7701" - "\u7D19" - "\u5C02" - "\u8DDD" - "\u9854" - "\u8D8A" - "\u4E89" - "\u56F0" - "\u5BC4" - "\u5199" - "\u4E92" - "\u6DF1" - "\u5A5A" - "\u7DCF" - "\u89A7" - "\u80CC" - "\u7BC9" - "\u6E29" - "\u8336" - "\u62EC" - "\u8CA0" - "\u590F" - "\u89E6" - "\u7D14" - "\u9045" - "\u58EB" - "\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" - 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"\u576A" - "\u6284" - "\u65D7" - "\u50DA" - "\u5C3F" - "\u51CD" - "\u902E" - "\u7B39" - "\u8F1D" - "\u5C1A" - "\u8015" - "\u51CC" - "\u632B" - "\u4F10" - "\u7BB8" - "\u4E91" - "\u5968" - "\u819A" - "\u9010" - "\u03B3" - "\u5F26" - "\u9700" - "\u5C01" - "\u5E3D" - "\u6F31" - "\u9283" - "\u507D" - "\u5875" - "\u7E1B" - "\u58A8" - "\u6020" - "\u96F7" - "\u5766" - "\u68A8" - "\u90ED" - "\u7A4F" - "\u67FF" - "\u7AFF" - "\u5E61" - "\u5F81" - "\u99B3" - "\u9EBA" - "\u03C4" - "\u8154" - "\u7C98" - "\u7409" - "\u731F" - "\u4EC1" - "\u8358" - "\u6492" - "\u7C3F" - "\u90E1" - "\u7B4C" - "\u5D8B" - "\u6FE1" - "\u618E" - "\u5446" - "\u6F15" - "\u5A29" - "\u68DF" - "\u6052" - "\uFF18" - "\u5553" - "\u5B5D" - "\u67F3" - "\u64A4" - "\u85CD" - "\u95C7" - "\u5B22" - "\u67F4" - "\u6734" - "\u6D1E" - "\u5CB3" - "\u9B3C" - "\u8DE8" - "\u3049" - "\u70C8" - "\u559A" - "\u6F84" - "\u6FEB" - "\u82A6" - "\u62D3" - "\u51FD" - "\u6843" - "\u76F2" - "\u6CA1" - "\u7A6B" - "\u6212" - "\u99FF" - "\u8D05" - "\u67AF" - "\u6C70" - "\u53F6" - "\u90A6" - "\u66C7" - "\u9A30" - "\u711A" - "\u51F6" - "\u5CF0" - "\u69FD" - "\u67DA" - "\u5320" - "\u9A19" - "\u502B" - "\u84EE" - "\u634C" - "\u61F2" - "\u8B0E" - "\u91B8" - "\u56DA" - "\u7344" - "\u6EDD" - "\u6795" - "\u60DC" - "\u7DB1" - "\u8B33" - "\u7089" - "\u5DFE" - "\u91DC" - "\u9BAB" - "\u6E58" - "\u92F3" - "\u5351" - "\uFF51" - "\u7DBB" - "\u5EF7" - "\u85A6" - "\u667A" - "\u6C99" - "\u8CBF" - "\u8098" - "\uFF16" - "\u5F0A" - "\u66F0" - "\u7881" - "\u9DFA" - "\u6676" - "\u8D74" - "\u8513" - "\u75D2" - "\u79E9" - "\u5DE7" - "\u9418" - "\u7B1B" - "\u638C" - "\u53EC" - "\u5347" - "\u6249" - "\u5A2F" - "\u8A1F" - "\u8247" - "\u64B2" - "\uFF56" - "\u6182" - "\u90B8" - "\u5098" - "\u7CDE" - "\u03BB" - "\u5C16" - "\u723D" - "\u7832" - "\u55A9" - "\u80CE" - "\u84B2" - "\u9DF9" - "\u755C" - "\u6897" - "\uFF4F" - "\u5023" - "\u6247" - "\u7DFB" - "\u6756" - "\u622F" - "\u5D50" - "\u6A3D" - "\u6F06" - "\u9CE9" - "\u039B" - "\u5FAA" - "\u8896" - "\u9784" - "\u6851" - 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"\u901D" - "\u5F70" - "\u67F5" - "\u82AF" - "\u7C50" - "\u57A2" - "\u03BE" - "\u77EF" - "\u8C8C" - "\u8F44" - "\u8A89" - "\u9813" - "\u7D79" - "\u9E78" - "\u5E7D" - "\u6881" - "\u642D" - "\u54BD" - "\u82B3" - "\u7729" - "\u0393" - "\u61A4" - "\u7985" - "\u6063" - "\u5840" - "\u7149" - "\u75FA" - "\uFF06" - "\u7A40" - "\u545F" - "\u918D" - "\u9190" - "\u7901" - "\u51F9" - "\u86EE" - "\u5974" - "\u64AD" - "\u7E79" - "\u8499" - "\u8A63" - "\u4E5F" - "\u5420" - "\u4E59" - "\u8E8A" - "\u8E87" - "\u9D2C" - "\u7A92" - "\u59E5" - "\u9326" - "\u694A" - "\u8017" - "\u6F09" - "\u60E7" - "\u4FE3" - "\u6876" - "\u5CFB" - "\u905C" - "\u65FA" - "\u75D5" - "\u03A6" - "\u6234" - "\u658E" - "\u8CD3" - "\u7BC7" - "\u8429" - "\u85E9" - "\u7950" - "\u8B83" - "\u83AB" - "\u9C39" - "\u85A9" - "\u5378" - "\u4E9B" - "\u75B9" - "\u8E44" - "\u4E56" - "\uFF5A" - "\u92FC" - "\u6A3A" - "\u5B8F" - "\u7BE4" - "\u8258" - "\u81B3" - "\u7A83" - "\u7E82" - "\u5598" - "\u786B" - "\u99D5" - "\u7261" - "\u732A" - "\u62D0" - "\u60DA" - "\u60A0" - "\u7CE7" - "\u95A5" - "\u03C0" - "\u853D" - "\u6850" - "\u981A" - "\u9214" - "\u697C" - "\u8C9E" - "\u602F" - "\u817A" - "\u8305" - "\u6CF0" - "\u9913" - "\u5C51" - "\u9BDB" - "\u929B" - "\u9AB8" - "\u9C57" - "\u5824" - "\u9675" - "\u6DD8" - "\u64C1" - "\u81FC" - "\u6D32" - "\u8FBB" - "\u8A23" - "\u5C4F" - "\u9BE8" - "\u895F" - "\u5CE1" - "\u660C" - "\u982C" - "\u5806" - "\u865C" - "\u840E" - "\u9EB9" - "\u7CE0" - "\u68B1" - "\u8AFA" - "\u5403" - "\u66A2" - "\u5B54" - "\u5EB8" - "\u5DF3" - "\u589C" - "\u85AE" - "\u6101" - "\u664B" - "\u8236" - "\u8FC5" - "\u6B3A" - "\u9640" - "\u7709" - "\u6CC4" - "\u59FB" - "\u9688" - "\u58CC" - "\u69D9" - "\u5E87" - "\u52D2" - "\u6E07" - "\u91E7" - "\u4E43" - "\u82D4" - "\u9306" - "\u58D5" - "\u78D0" - "\u6962" - "\u65A7" - "\u5E63" - "\u03B7" - "\u7E55" - "\u83C5" - "\u7109" - "\u5112" - "\u5D07" - "\u8276" - "\u5449" - "\u7984" - "\u54C9" - "\u68AF" - "\u5937" - "\u546A" - "\u56C3" - "\u84BC" - "\u9A28" - "\u9D3B" - "\u862D" - 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"\u548E" - "\u745E" - "\u7A1C" - "\u785D" - "\u6BC5" - "\u7015" - "\u8702" - "\u978D" - "\u6A2B" - "\u7566" - "\u660F" - "\u755D" - "\u4FAE" - "\u548B" - "\u6367" - "\u7F9E" - "\u803D" - "\u60B8" - "\u51E7" - "\u4EAE" - "\u9AC4" - "\u54FA" - "\u4FEF" - "\u567A" - "\u8058" - "\u8654" - "\u5B8B" - "\u93A7" - "\u968B" - "\u51B3" - "\u59D1" - "\u7078" - "\u927E" - "\u8F5F" - "\u60F0" - "\u03C7" - "\u643E" - "\u6854" - "\u7F6B" - "\u8E4A" - "\u68B6" - "\u6893" - "\u7F75" - "\u65A5" - "\u6276" - "\u6147" - "\u61C3" - "\u9949" - "\u6E25" - "\u6AD3" - "\u80E4" - "\u56A2" - "\u9CF3" - "\u6A84" - "\u8C79" - "\u50B2" - "\u50D1" - "\u7586" - "\u6134" - "\u53A8" - "\u6FB9" - "\u9320" - "\u64E2" - "\u6EBA" - "\u7624" - "\u73CA" - "\u5BC5" - "\u6977" - "\u9583" - "\u9CF6" - "\u7119" - "\u6912" - "\u9B4F" - "\u9798" - "\u68A2" - "\u6900" - "\u8ACC" - "\u696B" - "\u5F14" - "\u65D2" - "\u5957" - "\u9F5F" - "\u9F6C" - "\u7D18" - "\u810A" - "\u536F" - "\u727D" - "\u6BD8" - "\u6714" - "\u514E" - "\u721B" - "\u6D9C" - "\u5851" - "\u5F04" - "\u676D" - "\u63A0" - "\u80B4" - "\u626E" - "\u51F1" - "\u798D" - "\u8036" - "\u808B" - "\u7235" - "\u61AB" - "\u57D3" - "\u5983" - "\u9910" - "\u7C7E" - "\u7262" - "\u6816" - "\u9017" - "\u7058" - "\u5E5F" - "\u68F2" - "\u5687" - "\u7827" - "\u6E1A" - "\u7C9F" - "\u7A7F" - "\u7F60" - "\u68F9" - "\u8594" - "\u8587" - "\u526A" - "\u7B48" - "\u936E" - "\u892A" - "\u7AA9" - "\u58F1" - "\u30F2" - "\u7460" - "\u7483" - "\u61BE" - "\u5E16" - "\u6960" - "\u03B5" - "\u5480" - "\u56BC" - "\u56A5" - "\u6D29" - "\u6A58" - "\u6867" - "\u6A9C" - "\u63F6" - "\u63C4" - "\u88E1" - "\u6A80" - "\u900D" - "\u9081" - "\u6028" - "\u73B2" - "\u90C1" - "\u5815" - "\u8AB9" - "\u8B17" - "\u8956" - "\u51F0" - "\u9B41" - "\u5B75" - "\u7766" - "\u71FB" - "\u5243" - "\u53A9" - "\u71D7" - "\u84D1" - "\u5EFB" - "\u75D4" - "\u837C" - "\u6190" - "\u6070" - "\u8F9F" - "\u5F98" - "\u5F8A" - "\u4FA0" - "\u5830" - "\u971C" - "\u809B" - "\u76E7" - "\u5835" - "\u72DB" - "\u9D8F" - "\u9119" - "\u4F73" - "\u916A" - "\u8AE7" - "\u6973" - "\u7826" - "\u5AC9" - "\u5DEB" - "\u53E1" - "\u9716" - "\u6E23" - "\u5544" - "\u798E" - "\u6CAB" - "\u821F" - "\u6C5D" - "\u5302" - "\u99F1" - "\u6C08" - "\u308E" - "\u714C" - "\u7DAC" - "\u5F1B" - "\u586B" - "\u84C1" - "\u5039" - "\u7CFE" - "\u51A5" - "\u674E" - "\u966A" - "\u8877" - "\u59E6" - "\u5962" - "\u75BC" - "\u8A54" - "\u8599" - "\u8B5A" - "\u5CEF" - "\u684E" - "\u688F" - "\u9B92" - "\u8A1B" - "\u55B0" - "\u7960" - "\u67A1" - "\u6681" - "\u4E5E" - "\u91C7" - "\u9739" - "\u9742" - "\u687F" - "\u929C" - "\u4F51" - "\u79BE" - "\u5944" - "\u6930" - "\u87F9" - "\u8061" - "\u98AF" - "\u30C2" - "\u8E81" - "\u8E42" - "\u8E99" - "\u8695" - "\u693F" - "\u62F7" - "\u9257" - "\u8882" - "\u78CB" - "\u7422" - "\u6B3D" - "\u60B6" - "\u53C9" - "\u7E37" - "\u8A36" - "\u50C5" - "\u5C6F" - "\u5EEC" - "\u5C41" - "\u99A8" - "\u6E20" - "\u8568" - "\u699B" - "\u675C" - "\u7791" - "\u6A8E" - "\u8ECB" - "\u8F62" - "\u8700" - "\u8235" - "\u82B9" - "\u6B3E" - "\u639F" - "\u8E2A" - "\u745A" - "\u71E6" - "\u7D21" - "\u584A" - "\u8171" - "\u6753" - "\u65A4" - "\u786F" - "\u55AC" - "\u8B04" - "\u79DF" - "\u8180" - "\u80F1" - "\u6EC4" - "\u9C10" - "\u8475" - "\u8471" - "\u8461" - "\u5A49" - "\u88D4" - "\u9F0E" - "\u9187" - "\u67EF" - "\u991E" - "\u96C1" - "\u8AA6" - "\u8A62" - "\u633A" - "\u7AFA" - "\u8A82" - "\u5191" - "\u8718" - "\u86DB" - "\u70B8" - "\u932B" - "\u58C5" - "\u8087" - "\u54AC" - "\u9B8E" - "\u67D1" - "\u7D9C" - "\u5BE1" - "\u7977" - "\u522E" - "\u8CCE" - "\u9B18" - "\u884D" - "\u5FD6" - "\u685D" - "\u0398" - "\u039A" - "\u03A8" - "\u53E2" - "\u4FCE" - "\u7396" - "\u78A7" - "\u8766" - "\u8521" - "\u649A" - "\u7A14" - "\u752B" - "\u6D35" - "\u7893" - "\u9ECE" - "\u5AE1" - "\u8755" - "\u725F" - "\u6B89" - "\u6C83" - "\u7B50" - "\u619A" - "\u6E24" - "\u9B4D" - "\u9B4E" - "\u71ED" - "\u7940" - "\u6D1B" - "\u88F3" - "\u4E11" - "\u9846" - "\u9952" - "\u5EC9" - "\u689F" - "\u848B" - "\u6DD1" - "\u8737" - "\u9644" - "\u695A" - "\u9F20" - "\u5154" - "\u61AC" - "\u5F57" - "\u66FC" - "\u5D11" - "\u57DC" - "\u5F77" - "\u5F7F" - "\u5DF4" - "\u831C" - "\u6D9B" - "\u57E0" - "\u945A" - "\u92D2" - "\u5C09" - "\u53AD" - "\u7B75" - "\u7AE3" - "\u7E8F" - "\u6194" - "\u60B4" - "\u8E5F" - "\u675E" - "\u7825" - "\u8F14" - "\u9C52" - "\u4FAF" - "\u7D62" - "\u5475" - "\u698E" - "\u53EA" - "\u71D5" - "\u5C60" - "\u5614" - "\u74E2" - "\u9291" - "\u880D" - "\u932C" - "\u608C" - "\u8A1D" - "\u7DB8" - "\u530D" - "\u5310" - "\u637A" - "\u6A59" - "\u5BB5" - "\u9D60" - "\u57F4" - "\u7690" - "\u9021" - "\u4FF8" - "\u7A63" - "\u54A4" - "\u8309" - "\u8389" - "\u6643" - "\u6EF8" - "\u5289" - "\u5026" - "\u8944" - "\u7B4D" - "\u5239" - "\u83BD" - "\u9041" - "\u66F5" - "\u79BD" - "\u7B67" - "\u7E0A" - "\u7FD4" - "\u5BF5" - "\u834F" - "\u758B" - "\u84EC" - "\u83B1" - "\u8EAC" - "\u696E" - "\u76C8" - "\u5C13" - "\u72FC" - "\u85C9" - "\u965F" - "\u620E" - "\u4E8E" - "\u6F58" - "\u8012" - "\u5F82" - "\u5FA0" - "\u99AE" - "\u5F6D" - "\u5E47" - "\u9087" - "\u6CD3" - "\u80B1" - "\u65BC" - "\u6602" - "\u8E64" - "\u7463" - "\u9A65" - "\u4EA8" - "\u8AEE" - "\u77EE" - "\u8569" - "\u6566" - "\u30EE" - "\u6208" - "\u8229" - "\u9B6F" - "\u65E0" - "\u6159" - "\u6127" - "\u8340" - "\u6309" - "\u914B" - "\u59F6" - "\u723E" - "\u8602" - "\u986B" - "\u593E" - "\u59DA" - "\u701D" - "\u6FD8" - "\u964B" - "\u777E" - "\u5B30" - "\u5DBA" - "\u821B" - "\u7B65" - "\u95A4" - "\u68D8" - "\u9812" - "\u59BE" - "\u8B2C" - "\u4F0D" - "\u537F" - "\u8FEA" - "\u5686" - "\u60F9" - "\u80DA" - "\u6C6A" - "\u543B" - "\u9B51" - "\u8F3B" - "\u59C6" - "\u84FC" - "\u6AC2" - "\u5315" - "\u4F70" - "\u7246" - "\u5CD9" - "\u725D" - "\u9DF2" - "\u7DCB" - "\u7BAD" - "\u82EB" - "\u5366" - "\u5B5F" - "\u5323" - "\u4ED4" - "\u5D19" - "\u6787" - "\u6777" - "\u81C0" - "\u681E" - "\u9E1E" - "\u61FA" - "\u55DA" - "\u6DB8" - "\u30C5" - "\u8D16" - "\u5E9A" - "\u93D1" - "\u9149" - "\u670B" - "\u70F9" - "\u53C8" - "\u7337" - "\u7C00" - "\u5B2C" - "\u88B7" - "\u6BB7" - "\u51DB" - "\u4EC0" - "\u71FF" - "\u5556" - "\u7BC6" - "\u7DD8" - "\u5036" - "\u6AC3" - "\u8A03" - "\u540F" - "\u5CB1" - "\u8A25" - "\u958F" - "\u5DBD" - "\u722C" - "\u618A" - "\u7511" - "\u6144" - "\u5E25" - "\u7704" - "\u5A11" - "\u50E5" - "\u5016" - "\u800C" - "\u8F4D" - "\u5583" - "\u81BE" - "\u7099" - "\u85AF" - "\u97EE" - "\u4E99" - "\u8B14" - "\u86CE" - "\u7425" - "\u73C0" - "\u698A" - "\u7C3E" - "\u8D6D" - "\u8823" - "\u8299" - "\u8B01" - "\u9022" - "\u8466" - "\u6670" - "\u5398" - "\u707C" - "\u903C" - "\u9328" - "\u700B" - "\u5FF8" - "\u6029" - "\u7165" - "\u7B0F" - "\u5FFD" - "\u7708" - "\u7DEC" - "\u5C4D" - "\u75BD" - "\u6E5B" - "\u788D" - "\u8AE4" - init: xavier_uniform input_size: null ctc_conf: dropout_rate: 0.0 ctc_type: builtin reduce: true model_conf: ctc_weight: 0.3 lsm_weight: 0.1 length_normalized_loss: false use_preprocessor: true token_type: char bpemodel: null non_linguistic_symbols: null cleaner: null g2p: null frontend: default frontend_conf: fs: 16k specaug: specaug specaug_conf: apply_time_warp: true time_warp_window: 5 time_warp_mode: bicubic apply_freq_mask: true freq_mask_width_range: - 0 - 30 num_freq_mask: 2 apply_time_mask: true time_mask_width_range: - 0 - 40 num_time_mask: 2 normalize: global_mvn normalize_conf: stats_file: exp/asr_stats_raw_sp/train/feats_stats.npz encoder: transformer encoder_conf: output_size: 512 attention_heads: 8 linear_units: 2048 num_blocks: 18 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.1 input_layer: conv2d6 normalize_before: true decoder: transformer decoder_conf: attention_heads: 8 linear_units: 2048 num_blocks: 6 dropout_rate: 0.1 positional_dropout_rate: 0.1 self_attention_dropout_rate: 0.1 src_attention_dropout_rate: 0.1 required: - output_dir - token_list distributed: true
- LM config
config: conf/train_lm.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/lm_train_lm_char 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: 41757 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 40 patience: 3 val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - loss - min keep_nbest_models: 1 grad_clip: 5.0 grad_noise: false accum_grad: 1 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: 256 valid_batch_size: null batch_bins: 1000000 valid_batch_bins: null train_shape_file: - exp/lm_stats/train/text_shape.char valid_shape_file: - exp/lm_stats/valid/text_shape.char batch_type: folded valid_batch_type: null fold_length: - 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/srctexts - text - text valid_data_path_and_name_and_type: - - dump/raw/train_dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 valid_max_cache_size: null optim: sgd optim_conf: {} scheduler: null scheduler_conf: {} 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" - "\u308D" - "\u3070" - "\u3087" - "\u3083" - "\u97F3" - "\u51FA" - "\u305B" - "\u30C3" - "\u5408" - "\u65E5" - "\u4E2D" - "\u751F" - "\u4ECA" - "\u898B" - "\u30EA" - "\u9593" - "\u8A71" - "\u3081" - "\u30A2" - "\u5F8C" - "\u81EA" - "\u305A" - "\u79C1" - "\u30C6" - "\u4E0A" - "\u5E74" - "\u5B66" - "\u4E09" - "\u30B7" - "\u5834" - "\u30C7" - "\u5B9F" - "\u5B50" - "\u4F53" - "\u8003" - "\u5BFE" - "\u7528" - "\u6587" - "\u30D1" - "\u5F53" - "\u7D50" - "\u5EA6" - "\u5165" - "\u8A33" - "\u30D5" - "\u98A8" - "\u30E0" - "\u30D7" - "\u6700" - "\u30C9" - "\u30EC" - "\u30ED" - "\u4F5C" - "\u6570" - "\u76EE" - "\u30B8" - "\u95A2" - "\u30B0" - "\u767A" - "\u8005" - "\u5B9A" - "\u3005" - "\u3050" - "\u30B3" - "\u4E8B" - "\u624B" - "\u5168" - "\u5909" - "\u30DE" - "\u6027" - "\u8868" - "\u4F8B" - "\u52D5" - "\u8981" - "\u5148" - "\u524D" - "\u610F" - "\u90E8" - "\u4F1A" - "\u6301" - "\u30E1" - "\u5316" - "\u9054" - "\u4ED8" - "\u5F62" - "\u73FE" - "\u4E94" - "\u30AB" - "\u3079" - "\u53D6" - "\u56DE" - "\u5E38" - "\u4F7F" - "\u611F" - "\u66F8" - "\u6C17" - "\u6CD5" - "\u7A0B" - "\u3071" - "\u56DB" - "\u591A" - "\u8272" - "\u30BB" - "\u7406" - "\u975E" - "\u30D0" - "\u58F0" - "\u5358" - "\u756A" - "\uFF21" - "\u6210" - "\u540C" - "\u901A" - "\u30A3" - "\u679C" - "\u30AD" - "\u554F" - "\u984C" - "\u69CB" - "\u56FD" - "\u6765" - "\u9AD8" - "\u6B21" - "\u9A13" - "\u3052" - "\u30C1" - "\u4EE5" - "\u3054" - "\u4EE3" - "\u30E2" - "\u30AA" - "\u51C4" - "\u7279" - "\u77E5" - "\u30E5" - "\u7269" - "\u660E" - "\u70B9" - "\u5473" - "\u767E" - "\u89E3" - "\u8FD1" - "\u8B58" - "\u5730" - "\u540D" - "\u805E" - "\u4E0B" - "\u5C0F" - "\u6559" - "\u30B5" - "\u70BA" - "\u4E5D" - "\u30D6" - "\u5BB6" - "\u30CB" - "\u521D" - "\u30D9" - "\u30E7" - "\u5C11" - "\u8A8D" - "\u8AD6" - "\u529B" - "\u516D" - "\u30D3" - "\u60C5" - "\u7FD2" - "\u30A6" - "\u7ACB" - "\u5FC3" - "\u8ABF" - "\u5831" - "\u30A8" - "\uFF24" - "\uFF2E" - "\u793A" - "\u793E" - "\u9055" - "\u969B" - "\u3056" - "\u8AAC" - "\u5FDC" - "\u98DF" - "\u72B6" - "\u9577" - "\u7814" - "\u6821" - "\u5185" - "\u639B" - "\u30DF" - "\u5916" - "\u5411" - "\u80FD" - "\u516B" - "\u9762" - "\u7A76" - "\u7136" - "\u3073" - "\u30D4" - "\u4E3B" - "\u4FC2" - "\u5024" - "\u91CD" - "\u8A5E" - "\u4F9B" - "\u5F97" - "\u5FC5" - "\u5973" - "\u78BA" - "\u7D42" - "\u30BA" - "\u6BCD" - "\u696D" - "\u7387" - "\u65B0" - "\u6D3B" - "\u697D" - "\u8449" - "\u8A08" - "\u30CA" - "\u3080" - "\u6240" - "\u4E16" - "\u6B63" - "\u30E3" - "\u8A18" - "\u671F" - "\u5207" - "\u3078" - "\u6A5F" - "\u30DA" - "\u5343" - "\u985E" - "\u5143" - "\u614B" - "\u826F" - "\u5728" - "\u6709" - "\u30C0" - "\u4E03" - "\uFF23" - "\u5225" - "\u30EF" - "\u691C" - "\u7D9A" - "\u9078" - "\u57FA" - "\u76F8" - "\u6708" - "\u4FA1" - "\u7D20" - "\u4ED6" - "\u6BD4" - "\u9023" - "\u96C6" - "\u30A7" - "\u307B" - "\u4F4D" - "\u597D" - "\uFF2D" - "\u5F37" - "\u4E0D" - "\u5FA1" - "\u6790" - "\u30DD" - "\u7121" - "\u89AA" - "\u53D7" - "\u3086" - "\u7F6E" - "\u8C61" - "\u4ED5" - "\u5F0F" - "\u30CD" - "\u6307" - "\u8AAD" - "\u6C7A" - "\u8ECA" - "\u96FB" - "\u904E" - "\u30B1" - "\u8A55" - "\u5229" - "\u6B8B" - "\u8D77" - "\u30CE" - "\u7D4C" - "\u56F3" - "\u4F1D" - "\u500B" - "\u30C4" - "\u7BC0" - "\u9053" - "\u5E73" - "\u91D1" - "\u899A" - "\uFF34" - "\u4F4F" - "\u59CB" - "\u63D0" - "\u5B58" - "\u5171" - "\u30DB" - "\u7B2C" - "\u7D44" - "\u89B3" - "\u80B2" - "\u6771" - "\u305E" - "\u958B" - "\u52A0" - "\u5F15" - "\uFF33" - "\u53E3" - "\u6C34" - "\u5BB9" - "\u5468" - "\u5B87" - "\u7D04" - "\u5B57" - "\u3076" - "\u9803" - "\u3072" - "\u5B99" - "\u6BB5" - "\u30BD" - "\u97FF" - "\u30DC" - "\u53CB" - "\u91CF" - "\u6599" - "\u3085" - "\u5CF6" - "\u8EAB" - "\u76F4" - "\u753B" - "\u7DDA" - "\u54C1" - "\u5DEE" - "\u4EF6" - "\u9069" - "\u5F35" - "\u8FBA" - "\u8FBC" - "\u91CE" - "\u69D8" - "\u578B" - "\u4E88" - "\u7A2E" - "\u5074" - "\u8FF0" - "\u5C71" - "\u5C4B" - "\u5E30" - "\u30CF" - "\u4E57" - "\u539F" - "\u683C" - "\u8CEA" - "\u666E" - "\uFF30" - "\u9020" - "\u753A" - "\u30B4" - "\u82F1" - "\u63A5" - "\u304E" - "\u6E2C" - "\u3075" - "\u7FA9" - "\u4EAC" - "\u5272" - "\u5236" - "\u7B54" - "\u5404" - "\u4FE1" - "\u754C" - "\u6211" - "\u7A7A" - "\uFF0E" - "\u7740" - "\u53EF" - "\u66F4" - "\u6D77" - "\u4E0E" - "\u9032" - "\u52B9" - "\u5F7C" - "\u771F" - "\u7530" - "\u5FB4" - "\u6D41" - "\u5177" - "\uFF32" - "\u5E02" - "\u67FB" - "\u5B89" - "\uFF22" - "\u5E83" - "\u50D5" - "\u6CE2" - "\u5C40" - "\u8A2D" - "\u7537" - "\u767D" - "\u30B6" - "\u53CD" - "\u6226" - "\u533A" - "\u6C42" - "\u96D1" - "\uFF29" - "\u6B69" - "\u8CB7" - "\u982D" - "\u7B97" - "\u534A" - "\u4FDD" - "\u5E03" - "\u96E3" - "\uFF2C" - "\u5224" - "\u843D" - "\u8DB3" - "\u5E97" - "\u7533" - "\u8FD4" - "\u30AE" - "\u4E07" - "\u6728" - "\u6614" - "\u8F03" - 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"\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" - 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asr_train_asr_transformer_raw_char_sp_valid.acc.ave.zip
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- https://github.com/espnet/espnet (URL)