ESPnet2 pretrained model, hoon_chung/ClovalCall_asr_train_asr_transformer_ddp_raw_char_sp_valid.acc.ave, fs=8k, lang=kr
Creators: name: Chung, Hoon
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 Hoon Chung using ClovalCall 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 991f5a1801a23bb1a269c8718e3cb8e66cb42be5 pip install -e . cd egs2/ClovalCall/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Hoon Chung/ClovalCall_asr_train_asr_transformer_ddp_raw_char_sp_valid.acc.ave</code> </pre> <strong>Results</strong> <pre><code> # RESULTS ## Environments - date: `Mon Sep 14 19:27:42 KST 2020` - python version: `3.7.7 (default, May 7 2020, 21:25:33) [GCC 7.3.0]` - espnet version: `espnet 0.9.2` - pytorch version: `pytorch 1.5.0` - Git hash: `991f5a1801a23bb1a269c8718e3cb8e66cb42be5` - Commit date: `Fri Sep 4 18:43:28 2020 +0900` ## asr_train_asr_transformer_ddp_raw_char_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/test_clean|1084|4925|77.1|19.4|3.5|4.2|27.2|43.3| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.ave/test_clean|1084|19133|90.2|7.1|2.7|1.9|11.7|43.3|</code></pre> <strong>ASR config</strong> <pre><code>config: conf/tuning/train_asr_transformer_ddp.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_transformer_ddp_raw_char_sp ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 0 dist_backend: nccl dist_init_method: file:///SPL37/bin/hspnet/egs2/ClovalCall/asr1/exp/asr_train_asr_transformer_ddp_raw_char_sp/.dist_init_4d64befd-018c-4a33-b835-24510b471b0f dist_world_size: 32 dist_rank: 0 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: 5.0 grad_clip_type: 2.0 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: 960 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/train_nodev_sp/wav.scp - speech - sound - - dump/raw/train_nodev_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: 16000000000 valid_max_cache_size: null optim: adam optim_conf: lr: 0.005 scheduler: warmuplr scheduler_conf: warmup_steps: 30000 token_list: - - - - "\uC694" - "\uAC00" - "\uB098" - "\uC2DC" - "\uC774" - "\uD558" - "\uC8FC" - "\uC788" - "\uC778" - "\uC5D0" - "\uC608" - "\uB294" - "\uD560" - "\uC57D" - "\uB2A5" - "\uD55C" - "\uC77C" - "\uAE4C" - "\uC9C0" - "\uBA87" - "\uB418" - "\uB370" - "\uACE0" - "\uCC28" - "\uAC04" - "\uC5B4" - "\uB3C4" - "\uC624" - "\uB85C" - "\uC740" - "\uC744" - "\uB824" - "\uBB38" - "\uC218" - "\uC544" - "\uC601" - "\uB9AC" - "\uD574" - "\uC5C5" - "\uC7A5" - "\uB4DC" - "\uC81C" - "\uC0AC" - "\uBA54" - '1' - "\uB274" - "\uBA85" - "\uB2E4" - "\uC138" - "\uB2C8" - "\uC2A4" - "\uAC8C" - "\uD0C0" - "\uC790" - "\uBD80" - "\uB9C8" - '2' - "\uD06C" - "\uCE74" - "\uD3EC" - "\uC5B8" - "\uCE58" - "\uC548" - "\uC2DD" - "\uC0DD" - '0' - "\uC784" - "\uAE08" - "\uD639" - "\uC11C" - "\uD30C" - "\uC73C" - "\uB808" - "\uAE30" - "\uD130" - "\uB7F0" - "\uBA74" - "\uC804" - "\uC2E0" - "\uB298" - "\uC6A9" - "\uC800" - "\uD1B5" - "\uCCB4" - "\uBC1B" - "\uBB34" - "\uD734" - "\uB2EC" - "\uB5BB" - "\uB2E8" - "\uC8E0" - "\uB9D0" - "\uC57C" - "\uB0B4" - "\uD6C4" - "\uC2F6" - "\uC911" - "\uB0A0" - "\uB124" - "\uB141" - '3' - "\uACF5" - "\uB791" - "\uBC30" - "\uBC31" - "\uADF8" - "\uC6C3" - '5' - "\uBC29" - "\uC810" - "\uBE44" - "\uBE0C" - "\uD508" - "\uBC88" - "\uC815" - "\uBBF8" - "\uB530" - "\uC785" - "\uBC1C" - "\uAD6C" - "\uAC70" - "\uAC19" - "\uB4E4" - "\uD2B8" - "\uBC84" - "\uB155" - "\uBC14" - "\uBA39" - "\uC74C" - "\uC5BC" - "\uD654" - "\uB8CC" - "\uB3D9" - "\uC54C" - "\uC11D" - "\uBA64" - "\uAC08" - "\uB7EC" - "\uD14C" - "\uC880" - "\uC5EC" - "\uC2EC" - '4' - "\uB97C" - "\uCC3D" - "\uD0B9" - '6' - "\uD1A0" - "\uBCF5" - "\uCD94" - '7' - "\uB77C" - "\uB2F9" - "\uAC74" - "\uD569" - "\uB300" - "\uAC10" - "\uBD84" - "\uB8F8" - "\uB9CC" - "\uC2ED" - "\uB9E4" - "\uBCF4" - "\uBB50" - "\uB5A4" - "\uB9BD" - "\uC758" - "\uD3C9" - "\uB54C" - "\uC6D4" - "\uB354" - "\uD0C1" - "\uAC1C" - "\uACFC" - '8' - "\uC2B5" - "\uD3F0" - "\uCABD" - "\uB9C9" - k - "\uAC83" - "\uC6C0" - "\uCFE0" - "\uCBE4" - "\uB420" - "\uC26C" - "\uCC9C" - "\uD22C" - "\uC124" - "\uC5C7" - "\uB514" - "\uC0C1" - t - "\uD559" - "\uB2EB" - "\uB450" - "\uD2F0" - "\uC5C6" - "\uD638" - "\uC801" - "\uB9B0" - "\uB7FC" - "\uC6B4" - "\uAE40" - "\uC5F0" - "\uD588" - "\uC640" - "\uB978" - "\uC2E4" - "\uC870" - "\uC5F4" - "\uB3FC" - "\uB0A8" - "\uC549" - "\uAD81" - "\uC6D0" - "\uBAA8" - "\uB9CE" - s - '9' - "\uAED8" - "\uC88B" - "\uACA0" - "\uADFC" - "\uC798" - "\uC720" - "\uD504" - "\uC131" - "\uB77D" - "\uC27D" - "\uD76C" - "\uB958" - "\uC0D0" - "\uCD08" - "\uCC98" - "\uACF3" - "\uC18C" - "\uC988" - "\uC791" - "\uBC18" - "\uB9B4" - "\uB78C" - "\uB838" - "\uB05D" - "\uACBD" - "\uD0DD" - "\uC4F8" - "\uBB54" - "\uB290" - "\uACB0" - "\uC54A" - "\uB81B" - "\uC885" - "\uBCC4" - "\uAC78" - "\uC900" - "\uC838" - "\uCC29" - "\uB4A4" - "\uC704" - "\uC7A0" - "\uAD1C" - "\uCC2E" - "\uBCA0" - "\uCD5C" - "\uC0B0" - "\uC12F" - "\uD61C" - "\uD68C" - "\uB9DE" - "\uC120" - "\uBB3C" - "\uB108" - "\uD0A8" - "\uCC3E" - "\uCE68" - "\uD604" - "\uAE38" - "\uD2B9" - "\uCE35" - "\uBABB" - "\uC6B8" - "\uD568" - "\uC560" - "\uACC4" - "\uC808" - "\uBC15" - "\uD0A4" - "\uD589" - "\uC871" - "\uBE14" - l - g - "\uC9C1" - "\uB358" - "\uD3B8" - "\uB4F1" - "\uB41C" - "\uD544" - "\uC794" - "\uC5D4" - "\uD070" - "\uB07C" - "\uC5C8" - "\uAC01" - "\uAF2D" - "\uC9C4" - "\uB3CC" - "\uC998" - "\uAEC0" - "\uD50C" - "\uB828" - "\uAC15" - "\uD64D" - "\uAD8C" - "\uCE5C" - "\uC628" - "\uB458" - "\uC5ED" - "\uC0C8" - "\uBC24" - "\uC99D" - "\uC4F0" - "\uB2D8" - "\uB984" - "\uB193" - "\uD3ED" - "\uBCC0" - "\uC1A1" - "\uBCA4" - "\uD150" - "\uC0BC" - "\uC62C" - "\uB9AD" - "\uBE75" - "\uC558" - "\uC190" - "\uBA3C" - "\uCD1D" - "\uB807" - "\uAD00" - "\uCE98" - "\uB798" - "\uBC25" - "\uB2A6" - "\uD788" - "\uC13C" - "\uC98C" - "\uAD11" - "\uC6B0" - "\uD050" - "\uB109" - "\uB960" - "\uB194" - "\uCF00" - "\uAE50" - "\uD53C" - "\uC9D0" - "\uB7C9" - "\uCC39" - "\uD305" - "\uC7AC" - "\uB113" - "\uB974" - "\uC55E" - "\uC7A1" - "\uAE09" - "\uD37C" - "\uD280" - "\uB0E5" - "\uCF54" - "\uCC44" - "\uAD50" - "\uBD90" - "\uCDB0" - "\uBAA9" - "\uC154" - "\uCD9C" - "\uD398" - "\uBE5B" - "\uCD98" - "\uB144" - "\uB04C" - "\uC811" - "\uCCA0" - "\uC0B4" - "\uC728" - "\uB8E8" - "\uB799" - "\uBCA8" - "\uD45C" - "\uB834" - "\uACE8" - "\uB9DB" - u - "\uCDE8" - "\uBE4C" - "\uCF64" - "\uBCD1" - "\uCDA9" - "\uC591" - "\uBE68" - "\uC15C" - "\uC9DC" - "\uD720" - "\uAEBC" - "\uBD88" - "\uC678" - "\uAD70" - "\uD328" - "\uBC00" - "\uB9BC" - "\uB4E0" - v - "\uB044" - "\uC5D8" - "\uD63C" - "\uAFC0" - "\uB0AE" - "\uAC11" - "\uB7FD" - "\uD310" - "\uD655" - "\uB529" - "\uB178" - "\uB110" - "\uC2A8" - "\uB135" - "\uBE7C" - "\uD488" - "\uC6CC" - "\uC2AC" - "\uB2C9" - "\uAE34" - "\uBA38" - "\uC14B" - "\uC606" - "\uB0AC" - "\uACAC" - "\uB192" - "\uCB64" - "\uBC95" - "\uCF5C" - "\uAC16" - "\uAC14" - "\uACA8" - "\uBD10" - "\uD0DC" - "\uC561" - "\uC8FD" - "\uC8C4" - "\uB545" - "\uADF9" - "\uD48D" - "\uD230" - "\uD300" - "\uB17C" - "\uC775" - "\uCD0C" - "\uCEE4" - "\uD314" - "\uC500" - "\uD154" - "\uC820" - "\uB611" - "\uC5FD" - "\uB429" - "\uD0C4" - "\uCF69" - "\uBCF6" - "\uB2CC" - "\uC18D" - "\uB2F4" - "\uACF1" - "\uAE00" - "\uD53D" - "\uBBFC" - "\uC2B9" - "\uD669" - "\uB80C" - "\uBCBD" - "\uB11B" - "\uC787" - "\uC6F0" - "\uCF30" - "\uB9C1" - "\uC2F8" - "\uBCFC" - "\uC918" - "\uB610" - "\uB78D" - "\uD578" - i - p - "\uD658" - "\uBCF8" - "\uD0AC" - "\uD615" - "\uCD95" - "\uB85D" - "\uAE54" - "\uB054" - "\uB150" - n - "\uC881" - "\uB9E8" - "\uCC3C" - "\uD640" - "\uB9DD" - "\uAC81" - "\uC6E0" - "\uC878" - "\uD5C8" - "\uB9F5" - "\uCF1C" - "\uD6A8" - "\uC904" - "\uCF58" - "\uC695" - "\uC545" - "\uB3C5" - "\uD611" - "\uB7B5" - "\uB79C" - "\uD56D" - "\uB1E8" - "\uCCD0" - "\uAC20" - "\uCE90" - "\uB989" - "\uD600" - "\uC69C" - "\uAD7D" - "\uB73B" - "\uC571" - "\uBD81" - "\uB355" - "\uCC0D" - "\uC158" - "\uC05C" - "\uCCAB" - "\uBB36" - "\uB0C9" - "\uBAAC" - "\uB51C" - "\uBA40" - "\uC6E8" - "\uBBA4" - "\uB4EC" - o - d - "\uB35F" - "\uACBC" - "\uB7F4" - "\uB9E1" - "\uB7AB" - "\uB204" - "\uAFD4" - "\uC167" - "\uB7A8" - "\uBA70" - "\uCE60" - "\uB82C" - "\uCB49" - "\uD648" - "\uD68D" - "\uBDF0" - "\uC220" - "\uB5D7" - "\uB118" - "\uD760" - "\uC96C" - "\uBB58" - "\uB2D9" - "\uCEE8" - "\uC9D1" - "\uBD04" - "\uD5E4" - "\uBD09" - "\uD551" - "\uCE7C" - "\uC539" - "\uB3C8" - "\uC721" - "\uD325" - "\uB730" - "\uC796" - "\uADDC" - "\uBCBC" - "\uC708" - "\uB00C" - "\uAD6D" - "\uB410" - "\uBC94" - "\uB7B4" - "\uACB8" - "\uC22D" - "\uD0D0" - "\uCE78" - "\uB215" - "\uAE65" - "\uC9DD" - "\uCF55" - "\uC600" - "\uCA08" - "\uCE20" - "\uBF51" - "\uC9F8" - "\uBE59" - "\uCCAD" - "\uB531" - "\uBD99" - "\uB5A1" - "\uB140" - "\uBA5C" - "\uC9C8" - "\uAF49" - "\uC654" - "\uB46C" - "\uACE1" - "\uCC2C" - a - "\uC584" - "\uBE45" - 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: 8k specaug: null specaug_conf: {} normalize: global_mvn normalize_conf: stats_file: exp/asr_stats_raw_sp/train/feats_stats.npz encoder: transformer encoder_conf: output_size: 256 attention_heads: 4 linear_units: 2048 num_blocks: 12 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.0 input_layer: conv2d normalize_before: true decoder: transformer decoder_conf: attention_heads: 4 linear_units: 2048 num_blocks: 6 dropout_rate: 0.1 positional_dropout_rate: 0.1 self_attention_dropout_rate: 0.0 src_attention_dropout_rate: 0.0 required: - output_dir - token_list distributed: true</code></pre> <strong>LM config</strong> <pre><code>NONE</code></pre>