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ESPnet2 pretrained model, kan-bayashi/csj_asr_train_asr_transformer_raw_char_sp_valid.acc.ave, fs=16k, lang=jp

kan-bayashi


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{
  "description": "<p>This model was trained by kan-bayashi using csj recipe in <a href=\"https://github.com/espnet/espnet/\">espnet</a>.</p>\n\n<p>&nbsp;</p>\n\n<ul>\n\t<li><strong>Python API</strong>\n\n\t<pre><code class=\"language-python\">See https://github.com/espnet/espnet_model_zoo</code></pre>\n\t</li>\n\t<li><strong>Evaluate in the recipe</strong>\n\t<pre><code class=\"language-bash\">git clone https://github.com/espnet/espnet\ncd espnet\ngit checkout 67ca53d61932e4ff3325f1ea7215eead03f300bb\npip install -e .\ncd egs2/csj/asr1\n./run.sh --skip_data_prep false --skip_train true --download_model kan-bayashi/csj_asr_train_asr_transformer_raw_char_sp_valid.acc.ave</code>\n</pre>\n\t</li>\n\t<li><strong>Results</strong>\n\t<pre><code>\n# RESULTS\n## Environments\n- date: `Sat Sep 19 08:17:29 JST 2020`\n- python version: `3.7.3 (default, Mar 27 2019, 22:11:17)  [GCC 7.3.0]`\n- espnet version: `espnet 0.8.0`\n- pytorch version: `pytorch 1.5.1`\n- Git hash: `67ca53d61932e4ff3325f1ea7215eead03f300bb`\n  - Commit date: `Wed Sep 16 12:04:46 2020 +0900`\n\n## asr_train_asr_transformer_raw_char_sp\n### WER\n\n|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|\n|---|---|---|---|---|---|---|---|---|\n|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|\n|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|\n|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|\n|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|\n|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|\n|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|\n\n### CER\n\n|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|\n|---|---|---|---|---|---|---|---|---|\n|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|\n|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|\n|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|\n|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|\n|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|\n|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|</code></pre>\n\t</li>\n\t<li><strong>ASR config</strong>\n\t<pre><code>config: conf/tuning/train_asr_transformer.yaml\nprint_config: false\nlog_level: INFO\ndry_run: false\niterator_type: sequence\noutput_dir: exp/asr_train_asr_transformer_raw_char_sp\nngpu: 1\nseed: 0\nnum_workers: 1\nnum_att_plot: 3\ndist_backend: nccl\ndist_init_method: env://\ndist_world_size: 4\ndist_rank: 0\nlocal_rank: 0\ndist_master_addr: localhost\ndist_master_port: 59623\ndist_launcher: null\nmultiprocessing_distributed: true\ncudnn_enabled: true\ncudnn_benchmark: false\ncudnn_deterministic: true\ncollect_stats: false\nwrite_collected_feats: false\nmax_epoch: 100\npatience: null\nval_scheduler_criterion:\n- valid\n- loss\nearly_stopping_criterion:\n- valid\n- loss\n- min\nbest_model_criterion:\n-   - valid\n    - acc\n    - max\nkeep_nbest_models: 10\ngrad_clip: 5.0\ngrad_clip_type: 2.0\ngrad_noise: false\naccum_grad: 6\nno_forward_run: false\nresume: true\ntrain_dtype: float32\nuse_amp: false\nlog_interval: null\npretrain_path: []\npretrain_key: []\nnum_iters_per_epoch: null\nbatch_size: 20\nvalid_batch_size: null\nbatch_bins: 15000000\nvalid_batch_bins: null\ntrain_shape_file:\n- exp/asr_stats_raw_sp/train/speech_shape\n- exp/asr_stats_raw_sp/train/text_shape.char\nvalid_shape_file:\n- exp/asr_stats_raw_sp/valid/speech_shape\n- exp/asr_stats_raw_sp/valid/text_shape.char\nbatch_type: numel\nvalid_batch_type: null\nfold_length:\n- 80000\n- 150\nsort_in_batch: descending\nsort_batch: descending\nmultiple_iterator: false\nchunk_length: 500\nchunk_shift_ratio: 0.5\nnum_cache_chunks: 1024\ntrain_data_path_and_name_and_type:\n-   - dump/raw/train_nodup_sp/wav.scp\n    - speech\n    - sound\n-   - dump/raw/train_nodup_sp/text\n    - text\n    - text\nvalid_data_path_and_name_and_type:\n-   - dump/raw/train_dev/wav.scp\n    - speech\n    - sound\n-   - dump/raw/train_dev/text\n    - text\n    - text\nallow_variable_data_keys: false\nmax_cache_size: 0.0\nvalid_max_cache_size: null\noptim: adam\noptim_conf:\n    lr: 0.002\nscheduler: warmuplr\nscheduler_conf:\n    warmup_steps: 25000\ntoken_list:\n- \n- \n- \"\\u306E\"\n- \"\\u3044\"\n- \"\\u3067\"\n- \"\\u3068\"\n- \"\\u30FC\"\n- \"\\u3066\"\n- \"\\u3046\"\n- \"\\u307E\"\n- \"\\u3059\"\n- \"\\u3057\"\n- \"\\u306B\"\n- \"\\u3063\"\n- \"\\u306A\"\n- \"\\u3048\"\n- \"\\u305F\"\n- \"\\u3053\"\n- \"\\u304C\"\n- \"\\u304B\"\n- \"\\u306F\"\n- \"\\u308B\"\n- \"\\u3042\"\n- \"\\u3093\"\n- \"\\u308C\"\n- \"\\u3082\"\n- \"\\u3092\"\n- \"\\u305D\"\n- \"\\u308A\"\n- \"\\u3089\"\n- \"\\u3051\"\n- \"\\u304F\"\n- \"\\u3069\"\n- \"\\u3088\"\n- \"\\u304D\"\n- \"\\u3060\"\n- \"\\u304A\"\n- \"\\u30F3\"\n- \"\\u306D\"\n- \"\\u4E00\"\n- \"\\u3055\"\n- \"\\u30B9\"\n- \"\\u8A00\"\n- \"\\u3061\"\n- \"\\u3064\"\n- \"\\u5206\"\n- \"\\u30C8\"\n- \"\\u3084\"\n- \"\\u4EBA\"\n- \"\\u30EB\"\n- \"\\u601D\"\n- \"\\u308F\"\n- \"\\u6642\"\n- \"\\u65B9\"\n- \"\\u3058\"\n- \"\\u30A4\"\n- \"\\u884C\"\n- \"\\u4F55\"\n- \"\\u307F\"\n- \"\\u5341\"\n- \"\\u30E9\"\n- \"\\u4E8C\"\n- \"\\u672C\"\n- \"\\u8A9E\"\n- \"\\u5927\"\n- \"\\u7684\"\n- \"\\u30AF\"\n- \"\\u30BF\"\n- \"\\u308D\"\n- \"\\u3070\"\n- \"\\u3087\"\n- \"\\u3083\"\n- \"\\u97F3\"\n- \"\\u51FA\"\n- \"\\u305B\"\n- \"\\u30C3\"\n- \"\\u5408\"\n- \"\\u65E5\"\n- \"\\u4E2D\"\n- \"\\u751F\"\n- \"\\u4ECA\"\n- \"\\u898B\"\n- \"\\u30EA\"\n- \"\\u9593\"\n- \"\\u8A71\"\n- \"\\u3081\"\n- \"\\u30A2\"\n- \"\\u5F8C\"\n- \"\\u81EA\"\n- \"\\u305A\"\n- \"\\u79C1\"\n- \"\\u30C6\"\n- \"\\u4E0A\"\n- \"\\u5E74\"\n- \"\\u5B66\"\n- \"\\u4E09\"\n- \"\\u30B7\"\n- \"\\u5834\"\n- \"\\u30C7\"\n- \"\\u5B9F\"\n- \"\\u5B50\"\n- \"\\u4F53\"\n- \"\\u8003\"\n- \"\\u5BFE\"\n- \"\\u7528\"\n- \"\\u6587\"\n- \"\\u30D1\"\n- \"\\u5F53\"\n- \"\\u7D50\"\n- \"\\u5EA6\"\n- \"\\u5165\"\n- \"\\u8A33\"\n- \"\\u30D5\"\n- \"\\u98A8\"\n- \"\\u30E0\"\n- \"\\u30D7\"\n- \"\\u6700\"\n- \"\\u30C9\"\n- \"\\u30EC\"\n- \"\\u30ED\"\n- \"\\u4F5C\"\n- \"\\u6570\"\n- \"\\u76EE\"\n- \"\\u30B8\"\n- \"\\u95A2\"\n- \"\\u30B0\"\n- \"\\u767A\"\n- \"\\u8005\"\n- \"\\u5B9A\"\n- \"\\u3005\"\n- \"\\u3050\"\n- \"\\u30B3\"\n- \"\\u4E8B\"\n- \"\\u624B\"\n- \"\\u5168\"\n- \"\\u5909\"\n- \"\\u30DE\"\n- \"\\u6027\"\n- \"\\u8868\"\n- \"\\u4F8B\"\n- \"\\u52D5\"\n- \"\\u8981\"\n- \"\\u5148\"\n- \"\\u524D\"\n- \"\\u610F\"\n- \"\\u90E8\"\n- \"\\u4F1A\"\n- \"\\u6301\"\n- \"\\u30E1\"\n- \"\\u5316\"\n- \"\\u9054\"\n- \"\\u4ED8\"\n- \"\\u5F62\"\n- \"\\u73FE\"\n- \"\\u4E94\"\n- \"\\u30AB\"\n- \"\\u3079\"\n- \"\\u53D6\"\n- \"\\u56DE\"\n- \"\\u5E38\"\n- \"\\u4F7F\"\n- \"\\u611F\"\n- \"\\u66F8\"\n- \"\\u6C17\"\n- \"\\u6CD5\"\n- \"\\u7A0B\"\n- \"\\u3071\"\n- \"\\u56DB\"\n- \"\\u591A\"\n- \"\\u8272\"\n- \"\\u30BB\"\n- \"\\u7406\"\n- \"\\u975E\"\n- \"\\u30D0\"\n- \"\\u58F0\"\n- \"\\u5358\"\n- \"\\u756A\"\n- \"\\uFF21\"\n- \"\\u6210\"\n- \"\\u540C\"\n- \"\\u901A\"\n- \"\\u30A3\"\n- \"\\u679C\"\n- \"\\u30AD\"\n- \"\\u554F\"\n- \"\\u984C\"\n- \"\\u69CB\"\n- \"\\u56FD\"\n- \"\\u6765\"\n- \"\\u9AD8\"\n- \"\\u6B21\"\n- \"\\u9A13\"\n- \"\\u3052\"\n- \"\\u30C1\"\n- \"\\u4EE5\"\n- \"\\u3054\"\n- \"\\u4EE3\"\n- \"\\u30E2\"\n- \"\\u30AA\"\n- \"\\u51C4\"\n- \"\\u7279\"\n- \"\\u77E5\"\n- \"\\u30E5\"\n- \"\\u7269\"\n- \"\\u660E\"\n- \"\\u70B9\"\n- \"\\u5473\"\n- \"\\u767E\"\n- \"\\u89E3\"\n- \"\\u8FD1\"\n- \"\\u8B58\"\n- \"\\u5730\"\n- \"\\u540D\"\n- \"\\u805E\"\n- \"\\u4E0B\"\n- \"\\u5C0F\"\n- \"\\u6559\"\n- \"\\u30B5\"\n- \"\\u70BA\"\n- \"\\u4E5D\"\n- \"\\u30D6\"\n- \"\\u5BB6\"\n- \"\\u30CB\"\n- \"\\u521D\"\n- \"\\u30D9\"\n- \"\\u30E7\"\n- \"\\u5C11\"\n- \"\\u8A8D\"\n- \"\\u8AD6\"\n- \"\\u529B\"\n- \"\\u516D\"\n- \"\\u30D3\"\n- \"\\u60C5\"\n- \"\\u7FD2\"\n- \"\\u30A6\"\n- \"\\u7ACB\"\n- \"\\u5FC3\"\n- \"\\u8ABF\"\n- \"\\u5831\"\n- \"\\u30A8\"\n- \"\\uFF24\"\n- \"\\uFF2E\"\n- \"\\u793A\"\n- \"\\u793E\"\n- \"\\u9055\"\n- \"\\u969B\"\n- \"\\u3056\"\n- \"\\u8AAC\"\n- \"\\u5FDC\"\n- \"\\u98DF\"\n- \"\\u72B6\"\n- \"\\u9577\"\n- \"\\u7814\"\n- \"\\u6821\"\n- \"\\u5185\"\n- \"\\u639B\"\n- \"\\u30DF\"\n- \"\\u5916\"\n- \"\\u5411\"\n- \"\\u80FD\"\n- \"\\u516B\"\n- \"\\u9762\"\n- \"\\u7A76\"\n- \"\\u7136\"\n- \"\\u3073\"\n- \"\\u30D4\"\n- \"\\u4E3B\"\n- \"\\u4FC2\"\n- \"\\u5024\"\n- \"\\u91CD\"\n- \"\\u8A5E\"\n- \"\\u4F9B\"\n- \"\\u5F97\"\n- \"\\u5FC5\"\n- \"\\u5973\"\n- \"\\u78BA\"\n- \"\\u7D42\"\n- \"\\u30BA\"\n- \"\\u6BCD\"\n- \"\\u696D\"\n- \"\\u7387\"\n- \"\\u65B0\"\n- \"\\u6D3B\"\n- \"\\u697D\"\n- \"\\u8449\"\n- \"\\u8A08\"\n- \"\\u30CA\"\n- \"\\u3080\"\n- \"\\u6240\"\n- \"\\u4E16\"\n- \"\\u6B63\"\n- \"\\u30E3\"\n- \"\\u8A18\"\n- \"\\u671F\"\n- \"\\u5207\"\n- \"\\u3078\"\n- \"\\u6A5F\"\n- \"\\u30DA\"\n- \"\\u5343\"\n- \"\\u985E\"\n- \"\\u5143\"\n- \"\\u614B\"\n- \"\\u826F\"\n- \"\\u5728\"\n- \"\\u6709\"\n- \"\\u30C0\"\n- \"\\u4E03\"\n- \"\\uFF23\"\n- \"\\u5225\"\n- \"\\u30EF\"\n- \"\\u691C\"\n- \"\\u7D9A\"\n- \"\\u9078\"\n- \"\\u57FA\"\n- \"\\u76F8\"\n- \"\\u6708\"\n- \"\\u4FA1\"\n- \"\\u7D20\"\n- \"\\u4ED6\"\n- \"\\u6BD4\"\n- \"\\u9023\"\n- \"\\u96C6\"\n- \"\\u30A7\"\n- \"\\u307B\"\n- \"\\u4F4D\"\n- \"\\u597D\"\n- \"\\uFF2D\"\n- \"\\u5F37\"\n- \"\\u4E0D\"\n- \"\\u5FA1\"\n- \"\\u6790\"\n- \"\\u30DD\"\n- \"\\u7121\"\n- \"\\u89AA\"\n- \"\\u53D7\"\n- \"\\u3086\"\n- \"\\u7F6E\"\n- \"\\u8C61\"\n- \"\\u4ED5\"\n- \"\\u5F0F\"\n- \"\\u30CD\"\n- \"\\u6307\"\n- \"\\u8AAD\"\n- \"\\u6C7A\"\n- \"\\u8ECA\"\n- \"\\u96FB\"\n- \"\\u904E\"\n- \"\\u30B1\"\n- \"\\u8A55\"\n- \"\\u5229\"\n- \"\\u6B8B\"\n- \"\\u8D77\"\n- \"\\u30CE\"\n- \"\\u7D4C\"\n- \"\\u56F3\"\n- \"\\u4F1D\"\n- \"\\u500B\"\n- \"\\u30C4\"\n- \"\\u7BC0\"\n- \"\\u9053\"\n- \"\\u5E73\"\n- \"\\u91D1\"\n- \"\\u899A\"\n- \"\\uFF34\"\n- \"\\u4F4F\"\n- \"\\u59CB\"\n- \"\\u63D0\"\n- \"\\u5B58\"\n- \"\\u5171\"\n- \"\\u30DB\"\n- \"\\u7B2C\"\n- \"\\u7D44\"\n- \"\\u89B3\"\n- \"\\u80B2\"\n- \"\\u6771\"\n- \"\\u305E\"\n- \"\\u958B\"\n- \"\\u52A0\"\n- \"\\u5F15\"\n- \"\\uFF33\"\n- \"\\u53E3\"\n- \"\\u6C34\"\n- \"\\u5BB9\"\n- \"\\u5468\"\n- \"\\u5B87\"\n- \"\\u7D04\"\n- \"\\u5B57\"\n- \"\\u3076\"\n- \"\\u9803\"\n- \"\\u3072\"\n- \"\\u5B99\"\n- \"\\u6BB5\"\n- \"\\u30BD\"\n- \"\\u97FF\"\n- \"\\u30DC\"\n- \"\\u53CB\"\n- \"\\u91CF\"\n- \"\\u6599\"\n- \"\\u3085\"\n- \"\\u5CF6\"\n- \"\\u8EAB\"\n- \"\\u76F4\"\n- \"\\u753B\"\n- \"\\u7DDA\"\n- \"\\u54C1\"\n- \"\\u5DEE\"\n- \"\\u4EF6\"\n- \"\\u9069\"\n- \"\\u5F35\"\n- \"\\u8FBA\"\n- \"\\u8FBC\"\n- \"\\u91CE\"\n- \"\\u69D8\"\n- \"\\u578B\"\n- \"\\u4E88\"\n- \"\\u7A2E\"\n- \"\\u5074\"\n- \"\\u8FF0\"\n- \"\\u5C71\"\n- \"\\u5C4B\"\n- \"\\u5E30\"\n- \"\\u30CF\"\n- \"\\u4E57\"\n- \"\\u539F\"\n- \"\\u683C\"\n- \"\\u8CEA\"\n- \"\\u666E\"\n- \"\\uFF30\"\n- \"\\u9020\"\n- \"\\u753A\"\n- \"\\u30B4\"\n- \"\\u82F1\"\n- \"\\u63A5\"\n- \"\\u304E\"\n- \"\\u6E2C\"\n- \"\\u3075\"\n- \"\\u7FA9\"\n- \"\\u4EAC\"\n- \"\\u5272\"\n- \"\\u5236\"\n- \"\\u7B54\"\n- \"\\u5404\"\n- \"\\u4FE1\"\n- \"\\u754C\"\n- \"\\u6211\"\n- \"\\u7A7A\"\n- \"\\uFF0E\"\n- \"\\u7740\"\n- \"\\u53EF\"\n- \"\\u66F4\"\n- \"\\u6D77\"\n- \"\\u4E0E\"\n- \"\\u9032\"\n- \"\\u52B9\"\n- \"\\u5F7C\"\n- \"\\u771F\"\n- \"\\u7530\"\n- \"\\u5FB4\"\n- \"\\u6D41\"\n- \"\\u5177\"\n- \"\\uFF32\"\n- \"\\u5E02\"\n- \"\\u67FB\"\n- \"\\u5B89\"\n- \"\\uFF22\"\n- \"\\u5E83\"\n- \"\\u50D5\"\n- \"\\u6CE2\"\n- 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\"\\u5366\"\n- \"\\u5B5F\"\n- \"\\u5323\"\n- \"\\u4ED4\"\n- \"\\u5D19\"\n- \"\\u6787\"\n- \"\\u6777\"\n- \"\\u81C0\"\n- \"\\u681E\"\n- \"\\u9E1E\"\n- \"\\u61FA\"\n- \"\\u55DA\"\n- \"\\u6DB8\"\n- \"\\u30C5\"\n- \"\\u8D16\"\n- \"\\u5E9A\"\n- \"\\u93D1\"\n- \"\\u9149\"\n- \"\\u670B\"\n- \"\\u70F9\"\n- \"\\u53C8\"\n- \"\\u7337\"\n- \"\\u7C00\"\n- \"\\u5B2C\"\n- \"\\u88B7\"\n- \"\\u6BB7\"\n- \"\\u51DB\"\n- \"\\u4EC0\"\n- \"\\u71FF\"\n- \"\\u5556\"\n- \"\\u7BC6\"\n- \"\\u7DD8\"\n- \"\\u5036\"\n- \"\\u6AC3\"\n- \"\\u8A03\"\n- \"\\u540F\"\n- \"\\u5CB1\"\n- \"\\u8A25\"\n- \"\\u958F\"\n- \"\\u5DBD\"\n- \"\\u722C\"\n- \"\\u618A\"\n- \"\\u7511\"\n- \"\\u6144\"\n- \"\\u5E25\"\n- \"\\u7704\"\n- \"\\u5A11\"\n- \"\\u50E5\"\n- \"\\u5016\"\n- \"\\u800C\"\n- \"\\u8F4D\"\n- \"\\u5583\"\n- \"\\u81BE\"\n- \"\\u7099\"\n- \"\\u85AF\"\n- \"\\u97EE\"\n- \"\\u4E99\"\n- \"\\u8B14\"\n- \"\\u86CE\"\n- \"\\u7425\"\n- \"\\u73C0\"\n- \"\\u698A\"\n- \"\\u7C3E\"\n- \"\\u8D6D\"\n- \"\\u8823\"\n- \"\\u8299\"\n- \"\\u8B01\"\n- \"\\u9022\"\n- \"\\u8466\"\n- \"\\u6670\"\n- \"\\u5398\"\n- \"\\u707C\"\n- \"\\u903C\"\n- \"\\u9328\"\n- \"\\u700B\"\n- \"\\u5FF8\"\n- \"\\u6029\"\n- \"\\u7165\"\n- \"\\u7B0F\"\n- \"\\u5FFD\"\n- \"\\u7708\"\n- \"\\u7DEC\"\n- \"\\u5C4D\"\n- \"\\u75BD\"\n- \"\\u6E5B\"\n- \"\\u788D\"\n- \"\\u8AE4\"\n- \ninit: xavier_uniform\ninput_size: null\nctc_conf:\n    dropout_rate: 0.0\n    ctc_type: builtin\n    reduce: true\nmodel_conf:\n    ctc_weight: 0.3\n    lsm_weight: 0.1\n    length_normalized_loss: false\nuse_preprocessor: true\ntoken_type: char\nbpemodel: null\nnon_linguistic_symbols: null\ncleaner: null\ng2p: null\nfrontend: default\nfrontend_conf:\n    fs: 16k\nspecaug: specaug\nspecaug_conf:\n    apply_time_warp: true\n    time_warp_window: 5\n    time_warp_mode: bicubic\n    apply_freq_mask: true\n    freq_mask_width_range:\n    - 0\n    - 30\n    num_freq_mask: 2\n    apply_time_mask: true\n    time_mask_width_range:\n    - 0\n    - 40\n    num_time_mask: 2\nnormalize: global_mvn\nnormalize_conf:\n    stats_file: exp/asr_stats_raw_sp/train/feats_stats.npz\nencoder: transformer\nencoder_conf:\n    output_size: 512\n    attention_heads: 8\n    linear_units: 2048\n    num_blocks: 18\n    dropout_rate: 0.1\n    positional_dropout_rate: 0.1\n    attention_dropout_rate: 0.1\n    input_layer: conv2d6\n    normalize_before: true\ndecoder: transformer\ndecoder_conf:\n    attention_heads: 8\n    linear_units: 2048\n    num_blocks: 6\n    dropout_rate: 0.1\n    positional_dropout_rate: 0.1\n    self_attention_dropout_rate: 0.1\n    src_attention_dropout_rate: 0.1\nrequired:\n- output_dir\n- token_list\ndistributed: true</code></pre>\n\t</li>\n\t<li><strong>LM config</strong>\n\t<pre><code>config: conf/train_lm.yaml\nprint_config: false\nlog_level: INFO\ndry_run: false\niterator_type: sequence\noutput_dir: exp/lm_train_lm_char\nngpu: 1\nseed: 0\nnum_workers: 1\nnum_att_plot: 3\ndist_backend: nccl\ndist_init_method: env://\ndist_world_size: 4\ndist_rank: 0\nlocal_rank: 0\ndist_master_addr: localhost\ndist_master_port: 41757\ndist_launcher: null\nmultiprocessing_distributed: true\ncudnn_enabled: true\ncudnn_benchmark: false\ncudnn_deterministic: true\ncollect_stats: false\nwrite_collected_feats: false\nmax_epoch: 40\npatience: 3\nval_scheduler_criterion:\n- valid\n- loss\nearly_stopping_criterion:\n- valid\n- loss\n- min\nbest_model_criterion:\n-   - valid\n    - loss\n    - min\nkeep_nbest_models: 1\ngrad_clip: 5.0\ngrad_noise: false\naccum_grad: 1\nno_forward_run: false\nresume: true\ntrain_dtype: float32\nuse_amp: false\nlog_interval: null\npretrain_path: []\npretrain_key: []\nnum_iters_per_epoch: null\nbatch_size: 256\nvalid_batch_size: null\nbatch_bins: 1000000\nvalid_batch_bins: null\ntrain_shape_file:\n- exp/lm_stats/train/text_shape.char\nvalid_shape_file:\n- exp/lm_stats/valid/text_shape.char\nbatch_type: folded\nvalid_batch_type: null\nfold_length:\n- 150\nsort_in_batch: descending\nsort_batch: descending\nmultiple_iterator: false\nchunk_length: 500\nchunk_shift_ratio: 0.5\nnum_cache_chunks: 1024\ntrain_data_path_and_name_and_type:\n-   - dump/raw/srctexts\n    - text\n    - text\nvalid_data_path_and_name_and_type:\n-   - dump/raw/train_dev/text\n    - text\n    - text\nallow_variable_data_keys: false\nmax_cache_size: 0.0\nvalid_max_cache_size: null\noptim: sgd\noptim_conf: {}\nscheduler: null\nscheduler_conf: {}\ntoken_list:\n- \n- \n- \"\\u306E\"\n- \"\\u3044\"\n- \"\\u3067\"\n- \"\\u3068\"\n- \"\\u30FC\"\n- \"\\u3066\"\n- \"\\u3046\"\n- \"\\u307E\"\n- \"\\u3059\"\n- \"\\u3057\"\n- \"\\u306B\"\n- \"\\u3063\"\n- \"\\u306A\"\n- \"\\u3048\"\n- \"\\u305F\"\n- \"\\u3053\"\n- \"\\u304C\"\n- \"\\u304B\"\n- \"\\u306F\"\n- \"\\u308B\"\n- \"\\u3042\"\n- \"\\u3093\"\n- \"\\u308C\"\n- \"\\u3082\"\n- \"\\u3092\"\n- \"\\u305D\"\n- \"\\u308A\"\n- \"\\u3089\"\n- \"\\u3051\"\n- \"\\u304F\"\n- \"\\u3069\"\n- \"\\u3088\"\n- \"\\u304D\"\n- \"\\u3060\"\n- \"\\u304A\"\n- \"\\u30F3\"\n- \"\\u306D\"\n- \"\\u4E00\"\n- \"\\u3055\"\n- \"\\u30B9\"\n- \"\\u8A00\"\n- \"\\u3061\"\n- \"\\u3064\"\n- \"\\u5206\"\n- \"\\u30C8\"\n- \"\\u3084\"\n- \"\\u4EBA\"\n- \"\\u30EB\"\n- \"\\u601D\"\n- \"\\u308F\"\n- \"\\u6642\"\n- \"\\u65B9\"\n- \"\\u3058\"\n- \"\\u30A4\"\n- \"\\u884C\"\n- \"\\u4F55\"\n- \"\\u307F\"\n- \"\\u5341\"\n- \"\\u30E9\"\n- \"\\u4E8C\"\n- \"\\u672C\"\n- \"\\u8A9E\"\n- \"\\u5927\"\n- \"\\u7684\"\n- \"\\u30AF\"\n- \"\\u30BF\"\n- \"\\u308D\"\n- \"\\u3070\"\n- \"\\u3087\"\n- \"\\u3083\"\n- \"\\u97F3\"\n- \"\\u51FA\"\n- \"\\u305B\"\n- \"\\u30C3\"\n- \"\\u5408\"\n- \"\\u65E5\"\n- \"\\u4E2D\"\n- \"\\u751F\"\n- \"\\u4ECA\"\n- \"\\u898B\"\n- \"\\u30EA\"\n- \"\\u9593\"\n- \"\\u8A71\"\n- \"\\u3081\"\n- \"\\u30A2\"\n- \"\\u5F8C\"\n- \"\\u81EA\"\n- \"\\u305A\"\n- \"\\u79C1\"\n- \"\\u30C6\"\n- \"\\u4E0A\"\n- \"\\u5E74\"\n- \"\\u5B66\"\n- \"\\u4E09\"\n- \"\\u30B7\"\n- \"\\u5834\"\n- \"\\u30C7\"\n- \"\\u5B9F\"\n- \"\\u5B50\"\n- \"\\u4F53\"\n- \"\\u8003\"\n- \"\\u5BFE\"\n- \"\\u7528\"\n- \"\\u6587\"\n- \"\\u30D1\"\n- \"\\u5F53\"\n- \"\\u7D50\"\n- \"\\u5EA6\"\n- \"\\u5165\"\n- \"\\u8A33\"\n- \"\\u30D5\"\n- \"\\u98A8\"\n- \"\\u30E0\"\n- \"\\u30D7\"\n- \"\\u6700\"\n- \"\\u30C9\"\n- \"\\u30EC\"\n- \"\\u30ED\"\n- \"\\u4F5C\"\n- \"\\u6570\"\n- \"\\u76EE\"\n- \"\\u30B8\"\n- \"\\u95A2\"\n- \"\\u30B0\"\n- \"\\u767A\"\n- \"\\u8005\"\n- \"\\u5B9A\"\n- \"\\u3005\"\n- \"\\u3050\"\n- \"\\u30B3\"\n- \"\\u4E8B\"\n- \"\\u624B\"\n- \"\\u5168\"\n- \"\\u5909\"\n- \"\\u30DE\"\n- \"\\u6027\"\n- \"\\u8868\"\n- \"\\u4F8B\"\n- \"\\u52D5\"\n- \"\\u8981\"\n- \"\\u5148\"\n- \"\\u524D\"\n- \"\\u610F\"\n- \"\\u90E8\"\n- \"\\u4F1A\"\n- \"\\u6301\"\n- \"\\u30E1\"\n- \"\\u5316\"\n- \"\\u9054\"\n- \"\\u4ED8\"\n- \"\\u5F62\"\n- \"\\u73FE\"\n- \"\\u4E94\"\n- \"\\u30AB\"\n- \"\\u3079\"\n- \"\\u53D6\"\n- \"\\u56DE\"\n- \"\\u5E38\"\n- \"\\u4F7F\"\n- \"\\u611F\"\n- \"\\u66F8\"\n- \"\\u6C17\"\n- \"\\u6CD5\"\n- \"\\u7A0B\"\n- \"\\u3071\"\n- \"\\u56DB\"\n- \"\\u591A\"\n- \"\\u8272\"\n- \"\\u30BB\"\n- \"\\u7406\"\n- \"\\u975E\"\n- \"\\u30D0\"\n- \"\\u58F0\"\n- \"\\u5358\"\n- \"\\u756A\"\n- \"\\uFF21\"\n- \"\\u6210\"\n- \"\\u540C\"\n- \"\\u901A\"\n- \"\\u30A3\"\n- \"\\u679C\"\n- \"\\u30AD\"\n- \"\\u554F\"\n- \"\\u984C\"\n- \"\\u69CB\"\n- \"\\u56FD\"\n- \"\\u6765\"\n- \"\\u9AD8\"\n- \"\\u6B21\"\n- \"\\u9A13\"\n- \"\\u3052\"\n- \"\\u30C1\"\n- \"\\u4EE5\"\n- \"\\u3054\"\n- \"\\u4EE3\"\n- \"\\u30E2\"\n- \"\\u30AA\"\n- \"\\u51C4\"\n- \"\\u7279\"\n- \"\\u77E5\"\n- \"\\u30E5\"\n- \"\\u7269\"\n- \"\\u660E\"\n- \"\\u70B9\"\n- \"\\u5473\"\n- \"\\u767E\"\n- \"\\u89E3\"\n- \"\\u8FD1\"\n- \"\\u8B58\"\n- \"\\u5730\"\n- \"\\u540D\"\n- \"\\u805E\"\n- \"\\u4E0B\"\n- \"\\u5C0F\"\n- \"\\u6559\"\n- \"\\u30B5\"\n- \"\\u70BA\"\n- \"\\u4E5D\"\n- \"\\u30D6\"\n- \"\\u5BB6\"\n- \"\\u30CB\"\n- \"\\u521D\"\n- \"\\u30D9\"\n- \"\\u30E7\"\n- \"\\u5C11\"\n- \"\\u8A8D\"\n- \"\\u8AD6\"\n- \"\\u529B\"\n- \"\\u516D\"\n- \"\\u30D3\"\n- \"\\u60C5\"\n- \"\\u7FD2\"\n- \"\\u30A6\"\n- \"\\u7ACB\"\n- \"\\u5FC3\"\n- \"\\u8ABF\"\n- \"\\u5831\"\n- \"\\u30A8\"\n- \"\\uFF24\"\n- \"\\uFF2E\"\n- \"\\u793A\"\n- \"\\u793E\"\n- \"\\u9055\"\n- \"\\u969B\"\n- \"\\u3056\"\n- \"\\u8AAC\"\n- \"\\u5FDC\"\n- \"\\u98DF\"\n- \"\\u72B6\"\n- \"\\u9577\"\n- \"\\u7814\"\n- \"\\u6821\"\n- \"\\u5185\"\n- \"\\u639B\"\n- \"\\u30DF\"\n- \"\\u5916\"\n- \"\\u5411\"\n- \"\\u80FD\"\n- \"\\u516B\"\n- \"\\u9762\"\n- \"\\u7A76\"\n- \"\\u7136\"\n- \"\\u3073\"\n- \"\\u30D4\"\n- \"\\u4E3B\"\n- \"\\u4FC2\"\n- \"\\u5024\"\n- \"\\u91CD\"\n- \"\\u8A5E\"\n- \"\\u4F9B\"\n- \"\\u5F97\"\n- \"\\u5FC5\"\n- \"\\u5973\"\n- \"\\u78BA\"\n- \"\\u7D42\"\n- \"\\u30BA\"\n- \"\\u6BCD\"\n- \"\\u696D\"\n- \"\\u7387\"\n- \"\\u65B0\"\n- \"\\u6D3B\"\n- \"\\u697D\"\n- \"\\u8449\"\n- \"\\u8A08\"\n- \"\\u30CA\"\n- \"\\u3080\"\n- \"\\u6240\"\n- \"\\u4E16\"\n- \"\\u6B63\"\n- \"\\u30E3\"\n- \"\\u8A18\"\n- \"\\u671F\"\n- \"\\u5207\"\n- \"\\u3078\"\n- \"\\u6A5F\"\n- \"\\u30DA\"\n- \"\\u5343\"\n- \"\\u985E\"\n- \"\\u5143\"\n- \"\\u614B\"\n- \"\\u826F\"\n- \"\\u5728\"\n- \"\\u6709\"\n- \"\\u30C0\"\n- \"\\u4E03\"\n- \"\\uFF23\"\n- \"\\u5225\"\n- \"\\u30EF\"\n- \"\\u691C\"\n- \"\\u7D9A\"\n- \"\\u9078\"\n- \"\\u57FA\"\n- \"\\u76F8\"\n- \"\\u6708\"\n- \"\\u4FA1\"\n- \"\\u7D20\"\n- \"\\u4ED6\"\n- \"\\u6BD4\"\n- \"\\u9023\"\n- \"\\u96C6\"\n- \"\\u30A7\"\n- \"\\u307B\"\n- \"\\u4F4D\"\n- \"\\u597D\"\n- \"\\uFF2D\"\n- \"\\u5F37\"\n- \"\\u4E0D\"\n- \"\\u5FA1\"\n- \"\\u6790\"\n- \"\\u30DD\"\n- \"\\u7121\"\n- \"\\u89AA\"\n- \"\\u53D7\"\n- \"\\u3086\"\n- \"\\u7F6E\"\n- \"\\u8C61\"\n- \"\\u4ED5\"\n- \"\\u5F0F\"\n- \"\\u30CD\"\n- \"\\u6307\"\n- \"\\u8AAD\"\n- \"\\u6C7A\"\n- \"\\u8ECA\"\n- \"\\u96FB\"\n- \"\\u904E\"\n- \"\\u30B1\"\n- \"\\u8A55\"\n- \"\\u5229\"\n- \"\\u6B8B\"\n- \"\\u8D77\"\n- \"\\u30CE\"\n- \"\\u7D4C\"\n- \"\\u56F3\"\n- \"\\u4F1D\"\n- \"\\u500B\"\n- \"\\u30C4\"\n- \"\\u7BC0\"\n- \"\\u9053\"\n- \"\\u5E73\"\n- \"\\u91D1\"\n- \"\\u899A\"\n- \"\\uFF34\"\n- \"\\u4F4F\"\n- \"\\u59CB\"\n- \"\\u63D0\"\n- \"\\u5B58\"\n- \"\\u5171\"\n- \"\\u30DB\"\n- \"\\u7B2C\"\n- \"\\u7D44\"\n- \"\\u89B3\"\n- \"\\u80B2\"\n- \"\\u6771\"\n- \"\\u305E\"\n- \"\\u958B\"\n- \"\\u52A0\"\n- \"\\u5F15\"\n- \"\\uFF33\"\n- \"\\u53E3\"\n- \"\\u6C34\"\n- \"\\u5BB9\"\n- \"\\u5468\"\n- \"\\u5B87\"\n- \"\\u7D04\"\n- \"\\u5B57\"\n- \"\\u3076\"\n- \"\\u9803\"\n- \"\\u3072\"\n- \"\\u5B99\"\n- \"\\u6BB5\"\n- \"\\u30BD\"\n- \"\\u97FF\"\n- \"\\u30DC\"\n- \"\\u53CB\"\n- \"\\u91CF\"\n- \"\\u6599\"\n- \"\\u3085\"\n- \"\\u5CF6\"\n- \"\\u8EAB\"\n- \"\\u76F4\"\n- \"\\u753B\"\n- \"\\u7DDA\"\n- \"\\u54C1\"\n- \"\\u5DEE\"\n- \"\\u4EF6\"\n- \"\\u9069\"\n- \"\\u5F35\"\n- \"\\u8FBA\"\n- \"\\u8FBC\"\n- \"\\u91CE\"\n- \"\\u69D8\"\n- \"\\u578B\"\n- \"\\u4E88\"\n- \"\\u7A2E\"\n- \"\\u5074\"\n- \"\\u8FF0\"\n- \"\\u5C71\"\n- \"\\u5C4B\"\n- \"\\u5E30\"\n- \"\\u30CF\"\n- \"\\u4E57\"\n- \"\\u539F\"\n- \"\\u683C\"\n- \"\\u8CEA\"\n- \"\\u666E\"\n- \"\\uFF30\"\n- \"\\u9020\"\n- \"\\u753A\"\n- \"\\u30B4\"\n- \"\\u82F1\"\n- \"\\u63A5\"\n- \"\\u304E\"\n- \"\\u6E2C\"\n- \"\\u3075\"\n- \"\\u7FA9\"\n- \"\\u4EAC\"\n- \"\\u5272\"\n- \"\\u5236\"\n- \"\\u7B54\"\n- \"\\u5404\"\n- \"\\u4FE1\"\n- \"\\u754C\"\n- \"\\u6211\"\n- \"\\u7A7A\"\n- \"\\uFF0E\"\n- \"\\u7740\"\n- \"\\u53EF\"\n- \"\\u66F4\"\n- \"\\u6D77\"\n- \"\\u4E0E\"\n- \"\\u9032\"\n- \"\\u52B9\"\n- \"\\u5F7C\"\n- \"\\u771F\"\n- \"\\u7530\"\n- \"\\u5FB4\"\n- \"\\u6D41\"\n- \"\\u5177\"\n- \"\\uFF32\"\n- \"\\u5E02\"\n- \"\\u67FB\"\n- \"\\u5B89\"\n- \"\\uFF22\"\n- \"\\u5E83\"\n- \"\\u50D5\"\n- \"\\u6CE2\"\n- \"\\u5C40\"\n- \"\\u8A2D\"\n- \"\\u7537\"\n- \"\\u767D\"\n- \"\\u30B6\"\n- \"\\u53CD\"\n- \"\\u6226\"\n- \"\\u533A\"\n- \"\\u6C42\"\n- \"\\u96D1\"\n- \"\\uFF29\"\n- \"\\u6B69\"\n- \"\\u8CB7\"\n- \"\\u982D\"\n- \"\\u7B97\"\n- \"\\u534A\"\n- \"\\u4FDD\"\n- \"\\u5E03\"\n- \"\\u96E3\"\n- \"\\uFF2C\"\n- \"\\u5224\"\n- \"\\u843D\"\n- \"\\u8DB3\"\n- \"\\u5E97\"\n- \"\\u7533\"\n- \"\\u8FD4\"\n- \"\\u30AE\"\n- \"\\u4E07\"\n- \"\\u6728\"\n- \"\\u6614\"\n- \"\\u8F03\"\n- \"\\u7D22\"\n- \"\\uFF26\"\n- \"\\u30B2\"\n- 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\"\\u8A03\"\n- \"\\u540F\"\n- \"\\u5CB1\"\n- \"\\u8A25\"\n- \"\\u958F\"\n- \"\\u5DBD\"\n- \"\\u722C\"\n- \"\\u618A\"\n- \"\\u7511\"\n- \"\\u6144\"\n- \"\\u5E25\"\n- \"\\u7704\"\n- \"\\u5A11\"\n- \"\\u50E5\"\n- \"\\u5016\"\n- \"\\u800C\"\n- \"\\u8F4D\"\n- \"\\u5583\"\n- \"\\u81BE\"\n- \"\\u7099\"\n- \"\\u85AF\"\n- \"\\u97EE\"\n- \"\\u4E99\"\n- \"\\u8B14\"\n- \"\\u86CE\"\n- \"\\u7425\"\n- \"\\u73C0\"\n- \"\\u698A\"\n- \"\\u7C3E\"\n- \"\\u8D6D\"\n- \"\\u8823\"\n- \"\\u8299\"\n- \"\\u8B01\"\n- \"\\u9022\"\n- \"\\u8466\"\n- \"\\u6670\"\n- \"\\u5398\"\n- \"\\u707C\"\n- \"\\u903C\"\n- \"\\u9328\"\n- \"\\u700B\"\n- \"\\u5FF8\"\n- \"\\u6029\"\n- \"\\u7165\"\n- \"\\u7B0F\"\n- \"\\u5FFD\"\n- \"\\u7708\"\n- \"\\u7DEC\"\n- \"\\u5C4D\"\n- \"\\u75BD\"\n- \"\\u6E5B\"\n- \"\\u788D\"\n- \"\\u8AE4\"\n- \ninit: null\nmodel_conf:\n    ignore_id: 0\nuse_preprocessor: true\ntoken_type: char\nbpemodel: null\nnon_linguistic_symbols: null\ncleaner: null\ng2p: null\nlm: seq_rnn\nlm_conf:\n    rnn_type: lstm\n    nlayers: 2\n    unit: 650\nrequired:\n- output_dir\n- token_list\ndistributed: true</code></pre>\n\t</li>\n</ul>", 
  "license": "https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode", 
  "creator": [
    {
      "@type": "Person", 
      "name": "kan-bayashi"
    }
  ], 
  "url": "https://zenodo.org/record/4037458", 
  "datePublished": "2020-09-19", 
  "keywords": [
    "ESPnet", 
    "deep-learning", 
    "python", 
    "pytorch", 
    "speech-recognition", 
    "speech-synthesis", 
    "speech-translation", 
    "machine-translation"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.4037458", 
  "@id": "https://doi.org/10.5281/zenodo.4037458", 
  "@type": "CreativeWork", 
  "name": "ESPnet2 pretrained model, kan-bayashi/csj_asr_train_asr_transformer_raw_char_sp_valid.acc.ave, fs=16k, lang=jp"
}
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