Published November 18, 2020
| Version v1
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Open
ESPnet2 pretrained model, kamo-naoyuki/reverb_asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp_valid.acc.ave, fs=16k, lang=en
Creators
Description
This model was trained by kamo-naoyuki using reverb 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 7b59d9acb37de201f4fa4c7bc1f53da96519e96a pip install -e . cd egs2/reverb/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model kamo-naoyuki/reverb_asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp_valid.acc.ave - Results
# RESULTS ## Environments - date: `Tue Nov 17 22:56:55 JST 2020` - python version: `3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0]` - espnet version: `espnet 0.9.5` - pytorch version: `pytorch 1.5.1` - Git hash: `7aad8240a2c0643289ce6ea76d6f42eb12c15674` - Commit date: `Tue Nov 10 22:46:38 2020 +0900` ## asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch|179|3066|91.4|6.7|1.9|0.9|9.5|55.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_far|89|1463|90.8|7.4|1.8|1.4|10.5|60.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_near|90|1603|92.0|6.0|2.1|0.6|8.6|50.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|3066|91.8|6.3|1.9|0.8|9.0|54.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|1463|91.4|6.8|1.8|1.1|9.7|58.4| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|1603|92.2|5.7|2.1|0.6|8.4|50.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|3066|95.7|3.4|0.9|0.5|4.9|35.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|1463|95.0|4.0|1.0|0.7|5.7|38.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|1603|96.3|2.8|0.9|0.4|4.1|33.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch|1484|24338|96.3|2.9|0.8|0.3|4.0|33.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_far|742|12169|95.5|3.5|1.0|0.4|4.9|38.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_near|742|12169|97.0|2.4|0.6|0.2|3.2|28.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|24338|96.4|2.9|0.8|0.3|4.0|33.4| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|12169|95.7|3.4|0.9|0.4|4.8|38.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|12169|97.0|2.3|0.6|0.2|3.2|28.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|24338|97.3|2.1|0.6|0.2|2.9|26.6| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|12169|97.2|2.2|0.6|0.2|2.9|27.5| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|12169|97.3|2.1|0.6|0.2|2.8|25.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch|372|6093|91.6|6.9|1.5|1.0|9.4|53.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_far|186|2962|90.7|7.5|1.8|1.3|10.5|54.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_near|186|3131|92.4|6.3|1.3|0.8|8.3|51.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.3|6.2|1.5|1.0|8.7|53.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.4|6.8|1.8|1.1|9.8|54.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.1|5.7|1.2|0.8|7.7|52.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|6093|96.3|3.0|0.7|0.6|4.3|33.6| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|2962|96.0|3.4|0.6|0.7|4.7|33.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|3131|96.5|2.6|0.9|0.5|4.0|33.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch|2176|35972|96.4|2.9|0.7|0.3|3.9|35.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_far|1088|17986|95.7|3.6|0.8|0.4|4.7|40.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_near|1088|17986|97.2|2.3|0.6|0.3|3.1|31.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|35972|96.5|2.8|0.6|0.3|3.7|35.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|17986|95.9|3.4|0.7|0.3|4.5|39.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|17986|97.2|2.3|0.5|0.2|3.0|31.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|35972|97.4|2.0|0.5|0.2|2.8|29.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|17986|97.4|2.1|0.5|0.2|2.9|29.5| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|17986|97.5|2.0|0.5|0.2|2.7|28.6| |decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.1|8.0|1.9|1.1|11.0|62.4| |decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|88.8|9.0|2.2|1.4|12.6|64.0| |decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|91.3|7.0|1.7|0.8|9.5|60.8| |decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.5|8.1|1.5|1.2|10.7|61.3| |decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.7|8.7|1.5|1.5|11.7|64.0| |decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|91.2|7.4|1.4|0.9|9.7|58.6| |decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|75.0|22.7|2.3|2.9|27.9|88.7| |decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|74.5|23.1|2.5|3.3|28.8|89.8| |decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|75.6|22.4|2.1|2.6|27.1|87.6| |decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|91.1|6.6|2.3|0.9|9.7|56.5| |decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.8|7.6|2.6|1.1|11.2|58.6| |decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|92.3|5.7|2.0|0.6|8.3|54.3| |decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.1|6.5|1.4|1.1|9.0|54.8| |decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.3|7.1|1.6|1.4|10.1|57.5| |decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|92.8|5.9|1.3|0.8|8.0|52.2| |decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|81.6|16.6|1.8|2.4|20.9|79.8| |decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|80.8|17.3|1.9|2.8|22.1|81.2| |decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|82.3|16.0|1.7|2.0|19.7|78.5| |decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.5|6.5|3.0|0.9|10.4|57.0| |decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.5|7.3|3.1|1.1|11.5|57.5| |decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|91.5|5.7|2.8|0.8|9.3|56.5| |decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.3|6.2|1.5|1.0|8.7|53.8| |decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.4|6.9|1.8|1.2|9.9|55.4| |decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.2|5.6|1.2|0.7|7.5|52.2| |decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|84.8|13.7|1.5|2.2|17.3|73.7| |decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|83.6|14.9|1.5|2.7|19.1|76.9| |decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|86.0|12.6|1.4|1.7|15.7|70.4| |decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.0|6.9|3.2|0.9|10.9|57.8| |decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.2|7.6|3.2|1.2|12.0|58.6| |decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|90.7|6.2|3.1|0.7|9.9|57.0| |decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.3|6.2|1.5|1.0|8.7|53.8| |decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.4|6.8|1.8|1.1|9.8|54.8| |decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.1|5.7|1.2|0.8|7.7|52.7| |decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|85.3|13.2|1.5|2.1|16.8|73.7| |decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|84.3|14.1|1.6|2.5|18.2|76.3| |decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|86.2|12.4|1.4|1.8|15.6|71.0| |decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|89.3|7.2|3.5|1.0|11.7|59.9| |decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|88.1|8.2|3.7|1.2|13.1|61.3| |decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|90.4|6.3|3.3|0.8|10.4|58.6| |decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.1|6.3|1.5|1.1|9.0|54.0| |decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.1|7.0|1.9|1.4|10.3|55.4| |decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.1|5.7|1.2|0.9|7.8|52.7| |decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|85.8|12.7|1.5|2.0|16.2|73.1| |decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|85.0|13.4|1.6|2.4|17.4|75.8| |decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|86.6|12.1|1.4|1.6|15.0|70.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|3066|91.7|6.6|1.7|1.1|9.5|55.9| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|1463|91.4|7.0|1.6|1.4|10.0|58.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|1603|92.0|6.2|1.9|0.9|9.0|53.3| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|3066|95.4|3.9|0.7|1.0|5.6|36.9| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|1463|94.7|4.7|0.6|1.6|7.0|39.3| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|1603|96.0|3.2|0.8|0.4|4.4|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|24338|96.2|3.0|0.7|0.3|4.0|34.8| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|12169|95.3|3.8|0.9|0.4|5.1|40.6| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|12169|97.1|2.3|0.6|0.2|3.0|29.0| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|24338|97.3|2.2|0.6|0.2|2.9|26.9| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|12169|97.2|2.2|0.6|0.2|3.0|27.0| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|12169|97.3|2.1|0.5|0.2|2.8|26.8| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.0|6.7|1.3|1.1|9.1|54.3| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.0|7.5|1.5|1.4|10.4|58.1| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|92.9|5.9|1.2|0.8|7.9|50.5| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|6093|96.2|3.2|0.6|0.7|4.4|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|2962|96.0|3.5|0.4|0.8|4.8|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|3131|96.4|2.9|0.7|0.5|4.1|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|35972|96.4|3.0|0.6|0.3|3.9|36.2| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|17986|95.8|3.5|0.7|0.3|4.6|40.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|17986|97.0|2.5|0.6|0.3|3.3|31.9| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|35972|97.5|2.1|0.5|0.2|2.7|29.5| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|17986|97.4|2.1|0.5|0.2|2.8|29.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|17986|97.5|2.0|0.4|0.2|2.7|29.5| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch|179|18181|95.8|2.0|2.2|1.1|5.3|55.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_far|89|8845|95.5|2.2|2.2|1.2|5.7|60.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_near|90|9336|96.1|1.8|2.1|0.9|4.8|50.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|18181|96.1|1.9|2.1|1.0|4.9|54.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|8845|95.9|1.9|2.2|1.2|5.3|58.4| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|9336|96.3|1.8|1.9|0.8|4.5|50.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|18181|98.3|0.8|0.9|0.6|2.3|35.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|8845|98.0|1.0|1.1|0.7|2.8|38.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|9336|98.6|0.6|0.8|0.5|1.9|33.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch|1484|143048|98.4|0.7|0.8|0.3|1.9|34.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_far|742|71524|98.1|0.9|1.0|0.4|2.3|39.2| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_near|742|71524|98.8|0.5|0.7|0.2|1.4|29.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|143048|98.5|0.7|0.8|0.3|1.8|33.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|71524|98.1|0.9|1.0|0.4|2.3|38.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|71524|98.8|0.5|0.7|0.2|1.4|29.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|143048|99.0|0.4|0.6|0.2|1.2|27.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|71524|99.0|0.4|0.6|0.2|1.2|27.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|71524|99.0|0.4|0.6|0.2|1.2|26.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch|372|35694|96.0|2.1|1.9|1.0|5.0|53.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_far|186|17261|95.5|2.3|2.2|1.3|5.8|54.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_near|186|18433|96.5|1.9|1.6|0.8|4.3|51.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.4|1.9|1.6|1.0|4.5|53.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.8|2.2|2.0|1.1|5.3|54.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|97.0|1.7|1.3|0.8|3.8|52.7| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|35694|98.5|0.8|0.7|0.7|2.2|33.6| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|17261|98.4|0.9|0.7|0.8|2.4|33.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|18433|98.6|0.6|0.8|0.6|1.9|33.3| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch|2176|210960|98.6|0.7|0.8|0.3|1.8|36.4| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_far|1088|105480|98.2|0.9|0.9|0.4|2.2|40.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_near|1088|105480|98.9|0.5|0.6|0.2|1.3|32.0| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|210960|98.6|0.6|0.7|0.3|1.7|35.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|105480|98.4|0.8|0.9|0.4|2.0|39.8| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|105480|98.9|0.5|0.6|0.2|1.3|31.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|210960|99.0|0.4|0.6|0.2|1.2|29.9| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|105480|99.0|0.4|0.6|0.2|1.2|30.1| |decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|105480|99.0|0.4|0.6|0.2|1.2|29.6| |decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|95.6|2.3|2.1|1.2|5.6|62.4| |decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|94.9|2.7|2.4|1.6|6.7|64.0| |decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.2|2.0|1.8|0.8|4.6|60.8| |decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|95.9|2.2|1.8|1.1|5.2|61.3| |decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.5|2.5|2.0|1.3|5.8|64.0| |decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.3|2.0|1.7|0.9|4.6|58.6| |decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|91.6|4.6|3.9|2.6|11.1|87.6| |decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|91.0|4.8|4.2|2.8|11.7|88.2| |decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|92.1|4.4|3.6|2.5|10.4|87.1| |decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|95.6|2.0|2.3|1.0|5.4|56.5| |decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.0|2.4|2.7|1.3|6.3|58.6| |decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.2|1.7|2.1|0.7|4.5|54.3| |decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.4|2.0|1.6|1.0|4.6|54.8| |decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.9|2.2|1.8|1.2|5.2|57.5| |decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.9|1.8|1.4|0.8|3.9|52.2| |decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|92.9|4.0|3.1|2.0|9.0|79.8| |decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|92.5|4.3|3.2|2.2|9.7|81.2| |decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|93.4|3.7|2.9|1.8|8.4|78.5| |decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.9|2.2|3.0|1.1|6.2|57.0| |decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|94.3|2.6|3.1|1.4|7.1|57.5| |decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|95.4|1.8|2.8|0.9|5.5|56.5| |decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.5|1.9|1.6|1.0|4.5|53.8| |decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|96.0|2.1|1.9|1.2|5.2|55.4| |decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|97.0|1.7|1.3|0.8|3.8|52.2| |decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|93.7|3.7|2.7|1.6|8.0|73.7| |decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.0|4.0|3.0|1.8|8.8|76.9| |decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.3|3.3|2.4|1.4|7.2|70.4| |decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.6|2.3|3.1|1.2|6.6|57.8| |decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|94.2|2.7|3.2|1.4|7.3|58.6| |decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|95.0|2.0|3.0|1.0|5.9|57.0| |decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.4|1.9|1.6|1.0|4.5|53.8| |decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.8|2.2|2.0|1.1|5.3|54.8| |decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|97.0|1.7|1.3|0.8|3.8|52.7| |decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|93.9|3.5|2.6|1.6|7.8|73.7| |decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.2|3.8|2.9|1.9|8.6|76.3| |decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.4|3.3|2.3|1.4|7.0|71.0| |decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.1|2.5|3.4|1.3|7.1|59.9| |decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.5|2.9|3.6|1.5|8.1|61.3| |decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.8|2.1|3.2|1.0|6.2|58.6| |decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.3|2.0|1.7|1.1|4.7|54.0| |decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.7|2.3|2.0|1.3|5.6|55.4| |decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.9|1.7|1.4|0.9|4.0|52.7| |decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.0|3.5|2.5|1.6|7.6|73.1| |decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.4|3.7|2.8|1.8|8.4|75.8| |decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.5|3.2|2.3|1.4|6.9|70.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|18181|96.2|2.0|1.8|1.0|4.8|55.9| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|8845|96.1|2.1|1.8|1.0|5.0|58.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|9336|96.3|1.8|1.8|1.0|4.6|53.3| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|18181|98.3|0.9|0.9|0.9|2.6|36.9| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|8845|98.0|1.2|0.9|1.2|3.3|39.3| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|9336|98.5|0.6|0.9|0.5|2.0|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|143048|98.5|0.7|0.8|0.3|1.8|35.0| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|71524|98.0|0.9|1.0|0.4|2.3|40.8| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|71524|98.9|0.4|0.6|0.2|1.3|29.2| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|143048|99.0|0.4|0.6|0.2|1.2|27.2| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|71524|99.0|0.4|0.6|0.2|1.2|27.2| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|71524|99.0|0.4|0.6|0.2|1.1|27.2| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.3|2.1|1.6|1.0|4.7|54.3| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.8|2.3|1.9|1.2|5.5|58.1| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.8|1.8|1.4|0.8|3.9|50.5| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|35694|98.6|0.8|0.6|0.7|2.1|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|17261|98.4|0.9|0.7|0.8|2.4|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|18433|98.7|0.6|0.6|0.5|1.8|34.4| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|210960|98.6|0.6|0.8|0.3|1.7|36.8| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|105480|98.3|0.8|0.9|0.4|2.1|41.0| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|105480|98.8|0.5|0.7|0.2|1.4|32.6| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|210960|99.1|0.4|0.5|0.2|1.1|30.2| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|105480|99.1|0.4|0.5|0.2|1.1|30.1| |inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|105480|99.1|0.4|0.5|0.2|1.1|30.3| - ASR config
config: ./conf/tuning/train_asr_transformer4.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_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: 39192 dist_launcher: null multiprocessing_distributed: true 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: 20 valid_batch_size: null batch_bins: 16000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_char_sp/train/speech_shape - exp/asr_stats_raw_char_sp/train/text_shape.char valid_shape_file: - exp/asr_stats_raw_char_sp/valid/speech_shape - exp/asr_stats_raw_char_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/tr_simu_8ch_si284_sp/wav.scp - speech - kaldi_ark - - dump/raw/tr_simu_8ch_si284_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dt_mult_1ch/wav.scp - speech - kaldi_ark - - dump/raw/dt_mult_1ch/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: 0.005 scheduler: warmuplr scheduler_conf: warmup_steps: 30000 token_list: - - - - E - T - A - N - I - O - S - R - H - L - D - C - U - M - P - F - G - Y - W - B - V - K - . - X - '''' - J - Q - Z - - ',' - '-' - '"' - '*' - ':' - ( - ) - '?' - '!' - '&' - ; - '1' - '2' - '0' - / - $ - '{' - '}' - '8' - '9' - '6' - '3' - '5' - '7' - '4' - '~' - '`' - _ - <*IN*> - <*MR.*> - \ - ^ - 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: data/nlsyms.txt cleaner: null g2p: null waveaug: null waveaug_conf: {} 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_char_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 - LM config
config: ./conf/tuning/train_lm_transformer.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/lm_train_lm_transformer_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: 37417 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 25 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - loss - min keep_nbest_models: 10 grad_clip: 5.0 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: 20 valid_batch_size: null batch_bins: 350000 valid_batch_bins: null train_shape_file: - exp/lm_stats_char/train/text_shape.char valid_shape_file: - exp/lm_stats_char/valid/text_shape.char batch_type: numel 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/lm_train.txt - text - text valid_data_path_and_name_and_type: - - dump/raw/dt_mult_1ch/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: 0.001 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - - E - T - A - N - I - O - S - R - H - L - D - C - U - M - P - F - G - Y - W - B - V - K - . - X - '''' - J - Q - Z - - ',' - '-' - '"' - '*' - ':' - ( - ) - '?' - '!' - '&' - ; - '1' - '2' - '0' - / - $ - '{' - '}' - '8' - '9' - '6' - '3' - '5' - '7' - '4' - '~' - '`' - _ - <*IN*> - <*MR.*> - \ - ^ - init: null model_conf: ignore_id: 0 use_preprocessor: true token_type: char bpemodel: null non_linguistic_symbols: data/nlsyms.txt cleaner: null g2p: null lm: transformer lm_conf: pos_enc: null embed_unit: 128 att_unit: 512 head: 8 unit: 2048 layer: 16 dropout_rate: 0.1 required: - output_dir - token_list distributed: true
Files
asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp_valid.acc.ave.zip
Files
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Additional details
Related works
- Is supplement to
- https://github.com/espnet/espnet (URL)