ESPnet2 pretrained model, kamo-naoyuki/dirha_wsj_asr_train_asr_transformer_cmvn_raw_char_rir_scpdatadirha_irwav.scp_noise_db_range10_17_noise_scpdatadirha_noisewav.scp_speech_volume_normalize1.0_num_workers2_rir_apply_prob1._sp_valid.acc.ave, fs=16k, lang=en
Creators: name: Kamo-Naoyuki
Publisher: name: Zenodo
Year: 2021
Subjects: ESPnet
deep-learning
python
pytorch
speech-recognition
speech-synthesis
speech-translation
machine-translation

description: This model was trained by kamo-naoyuki using dirha_wsj 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 c30ce885aef4c0eabaa4c5956108c65038b716eb pip install -e . cd egs2/dirha_wsj/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model kamo-naoyuki/dirha_wsj_asr_train_asr_transformer_cmvn_raw_char_rir_scpdatadirha_irwav.scp_noise_db_range10_17_noise_scpdatadirha_noisewav.scp_speech_volume_normalize1.0_num_workers2_rir_apply_prob1._sp_valid.acc.ave</code> </pre> <strong>Results</strong><pre><code> # RESULTS ## Environments - date: `Sun Dec 27 01:58:16 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: `bb6bfd7e058998a34365d59c8c48ad57716e8022` - Commit date: `Mon Dec 7 11:05:14 2020 +0900` ## asr_train_asr_transformer_cmvn_raw_char_rir_scpdatadirha_irwav.scp_noise_db_range10_17_noise_scpdatadirha_noisewav.scp_speech_volume_normalize1.0_num_workers2_rir_apply_prob1._sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA1|409|6762|72.7|22.2|5.1|3.7|31.0|76.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA2|409|6762|73.0|22.0|5.0|3.8|30.8|77.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA3|409|6762|73.5|21.6|4.9|4.0|30.5|76.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA4|409|6762|72.7|22.2|5.1|3.6|30.9|76.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA5|409|6762|72.8|22.2|5.0|4.0|31.2|75.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA6|409|6762|72.3|22.6|5.2|3.4|31.1|76.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_Beam_Circular_Array|409|6762|89.5|9.1|1.3|1.4|11.8|49.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA1|409|6762|88.5|10.2|1.3|1.8|13.4|54.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA2|409|6762|87.9|10.6|1.4|1.8|13.9|56.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA3|409|6762|87.8|10.9|1.3|1.9|14.1|55.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA4|409|6762|88.0|10.5|1.5|2.1|14.1|56.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA5|409|6762|88.3|10.5|1.2|1.8|13.5|56.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA6|409|6762|87.7|10.6|1.6|2.1|14.3|55.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_Beam_Linear_Array|409|6762|91.7|7.2|1.1|0.8|9.1|50.6| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD02|409|6762|87.9|10.3|1.7|2.1|14.1|59.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD03|409|6762|88.8|9.7|1.5|1.7|12.9|56.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD04|409|6762|90.4|8.3|1.3|1.0|10.7|53.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD05|409|6762|87.8|10.4|1.7|1.9|14.0|59.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD06|409|6762|88.8|9.7|1.5|1.7|12.9|58.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD07|409|6762|88.6|9.8|1.5|1.6|13.0|58.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD08|409|6762|86.5|11.7|1.8|2.5|16.0|58.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD09|409|6762|90.2|8.2|1.6|1.4|11.2|57.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD10|409|6762|89.0|9.3|1.6|1.6|12.5|58.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD11|409|6762|89.5|9.1|1.4|1.5|12.1|55.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD12|409|6762|88.8|9.7|1.4|1.4|12.6|56.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L1C|409|6762|88.4|10.2|1.4|1.6|13.2|54.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L1L|409|6762|88.7|9.9|1.4|1.5|12.8|53.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L1R|409|6762|88.2|10.2|1.5|1.6|13.3|57.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L2L|409|6762|88.1|10.4|1.5|1.7|13.6|53.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L2R|409|6762|87.2|11.3|1.5|2.1|14.9|57.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L3L|409|6762|88.5|10.1|1.3|1.5|13.0|54.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L3R|409|6762|88.6|10.0|1.4|1.4|12.8|55.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L4L|409|6762|88.8|9.6|1.6|1.5|12.7|55.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L4R|409|6762|88.8|9.8|1.4|1.6|12.8|55.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Kitchen_Circular_Array_KA1|409|6766|81.7|16.1|2.2|3.1|21.5|69.4| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Kitchen_Circular_Array_KA2|409|6766|81.6|16.1|2.4|3.0|21.4|67.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Kitchen_Circular_Array_KA3|409|6766|81.9|15.7|2.3|3.2|21.2|68.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Kitchen_Circular_Array_KA4|409|6766|81.4|16.4|2.2|3.6|22.3|67.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Kitchen_Circular_Array_KA5|409|6766|80.8|16.9|2.3|3.5|22.7|68.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Kitchen_Circular_Array_KA6|409|6766|81.9|16.1|2.0|3.4|21.5|68.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_Beam_Circular_Array|409|6766|92.7|6.5|0.8|0.7|8.0|46.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_LA1|409|6766|91.8|7.4|0.9|0.9|9.1|48.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_LA2|409|6766|91.7|7.4|1.0|0.8|9.1|50.6| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_LA3|409|6766|91.9|7.2|0.9|0.7|8.8|49.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_LA4|409|6766|91.2|7.7|1.1|0.9|9.7|52.6| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_LA5|409|6766|91.8|7.3|0.9|0.9|9.1|49.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Circular_Array_LA6|409|6766|91.7|7.3|1.0|1.0|9.3|49.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_Beam_Linear_Array|409|6766|92.9|6.2|0.8|0.5|7.6|47.4| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD02|409|6766|92.0|6.9|1.1|0.6|8.6|49.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD03|409|6766|92.5|6.6|0.9|0.8|8.4|48.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD04|409|6766|91.9|7.3|0.8|0.8|8.8|50.4| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD05|409|6766|92.3|6.7|1.1|0.7|8.5|48.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD06|409|6766|91.9|7.0|1.0|0.8|8.9|48.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD07|409|6766|92.3|6.7|1.0|0.7|8.4|49.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD08|409|6766|92.4|6.8|0.9|0.7|8.3|47.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD09|409|6766|91.8|7.2|1.0|0.7|8.9|49.6| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD10|409|6766|91.9|7.0|1.0|0.8|8.8|50.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD11|409|6766|92.1|6.9|1.0|0.7|8.6|51.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Linear_Array_LD12|409|6766|91.9|7.0|1.1|0.8|9.0|50.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L1C|409|6766|92.2|6.9|0.9|0.8|8.5|49.6| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L1L|409|6766|92.0|6.9|1.1|0.7|8.6|50.4| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L1R|409|6766|91.9|7.0|1.0|0.8|8.8|50.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L2L|409|6766|92.2|6.9|0.9|0.8|8.6|49.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L2R|409|6766|92.0|6.8|1.2|0.7|8.7|49.1| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L3L|409|6766|92.1|7.0|0.9|0.8|8.7|48.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L3R|409|6766|92.7|6.5|0.9|0.8|8.2|46.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L4L|409|6766|92.2|7.0|0.9|0.7|8.5|48.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_sim_Livingroom_Wall_L4R|409|6766|91.8|7.2|1.0|0.8|9.0|52.6| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA1|409|39842|84.9|8.1|7.1|5.4|20.5|76.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA2|409|39842|84.9|8.2|6.9|5.2|20.2|77.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA3|409|39842|85.4|8.2|6.5|5.4|20.0|76.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA4|409|39842|84.9|8.3|6.9|5.3|20.4|76.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA5|409|39842|84.8|8.3|6.8|5.7|20.9|75.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Kitchen_Circular_Array_KA6|409|39842|84.7|8.3|7.0|5.2|20.5|76.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_Beam_Circular_Array|409|39842|95.7|2.6|1.7|2.0|6.3|49.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA1|409|39842|95.0|3.1|1.9|2.6|7.6|54.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA2|409|39842|94.8|3.2|2.0|2.6|7.8|56.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA3|409|39842|94.8|3.2|2.1|2.6|7.9|55.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA4|409|39842|94.7|3.2|2.1|2.7|8.0|56.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA5|409|39842|95.0|3.2|1.8|2.5|7.5|56.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Circular_Array_LA6|409|39842|94.8|3.2|2.0|2.7|7.9|55.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_Beam_Linear_Array|409|39842|97.1|1.5|1.4|1.4|4.4|50.6| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD02|409|39842|94.8|2.9|2.2|2.7|7.9|59.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD03|409|39842|95.3|2.8|1.9|2.3|7.0|56.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD04|409|39842|96.2|2.1|1.7|1.7|5.5|53.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD05|409|39842|94.8|3.2|2.1|2.5|7.7|59.9| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD06|409|39842|95.2|2.8|2.0|2.4|7.1|58.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD07|409|39842|95.1|2.9|2.0|2.2|7.1|58.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD08|409|39842|93.9|3.7|2.4|3.3|9.4|58.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD09|409|39842|96.1|2.1|1.8|1.8|5.7|57.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD10|409|39842|95.5|2.6|1.9|2.1|6.6|58.7| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD11|409|39842|95.7|2.5|1.8|2.0|6.3|55.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Linear_Array_LD12|409|39842|95.4|2.7|1.9|2.2|6.8|56.0| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L1C|409|39842|95.1|2.9|1.9|2.4|7.2|54.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L1L|409|39842|95.3|2.8|1.9|2.3|7.0|53.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L1R|409|39842|95.0|3.0|2.1|2.3|7.3|57.5| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L2L|409|39842|94.9|3.2|2.0|2.4|7.5|53.8| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L2R|409|39842|94.4|3.5|2.1|2.8|8.4|57.2| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L3L|409|39842|95.1|2.9|2.0|2.4|7.3|54.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L3R|409|39842|95.0|3.0|2.0|2.2|7.2|55.3| |decode_lm_lm_train_lm_transformer_char_batch_bins350000_accum_grad2_valid.loss.ave_asr_model_valid.acc.ave/dirha_real_Livingroom_Wall_L4L|409|39842|95.2|2.9|1.9|2.2|6.9|</code></pre>