Upload 31 files

data/train_all_turkic_1610/nonlyng.txt

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+[az]
+[ba]
+[cv]
+[kk]
+[ky]
+[sah]
+[tr]
+[tt]
+[ug]
+[uz]
+[ru]
+[en]

exp/asr_stats_raw_all_langs_2110_char_sp/train/feats_stats.npz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a7dd22698781db16eb1f59b186848bb5b9d2f80bb8d65b0327f04f8bb2038a98
+size 1402

exp/asr_train_asr_1410_raw_all_langs_2110_char_sp/RESULTS.md

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+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Mon Oct 31 19:45:05 +06 2022`
+- python version: `3.9.12 (main, Apr  5 2022, 06:56:58)  [GCC 7.5.0]`
+- espnet version: `espnet 202207`
+- pytorch version: `pytorch 1.12.0+cu113`
+- Git hash: `9c7d5ca8b1ccaa9597a1320781bb56402a79b1b0`
+  - Commit date: `Fri Sep 30 22:20:41 2022 +0600`
+
+## asr_train_asr_1410_raw_all_langs_2110_char_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|191|19.9|78.0|2.1|2.1|82.2|100.0|
+|decode_asr_beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|2686|73.1|25.5|1.3|1.6|28.4|62.0|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az|22|169|0.0|0.0|100.0|0.0|100.0|100.0|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|191|19.9|78.0|2.1|2.1|82.2|100.0|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ba_lid|14526|103441|94.7|4.6|0.7|0.4|5.6|22.7|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_cv_lid|1267|10238|82.4|16.3|1.4|1.1|18.7|63.5|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|2686|73.0|25.7|1.3|1.6|28.6|62.2|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ky_lid|1613|12478|87.1|12.0|0.9|0.9|13.9|47.1|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_sah_lid|1249|12401|58.2|39.8|2.0|3.1|44.8|92.7|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_lid|9124|57247|92.1|7.0|0.9|0.8|8.7|28.7|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tt_lid|5119|33345|84.2|15.2|0.6|0.7|16.5|40.5|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ug_lid|2747|24895|88.7|10.6|0.6|1.0|12.3|49.4|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_lid|12242|102721|91.8|7.5|0.7|2.0|10.2|38.1|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|191|18.3|79.1|2.6|2.1|83.8|100.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ba_lid|14526|103441|95.1|4.2|0.7|0.3|5.2|21.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_cv_lid|1267|10238|84.8|14.2|1.0|1.3|16.5|57.5|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_ksc_lid|3718|41904|94.2|5.4|0.4|0.7|6.5|39.4|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|2686|75.8|23.2|1.0|1.7|25.8|59.4|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ky_lid|1613|12478|87.1|12.0|0.9|0.8|13.8|46.8|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_sah_lid|1249|12401|61.1|37.1|1.8|3.2|42.1|91.3|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_lid|9124|57247|92.8|6.4|0.9|0.7|8.0|26.6|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_tsc_lid|12608|93475|92.2|6.6|1.2|0.9|8.7|33.6|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tt_lid|5119|33345|85.3|14.1|0.6|0.7|15.4|37.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ug_lid|2747|24895|88.2|11.2|0.6|1.0|12.8|51.2|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_lid|12242|102721|92.1|7.2|0.7|1.9|9.8|36.7|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_usc_lid|16079|137744|92.1|7.1|0.8|1.6|9.5|38.3|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_az_lid|22|191|17.8|79.6|2.6|2.6|84.8|100.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_ba_lid|14526|103441|95.1|4.2|0.7|0.3|5.2|21.2|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_cv_lid|1267|10238|84.6|14.3|1.1|1.2|16.6|58.4|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_kk_lid|384|2686|77.1|21.8|1.1|1.7|24.6|58.1|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_ky_lid|1613|12478|87.2|11.9|0.9|0.9|13.7|47.6|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_sah_lid|1249|12401|60.1|38.2|1.7|3.4|43.3|91.8|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_tr_lid|9124|57247|92.4|6.7|0.9|0.8|8.4|27.3|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_tt_lid|5119|33345|85.4|14.0|0.6|0.7|15.3|36.2|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_ug_lid|2747|24895|88.4|11.0|0.6|1.0|12.6|51.9|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_uz_lid|12242|102721|92.2|7.1|0.7|1.9|9.7|36.6|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|191|19.9|78.0|2.1|2.1|82.2|100.0|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ba_lid|14526|103441|94.7|4.6|0.7|0.4|5.6|22.7|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_cv_lid|1267|10238|82.4|16.3|1.4|1.1|18.7|63.5|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|2686|73.0|25.7|1.3|1.6|28.6|62.2|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ky_lid|1613|12478|87.1|12.0|0.9|0.9|13.9|47.1|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_sah_lid|1249|12401|58.2|39.8|2.0|3.1|44.8|92.7|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_lid|9124|57247|92.1|7.0|0.9|0.8|8.7|28.7|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tt_lid|5119|33345|84.2|15.2|0.6|0.7|16.5|40.5|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ug_lid|2747|24895|88.7|10.6|0.6|1.0|12.3|49.4|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_lid|12242|102721|91.8|7.5|0.7|2.0|10.2|38.1|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_cv_lid|1267|10238|0.0|0.0|100.0|0.0|100.0|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|1256|72.1|23.9|4.1|1.6|29.5|100.0|
+|decode_asr_beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|15237|89.4|9.2|1.4|1.3|11.9|62.0|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az|22|1212|0.0|0.0|100.0|0.0|100.0|100.0|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|1256|71.7|24.3|4.0|1.7|29.9|100.0|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ba_lid|14526|594587|98.4|1.2|0.4|0.3|1.9|22.7|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_cv_lid|1267|64748|95.4|3.4|1.2|0.8|5.4|63.5|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|15237|89.4|9.2|1.3|1.4|11.9|62.2|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ky_lid|1613|78381|95.5|3.1|1.4|0.9|5.4|47.1|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_sah_lid|1249|83214|85.9|10.4|3.7|1.9|16.0|92.7|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_lid|9124|336261|97.5|1.7|0.7|0.5|2.9|28.7|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tt_lid|5119|186878|95.1|4.3|0.6|0.6|5.5|40.5|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ug_lid|2747|166070|95.8|3.3|0.9|0.5|4.7|49.4|
+|decode_asr_lm0.7_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_lid|12242|625084|97.7|1.6|0.7|0.5|2.8|38.1|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|1256|70.9|24.9|4.2|1.7|30.8|100.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ba_lid|14526|594587|98.5|1.1|0.4|0.3|1.8|21.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_cv_lid|1267|64748|95.7|3.1|1.1|0.8|5.1|57.5|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_ksc_lid|3718|281457|98.7|0.9|0.4|0.6|1.9|39.4|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|15237|89.9|8.7|1.4|1.4|11.4|59.4|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ky_lid|1613|78381|95.4|3.1|1.5|0.9|5.5|46.8|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_sah_lid|1249|83214|86.1|10.1|3.8|1.9|15.8|91.3|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_lid|9124|336261|97.7|1.6|0.7|0.4|2.8|26.6|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_tsc_lid|12608|559632|97.7|1.3|1.0|0.6|2.9|33.6|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tt_lid|5119|186878|95.3|4.1|0.6|0.6|5.3|37.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ug_lid|2747|166070|95.6|3.5|0.9|0.6|5.0|51.2|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_lid|12242|625084|97.8|1.5|0.7|0.5|2.7|36.7|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_usc_lid|16079|836004|97.8|1.3|0.9|0.5|2.7|38.3|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_az_lid|22|1256|70.8|24.7|4.5|1.6|30.8|100.0|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_ba_lid|14526|594587|98.5|1.1|0.4|0.3|1.8|21.2|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_cv_lid|1267|64748|95.8|3.1|1.2|0.7|5.0|58.4|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_kk_lid|384|15237|90.6|8.0|1.4|1.2|10.6|58.1|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_ky_lid|1613|78381|95.6|2.9|1.5|0.9|5.2|47.6|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_sah_lid|1249|83214|85.5|10.7|3.8|2.0|16.5|91.8|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_tr_lid|9124|336261|97.5|1.8|0.7|0.5|3.0|27.3|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_tt_lid|5119|186878|95.4|4.0|0.6|0.6|5.2|36.2|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_ug_lid|2747|166070|95.8|3.3|0.9|0.6|4.8|51.9|
+|decode_asr_lm0.7beam20_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_uz_lid|12242|625084|97.9|1.4|0.7|0.5|2.6|36.6|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_az_lid|22|1256|71.7|24.3|4.0|1.7|29.9|100.0|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ba_lid|14526|594587|98.4|1.2|0.4|0.3|1.9|22.7|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_cv_lid|1267|64748|95.4|3.4|1.2|0.8|5.4|63.5|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_kk_lid|384|15237|89.4|9.2|1.3|1.4|11.9|62.2|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ky_lid|1613|78381|95.5|3.1|1.4|0.9|5.4|47.1|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_sah_lid|1249|83214|85.9|10.4|3.7|1.9|16.0|92.7|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tr_lid|9124|336261|97.5|1.7|0.7|0.5|2.9|28.7|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_tt_lid|5119|186878|95.1|4.3|0.6|0.6|5.5|40.5|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_ug_lid|2747|166070|95.8|3.3|0.9|0.5|4.7|49.4|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_10best_asr_model_valid.acc.ave_10best/test_uz_lid|12242|625084|97.7|1.6|0.7|0.5|2.8|38.1|
+|decode_asr_lm_lm_train_lm_1410_all_langs_2110_char_valid.loss.ave_asr_model_valid.acc.ave/test_cv_lid|1267|64748|0.0|0.0|100.0|0.0|100.0|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

exp/asr_train_asr_1410_raw_all_langs_2110_char_sp/config.yaml

@@ -0,0 +1,347 @@
+config: conf/train_asr_1410.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_1410_raw_all_langs_2110_char_sp
+ngpu: 1
+seed: 0
+num_workers: 4
+num_att_plot: 3
+dist_backend: nccl
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+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
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+sharded_ddp: false
+cudnn_enabled: true
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+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 53
+patience: null
+val_scheduler_criterion:
+- valid
+- acc
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
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+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 20000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_all_langs_2110_char_sp/train/speech_shape
+- exp/asr_stats_raw_all_langs_2110_char_sp/train/text_shape.char
+valid_shape_file:
+- exp/asr_stats_raw_all_langs_2110_char_sp/valid/speech_shape
+- exp/asr_stats_raw_all_langs_2110_char_sp/valid/text_shape.char
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 51200
+- 150
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+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_all_langs_2110_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_all_langs_2110_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_all_turkic_1610/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev_all_turkic_1610/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: 0.0025
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 30000
+token_list:
+- <blank>
+- <unk>
+- <space>
+- а
+- a
+- i
+- e
+- е
+- н
+- n
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+- т
+- r
+- р
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+- ң
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+- ò
+- ӯ
+- ë
+- ј
+- é
+- ƣ
+- µ
+- ƶ
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
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+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: char
+bpemodel: null
+non_linguistic_symbols: data/train_all_langs_2110/nonlyng.txt
+cleaner: null
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+speech_volume_normalize: null
+rir_scp: null
+rir_apply_prob: 1.0
+noise_scp: null
+noise_apply_prob: 1.0
+noise_db_range: '13_15'
+short_noise_thres: 0.5
+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_all_langs_2110_char_sp/train/feats_stats.npz
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+preencoder: null
+preencoder_conf: {}
+encoder: conformer
+encoder_conf:
+    output_size: 512
+    attention_heads: 8
+    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
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    macaron_style: true
+    use_cnn_module: true
+    cnn_module_kernel: 31
+postencoder: null
+postencoder_conf: {}
+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
+version: '202207'
+distributed: false

exp/asr_train_asr_1410_raw_all_langs_2110_char_sp/valid.acc.ave_10best.pth

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exp/lm_train_lm_1410_all_langs_2110_char/config.yaml

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+config: conf/train_lm_1410.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/lm_train_lm_1410_all_langs_2110_char
+ngpu: 1
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+- valid
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+-   - valid
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+    - min
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+valid_batch_bins: null
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+- exp/lm_stats_all_langs_2110_char/train/text_shape.char
+valid_shape_file:
+- exp/lm_stats_all_langs_2110_char/valid/text_shape.char
+batch_type: numel
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+train_data_path_and_name_and_type:
+-   - dump/raw/lm_train_all_langs_2110_sp.txt
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_all_turkic_1610/text
+    - text
+    - text
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+init: null
+model_conf:
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+    att_unit: 512
+    head: 8
+    unit: 2048
+    layer: 16
+    dropout_rate: 0.1
+required:
+- output_dir
+- token_list
+version: '202207'
+distributed: false

exp/lm_train_lm_1410_all_langs_2110_char/perplexity_test/ppl

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exp/lm_train_lm_1410_all_langs_2110_char/valid.loss.ave_10best.pth

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+size 202515631

meta.yaml

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+espnet: '202207'
+files:
+  asr_model_file: exp/asr_train_asr_1410_raw_all_langs_2110_char_sp/valid.acc.ave_10best.pth
+  lm_file: exp/lm_train_lm_1410_all_langs_2110_char/valid.loss.ave_10best.pth
+python: "3.9.12 (main, Apr  5 2022, 06:56:58) \n[GCC 7.5.0]"
+timestamp: 1667223906.405999
+torch: 1.12.0+cu113
+yaml_files:
+  asr_train_config: exp/asr_train_asr_1410_raw_all_langs_2110_char_sp/config.yaml
+  lm_train_config: exp/lm_train_lm_1410_all_langs_2110_char/config.yaml