Update model

README.md

@@ -0,0 +1,779 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: noinfo
+datasets:
+- puebla_nahuatl
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/ftshijt_espnet2_asr_puebla_nahuatl_transfer`
+
+This model was trained by ftshijt using puebla_nahuatl recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+
+pip install -e .
+cd els/puebla_nahuatl/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/ftshijt_espnet2_asr_puebla_nahuatl_transfer
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Nov  7 18:16:55 EST 2021`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.4a1`
+- pytorch version: `pytorch 1.9.0`
+- Git hash: ``
+  - Commit date: ``
+
+## asr_train_asr_transformer_hubert_raw_bpe500_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|10576|90532|77.0|17.0|6.0|3.6|26.6|74.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|10576|590273|92.2|2.1|5.7|3.0|10.8|74.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|10576|242435|86.0|7.3|6.8|3.5|17.5|74.0|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_transformer_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer_hubert_raw_bpe500_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 15
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+grad_clip: 5
+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
+use_tensorboard: true
+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
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 32
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe500_sp/train/speech_shape
+- exp/asr_stats_raw_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe500_sp/valid/speech_shape
+- exp/asr_stats_raw_bpe500_sp/valid/text_shape.bpe
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
+-   - /tmp/jiatong-150390.uytFFbyG/raw/train_sp/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/jiatong-150390.uytFFbyG/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - /tmp/jiatong-150390.uytFFbyG/raw/dev/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/jiatong-150390.uytFFbyG/raw/dev/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: 1.0
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- ':'
+- N
+- ▁A
+- ▁WA
+- ▁KE
+- ▁YO
+- ▁NE
+- ▁SE
+- H
+- MO
+- WA
+- ''''
+- ▁NO
+- ▁I
+- ▁N
+- S
+- ▁KI
+- K
+- ▁
+- MAH
+- KA
+- TA
+- L
+- ▁POS
+- PA
+- ▁KA
+- ▁TA
+- ▁MO
+- T
+- ▁YEHWA
+- I
+- MEH
+- ▁YA
+- ▁DE
+- MA
+- A
+- ▁TE
+- TI
+- TSI
+- NI
+- CHI
+- ▁PERO
+- KI
+- LI
+- TO
+- WI
+- ▁PARA
+- KO
+- E
+- ▁O
+- ▁IKA
+- TE
+- O
+- W
+- ▁NEH
+- ▁NOCHI
+- CH
+- ▁TI
+- ▁TIK
+- LO
+- ▁SAH
+- ▁MAH
+- NA
+- LA
+- ▁OMPA
+- ▁IHKÓ
+- YA
+- ▁NI
+- ▁PORQUE
+- ▁MA
+- YO
+- ▁TEIN
+- LIA
+- ▁E
+- MPA
+- ▁NIKA
+- X
+- YAH
+- ▁KWALTSI
+- SA
+- TSA
+- ▁MOCHI
+- ▁NIK
+- ▁WE
+- ▁TO
+- TSÍ
+- ▁SEMI
+- ▁KITA
+- WAK
+- KWI
+- MI
+- ▁MM
+- ▁XO
+- ▁SEKI
+- JÓ
+- AH
+- ▁KOMO
+- R
+- NE
+- ▁OK
+- ▁KWALI
+- ▁CHI
+- ▁YEH
+- ▁NELI
+- SE
+- PO
+- WAH
+- PI
+- ME
+- KWA
+- ▁PA
+- ▁ONKAK
+- KE
+- ▁YE
+- ▁T
+- LTIK
+- ▁TEHWA
+- TAH
+- ▁TIKI
+- ▁QUE
+- ▁NIKI
+- PE
+- ▁IWKI
+- XI
+- TOK
+- ▁TAMAN
+- ▁KO
+- TSO
+- LE
+- RA
+- SI
+- WÍ
+- MAN
+- ▁TIMO
+- 'NO'
+- SO
+- ▁MIAK
+- U
+- ▁TEH
+- ▁KICHI
+- ▁XA
+- WE
+- ▁KOW
+- KEH
+- NÍ
+- LIK
+- ▁ITECH
+- TIH
+- ▁PE
+- ▁KIPIA
+- ▁CUANDO
+- ▁KWALTIA
+- ▁HASTA
+- LOWA
+- ▁ENTÓ
+- ▁NA
+- XO
+- RO
+- TIA
+- ▁NIKITA
+- CHIHCHI
+- ▁SEPA
+- ▁MAHYÁ
+- ▁PAHTI
+- ▁K
+- LIAH
+- ▁SAYOH
+- MATI
+- ▁PI
+- TS
+- ▁MÁS
+- XMATI
+- KAH
+- ▁XI
+- M
+- ▁ESTE
+- HKO
+- KOWIT
+- MIKI
+- CHO
+- ▁TAK
+- Á
+- ▁KILIAH
+- CHIO
+- ▁KIHTOWA
+- ▁KITE
+- NEKI
+- ▁ME
+- XA
+- ▁TEL
+- B
+- ▁KOWIT
+- ▁ATA
+- TIK
+- ▁EKINTSI
+- ▁IMA
+- ▁KWA
+- ▁OSO
+- ▁NEHJÓ
+- ▁ITEYO
+- Y
+- SKEH
+- ▁ISTA
+- ▁NIKILIA
+- LIH
+- ▁TIKWI
+- ▁PANÉ
+- KOWA
+- ▁OX
+- TEKI
+- ▁SA
+- NTE
+- ▁KIKWI
+- TSITSI
+- NOH
+- AHSI
+- ▁IXO
+- WIA
+- LTSI
+- ▁KIMA
+- C
+- ▁WEHWEI
+- ▁TEPITSI
+- ▁IHK
+- ▁XIWIT
+- YI
+- LIS
+- ▁CA
+- XMATTOK
+- SÁ
+- ▁MOTA
+- RE
+- ▁TIKIHTO
+- ▁MI
+- ▁X
+- D
+- ▁SAN
+- WIH
+- ▁WEHKA
+- KWE
+- CHA
+- ▁SI
+- KTIK
+- ▁YETOK
+- ▁MOKA
+- NEMI
+- LILIA
+- ▁¿
+- TIW
+- ▁KIHTOWAH
+- LTI
+- Ó
+- MASÁ
+- ▁POR
+- ▁TIKITA
+- KETSA
+- ▁IWA
+- METS
+- YOH
+- ▁TAKWA
+- HKEH
+- ▁KIKWIH
+- ▁KIKWA
+- NIA
+- ▁ACHI
+- ▁KIKWAH
+- ▁KACHI
+- ▁PO
+- ▁IGUAL
+- NAL
+- ▁PILI
+- ▁NIMAN
+- YE
+- ▁NIKMATI
+- WIAH
+- ▁KIPA
+- ▁M
+- J
+- ▁KWI
+- ▁WI
+- WAYA
+- Z
+- ▁KITEKI
+- G
+- ▁'
+- ▁IHKO
+- CE
+- ▁TONI
+- ▁TSIKITSI
+- P
+- DO
+- TOKEH
+- NIK
+- ▁TIKILIAH
+- ▁KOWTAH
+- ▁TAI
+- ▁TATA
+- TIAH
+- CA
+- PIL
+- CHOWA
+- ▁KIMATI
+- ▁TAMA
+- XKA
+- XIWIT
+- TOS
+- KILIT
+- ILWI
+- SKI
+- YEH
+- DA
+- WAYO
+- ▁TAPA
+- ▁NIMO
+- CHIT
+- ▁NIMITS
+- ▁KINA
+- PAHTI
+- RI
+- ▁BUENO
+- ▁ESKI
+- WAYAH
+- PANO
+- KOW
+- WEYAK
+- LPAN
+- LTIA
+- ▁KITO
+- CO
+- ▁TINE
+- KIH
+- JO
+- ▁KATKA
+- ▁TIKTA
+- PAHTIA
+- ▁XIWTSI
+- ▁CHIKA
+- ▁KANAH
+- ▁KOYO
+- MPI
+- ▁IXIWYO
+- IHTIK
+- ▁KWE
+- ▁XIW
+- WILIA
+- XTIK
+- ▁VE
+- ▁TIKMATI
+- ▁KOKOLIS
+- LKWI
+- ▁AHKO
+- MEKAT
+- ▁TIKMA
+- ▁NIMITSILIA
+- ▁MITS
+- XTA
+- ▁CO
+- ▁KOMA
+- ▁KOMOHKÓ
+- F
+- ▁OKSEKI
+- ▁TEISÁ
+- ▁ESO
+- ▁IKOWYO
+- ▁ES
+- TOHTO
+- XTI
+- ▁TSI
+- ▁TIKO
+- PIHPI
+- ▁OKSÉ
+- ▁WEHKAPAN
+- KALAKI
+- ▁WEL
+- ▁MIGUEL
+- TEKITI
+- ▁TOKNI
+- ROWA
+- ▁MOSKALTIA
+- Í
+- XOKO
+- ▁TIKCHI
+- ▁EHE
+- ▁KWO
+- LPI
+- HTOK
+- TSTI
+- TÍ
+- ▁TEIHSÁ
+- KILO
+- ▁PUES
+- SKIA
+- HTIW
+- LILIAH
+- ▁IHWA
+- ▁KOSTIK
+- ▁TIKIHTOWAH
+- ▁CHA
+- ▁COMO
+- ▁KIMANA
+- CU
+- TAMAN
+- WITS
+- ▁KOKO
+- ILPIA
+- ▁NIMONO
+- ▁WELI
+- ▁NIKWI
+- WTOK
+- ▁KINEKI
+- KOKOH
+- ▁P
+- LTIAH
+- XKO
+- ▁ONKAYA
+- TAPOWI
+- MATTOK
+- ▁MISMO
+- ▁NIKIHTO
+- ▁NIKMATTOK
+- MESKIA
+- ▁SOH
+- KWOWIT
+- XTIA
+- WELITA
+- ▁DESPUÉS
+- ▁IXWA
+- ZA
+- TSAPOT
+- SKAL
+- ▁SIEMPRE
+- TINEMI
+- Ñ
+- ▁ESKIA
+- NELOWA
+- ▁TZINACAPAN
+- ▁DI
+- XIWYO
+- ▁AHA
+- ▁AHWIA
+- É
+- ▁KIKWIAH
+- MATTOKEH
+- ▁ACHTO
+- XTILIA
+- TAPAL
+- ▁KIHTO
+- TEHTE
+- ▁PORIN
+- ▁TSOPE
+- ▁KAHFE
+- GU
+- ▁NIMITSTAHTANI
+- ▁TAHTA
+- ▁KOWTATI
+- ISWAT
+- ▁TIKPIA
+- ▁KOMEKAT
+- TIOWIH
+- ▁TIMONOHNO
+- ▁TIEMPO
+- WEHKA
+- QUI
+- ▁TIHTI
+- ▁XOXOKTIK
+- ▁TAXKAL
+- EHE
+- ▁AJÁ
+- NANAKAT
+- NIWKI
+- ▁CI
+- ▁ITSMOL
+- ▁NIKPIA
+- TEKPA
+- ▁BO
+- ▁TASOHKA
+- Ú
+- ¡
+- '8'
+- '9'
+- '0'
+- '1'
+- '2'
+- ¿
+- Ò
+- '4'
+- À
+- '7'
+- '5'
+- '3'
+- ́
+- V
+- ̈
+- Ï
+- '6'
+- Q
+- Ì
+- <sos/eos>
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+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'
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    download_dir: ./hub
+    multilayer_feature: true
+    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: utterance_mvn
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+encoder: transformer
+encoder_conf:
+    input_layer: conv2d
+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    num_blocks: 6
+    linear_units: 2048
+    dropout_rate: 0.1
+required:
+- output_dir
+- token_list
+version: 0.10.4a1
+distributed: false
+```
+
+</details>
+
+
+
+### Citing ESPnet
+
+```BibTex
+@inproceedings{watanabe2018espnet,
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  title={{ESPnet}: End-to-End Speech Processing Toolkit},
+  year={2018},
+  booktitle={Proceedings of Interspeech},
+  pages={2207--2211},
+  doi={10.21437/Interspeech.2018-1456},
+  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
+}
+
+
+
+
+```
+
+or arXiv:
+
+```bibtex
+@misc{watanabe2018espnet,
+  title={ESPnet: End-to-End Speech Processing Toolkit}, 
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  year={2018},
+  eprint={1804.00015},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+```

data/token_list/bpe_unigram500/bpe.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0893a480fca4e0819a0b05b7a73aaa67489c61ae65f7ad59042d00824ce865af
+size 244843

exp/asr_train_asr_transformer_hubert_raw_bpe500_sp/45epoch.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:71688cbfa4549dd3dbf4d776c4241ba3b14cacaff916d6d852d9880147a7b02e
+size 1376993057

exp/asr_train_asr_transformer_hubert_raw_bpe500_sp/RESULTS.md

@@ -0,0 +1,29 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Nov  7 18:16:55 EST 2021`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.4a1`
+- pytorch version: `pytorch 1.9.0`
+- Git hash: ``
+  - Commit date: ``
+
+## asr_train_asr_transformer_hubert_raw_bpe500_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|10576|90532|77.0|17.0|6.0|3.6|26.6|74.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|10576|590273|92.2|2.1|5.7|3.0|10.8|74.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_bpe500_valid.loss.ave_asr_model_valid.acc.best/test|10576|242435|86.0|7.3|6.8|3.5|17.5|74.0|
+

exp/asr_train_asr_transformer_hubert_raw_bpe500_sp/config.yaml

@@ -0,0 +1,682 @@
+config: conf/tuning/train_asr_transformer_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer_hubert_raw_bpe500_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: 0
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 15
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+grad_clip: 5
+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
+use_tensorboard: true
+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
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 32
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe500_sp/train/speech_shape
+- exp/asr_stats_raw_bpe500_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe500_sp/valid/speech_shape
+- exp/asr_stats_raw_bpe500_sp/valid/text_shape.bpe
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
+-   - /tmp/jiatong-150390.uytFFbyG/raw/train_sp/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/jiatong-150390.uytFFbyG/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - /tmp/jiatong-150390.uytFFbyG/raw/dev/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/jiatong-150390.uytFFbyG/raw/dev/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: 1.0
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
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+- <unk>
+- ':'
+- N
+- ▁A
+- ▁WA
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+- ▁YO
+- ▁NE
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+- ''''
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+- ▁MAHYÁ
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+- ▁MÁS
+- XMATI
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+- ▁KOWIT
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+- ▁ESKIA
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+- ▁AHA
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+- É
+- ▁KIKWIAH
+- MATTOKEH
+- ▁ACHTO
+- XTILIA
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+- TEHTE
+- ▁PORIN
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+- ▁KOWTATI
+- ISWAT
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+- ▁TAXKAL
+- EHE
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+- NANAKAT
+- NIWKI
+- ▁CI
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+- ▁NIKPIA
+- TEKPA
+- ▁BO
+- ▁TASOHKA
+- Ú
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+- '8'
+- '9'
+- '0'
+- '1'
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+- ¿
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+- '4'
+- À
+- '7'
+- '5'
+- '3'
+- ́
+- V
+- ̈
+- Ï
+- '6'
+- Q
+- Ì
+- <sos/eos>
+init: xavier_uniform
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram500/bpe.model
+non_linguistic_symbols: null
+cleaner: null
+g2p: null
+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'
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    download_dir: ./hub
+    multilayer_feature: true
+    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: utterance_mvn
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+encoder: transformer
+encoder_conf:
+    input_layer: conv2d
+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    num_blocks: 6
+    linear_units: 2048
+    dropout_rate: 0.1
+required:
+- output_dir
+- token_list
+version: 0.10.4a1
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.5a1
+files:
+  asr_model_file: exp/asr_train_asr_transformer_hubert_raw_bpe500_sp/45epoch.pth
+python: "3.9.7 (default, Sep 16 2021, 13:09:58) \n[GCC 7.5.0]"
+timestamp: 1640101379.421356
+torch: 1.9.0
+yaml_files:
+  asr_train_config: exp/asr_train_asr_transformer_hubert_raw_bpe500_sp/config.yaml