Update model

README.md

@@ -0,0 +1,773 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: noinfo
+datasets:
+- yolo_mixtec
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/ftshijt_espnet2_asr_yolo_mixtec_transformer`
+
+This model was trained by ftshijt using yolo_mixtec recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+
+pip install -e .
+cd els/yolo_mixtec/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/ftshijt_espnet2_asr_yolo_mixtec_transformer
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Nov 10 02:59:39 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_specaug_raw_bpe500
+### 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|4985|81348|84.1|11.8|4.1|2.5|18.3|82.5|
+
+### 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|4985|626187|93.4|2.2|4.4|2.4|9.0|82.5|
+
+### 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|4985|325684|90.7|5.2|4.1|2.2|11.5|82.5|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_transformer_specaug.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer_specaug_raw_bpe500
+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/train/speech_shape
+- exp/asr_stats_raw_bpe500/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe500/valid/speech_shape
+- exp/asr_stats_raw_bpe500/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/st-jiatong-54826.tbQP9L0N/raw/train/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/st-jiatong-54826.tbQP9L0N/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - /tmp/st-jiatong-54826.tbQP9L0N/raw/dev/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/st-jiatong-54826.tbQP9L0N/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>
+- '4'
+- '3'
+- '1'
+- '2'
+- A
+- ▁NDI
+- '''4'
+- '''1'
+- U
+- ▁BA
+- O
+- ▁I
+- E
+- 4=
+- ▁KU
+- ▁TAN
+- ▁KA
+- '''3'
+- NI
+- ▁YA
+- RA
+- 3=
+- 2=
+- IN
+- NA
+- ▁TA
+- AN
+- ▁KAN
+- ▁NI
+- ▁NDA
+- ▁NA
+- ▁JI
+- KAN
+- CHI
+- (3)=
+- I
+- UN
+- 1-
+- ▁SA
+- (4)=
+- ▁JA
+- XI
+- ▁KO
+- ▁TI
+- TA
+- KU
+- BI
+- ▁YU
+- ▁KWA
+- KA
+- XA
+- 1=
+- ▁YO
+- RI
+- NDO
+- ▁XA
+- TU
+- ▁TU
+- ▁ÑA
+- ▁KI
+- ▁XI
+- YO
+- NDU
+- NDA
+- ▁CHI
+- (2)=
+- ▁BI
+- ▁NU
+- KI
+- (1)=
+- YU
+- 3-
+- ▁MI
+- 'ON'
+- ▁A
+- BA
+- 4-
+- KO
+- ▁NDU
+- ▁ÑU
+- ▁NDO
+- NU
+- ÑU
+- '143'
+- ▁SI
+- ▁SO
+- 13-
+- NDI
+- ▁AN
+- ▁SU
+- TIN
+- SA
+- ▁BE
+- TO
+- RUN
+- KWA
+- KWI
+- ▁NDE
+- ▁KWI
+- XIN
+- ▁U
+- SI
+- SO
+- ▁TUN
+- EN
+- ▁KWE
+- YA
+- (4)=2
+- NDE
+- TI
+- TUN
+- ▁TIN
+- MA
+- ▁SE
+- ▁XU
+- SU
+- ▁LU
+- ▁KE
+- ▁
+- MI
+- ▁RAN
+- (3)=2
+- 14-
+- ▁MA
+- KUN
+- LU
+- N
+- ▁O
+- KE
+- NGA
+- ▁IS
+- ▁JU
+- '='
+- ▁LA
+- ÑA
+- JA
+- CHUN
+- R
+- TAN
+- PU
+- ▁TIEM
+- LI
+- LA
+- CHIU
+- ▁PA
+- M
+- ▁REY
+- ▁BAN
+- JI
+- L
+- SUN
+- ▁SEÑOR
+- ▁JO
+- ▁TIO
+- KWE
+- CHU
+- S
+- ▁YE
+- KIN
+- XU
+- BE
+- ▁CUENTA
+- ▁SAN
+- RRU
+- ▁¿
+- CHA
+- ▁TO
+- RRA
+- LO
+- TE
+- ▁AMIGU
+- PA
+- XAN
+- ▁C
+- C
+- ▁CHA
+- ▁TE
+- ▁HIJO
+- ▁MB
+- ▁PI
+- G
+- ▁ÁNIMA
+- ▁CHE
+- ▁P
+- B
+- NDIO
+- SE
+- ▁SANTU
+- MU
+- ▁PADRE
+- D
+- JU
+- Z
+- ▁TORO
+- ▁PO
+- LE
+- ▁LI
+- RO
+- ▁LO
+- ▁MESA
+- CA
+- ▁CHIU
+- DO
+- ▁BU
+- ▁BUTA
+- JO
+- T
+- TRU
+- RU
+- ▁MBO
+- ▁JUAN
+- ▁MM
+- ▁CA
+- ▁M
+- ▁MAS
+- ▁DE
+- V
+- ▁MAÑA
+- ▁UTA
+- DA
+- ▁MULA
+- ▁YOLOXÓCHITL
+- ▁CONSEJU
+- ▁Y
+- ▁LE
+- ÓN
+- ▁MISA
+- TIU
+- ▁CANDELA
+- ▁PATRÓN
+- ▁PADRINU
+- ▁MARCU
+- ▁V
+- ▁G
+- Í
+- ▁XE
+- ▁MU
+- ▁XO
+- NGUI
+- ▁CO
+- ▁HOMBRE
+- ▁PESU
+- ▁PE
+- ▁D
+- ▁MACHITI
+- CO
+- REN
+- ▁RANCHU
+- ▁MIS
+- ▁MACHU
+- J
+- ▁PAN
+- CHO
+- H
+- ▁CHU
+- Y
+- ▁TON
+- GA
+- X
+- ▁VI
+- ▁FE
+- ▁TARRAYA
+- ▁SANTÍSIMA
+- ▁N
+- ▁MAYÓ
+- ▁CARRU
+- ▁F
+- ▁PAPÁ
+- ▁PALOMA
+- ▁MARÍA
+- ▁PEDRU
+- ▁CAFÉ
+- ▁COMISARIO
+- ▁PANELA
+- ▁PELÓN
+- É
+- ▁POZO
+- ▁CABRÓN
+- ▁GUACHU
+- ▁S
+- RES
+- ▁COSTUMBRE
+- ▁SEÑA
+- QUI
+- ▁ORO
+- CH
+- ▁MAR
+- SIN
+- SAN
+- ▁COSTA
+- ▁MAMÁ
+- ▁CINCUENTA
+- ▁CHO
+- ▁PEDR
+- ▁JUNTA
+- MÚ
+- ▁TIENDA
+- ▁JOSÉ
+- NC
+- ▁ES
+- ▁SUERTE
+- ▁FAMILIA
+- ▁ZAPATU
+- NTE
+- ▁PASTO
+- ▁CON
+- Ñ
+- ▁BOTE
+- CIÓN
+- ▁RE
+- ▁BOLSA
+- ▁MANGO
+- ▁JWE
+- ▁GASTU
+- ▁T
+- ▁B
+- ▁KW
+- ÍN
+- ▁HIJA
+- ▁CUARENT
+- ▁VAQUERU
+- ▁NECHITO
+- ▁NOVIA
+- ▁NOVIO
+- JWE
+- ▁PUENTE
+- ▁SANDÍA
+- ▁MALA
+- Ó
+- ▁ABONO
+- ▁JESÚS
+- ▁CUARTO
+- ▁EFE
+- ▁REINA
+- ▁COMANDANTE
+- ▁ESCUELA
+- ▁MANZANA
+- ▁MÁQUINA
+- LLA
+- ▁COR
+- ▁JERÓNIMO
+- ▁PISTOLA
+- NGI
+- CIO
+- ▁FRANCISCU
+- ▁TEODORO
+- CER
+- ▁SALUBI
+- ▁MEZA
+- ▁MÚSIC
+- ▁RU
+- ▁CONSTANTINO
+- ▁GARCÍA
+- ▁FRENU
+- ▁ROSA
+- ▁CERVEZA
+- ▁CIGARRU
+- ▁COMISIÓN
+- ▁CUNIJO
+- ▁FRANCISCO
+- ▁HÍJOLE
+- ▁NUEVE
+- ▁MUL
+- ▁PANTALÓN
+- ▁CAMISA
+- ▁CHINGADA
+- ▁SEMANA
+- ▁COM
+- GAR
+- ▁MARTÍN
+- ▁SÁBADO
+- ▁TRABAJO
+- ▁CINCO
+- ▁DIE
+- ▁EST
+- NDWA
+- ▁LECHIN
+- ▁COCO
+- ILLU
+- ▁CORRE
+- ▁MADR
+- ▁REC
+- ▁BAUTISTA
+- ▁VENTANA
+- ▁CUÑAD
+- ▁ANTONIU
+- ▁COPALA
+- LÍN
+- ▁SECUND
+- ▁COHETE
+- ▁HISTORIA
+- ▁POLICÍA
+- ENCIA
+- ▁CAD
+- ▁LUIS
+- ▁DOCTOR
+- ▁GONZÁLEZ
+- ▁JUEVE
+- ▁LIBRU
+- ▁QUESU
+- ▁VIAJE
+- ▁CART
+- ▁LOCO
+- ▁BOL
+- ▁COMPADRE
+- ▁JWI
+- ▁METRU
+- ▁BUENO
+- ▁TRE
+- ▁CASTILLO
+- ▁COMITÉ
+- ▁ETERNO
+- ▁LÍQUIDO
+- ▁MOLE
+- ▁CAPULCU
+- ▁DOMING
+- ▁ROMA
+- ▁CARAJU
+- ▁RIATA
+- ▁TRATU
+- ▁SEIS
+- ▁ADÁN
+- ▁JUANCITO
+- ▁HOR
+- ''''
+- ▁ARRÓ
+- ▁COCINA
+- ▁PALACIO
+- ▁RÓMULO
+- K
+- ▁ALFONSO
+- ▁BARTOLO
+- ▁FELIPE
+- ▁HERRER
+- ▁PAULINO
+- ▁YEGUA
+- ▁LISTA
+- Ú
+- ▁ABRIL
+- ▁CUATRO
+- ▁DICIEMBRE
+- ▁MARGARITO
+- ▁MOJONERA
+- ▁SOLEDAD
+- ▁VESTIDO
+- ▁PELOTA
+- RRET
+- ▁CAPITÁN
+- ▁COMUNIÓN
+- ▁CUCHARA
+- ▁FERNANDO
+- ▁GUADALUPE
+- ▁MIGUEL
+- ▁PELÚN
+- ▁SECRETARIU
+- ▁LENCHU
+- ▁EVA
+- ▁SEGUND
+- ▁CANTOR
+- ▁CHILPANCINGO
+- ▁GABRIEL
+- ▁QUINIENTO
+- ▁RAÚL
+- ▁SEVERIAN
+- ▁TUMBADA
+- ▁MALINCHI
+- ▁PRIMU
+- ▁MORAL
+- ▁AGOSTO
+- ▁CENTÍMETRO
+- ▁FIRMA
+- ▁HUEHUETÁN
+- ▁MANGUERA
+- ▁MEDI
+- ▁MUERT
+- ▁SALAZAR
+- ▁VIERNI
+- LILL
+- ▁LL
+- '-'
+- ▁CAMPESINO
+- ▁CIVIL
+- ▁COMISARIADO
+- )
+- (
+- Ã
+- ‘
+- ¿
+- Ü
+- ¡
+- Q
+- F
+- Á
+- P
+- Ÿ
+- W
+- Ý
+- <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
+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: 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_bpe500/train/feats_stats.npz
+preencoder: null
+preencoder_conf: {}
+encoder: transformer
+encoder_conf:
+    input_layer: conv2d
+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 512
+    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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+oid sha256:92b5c5a4f2da619fc71f8938c06e011f79a8fd1824ea835a78c65c88941c7004
+size 244672

exp/asr_train_asr_transformer_specaug_raw_bpe500/56epoch.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0d825491b8c9d8ddf38476dd110957d6c6e5d7fad2bad317d0e38da2786caa66
+size 284901797

exp/asr_train_asr_transformer_specaug_raw_bpe500/RESULTS.md

@@ -0,0 +1,29 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Nov 10 02:59:39 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_specaug_raw_bpe500
+### 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|4985|81348|84.1|11.8|4.1|2.5|18.3|82.5|
+
+### 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|4985|626187|93.4|2.2|4.4|2.4|9.0|82.5|
+
+### 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|4985|325684|90.7|5.2|4.1|2.2|11.5|82.5|
+

exp/asr_train_asr_transformer_specaug_raw_bpe500/config.yaml

@@ -0,0 +1,676 @@
+config: conf/tuning/train_asr_transformer_specaug.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer_specaug_raw_bpe500
+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/train/speech_shape
+- exp/asr_stats_raw_bpe500/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe500/valid/speech_shape
+- exp/asr_stats_raw_bpe500/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/st-jiatong-54826.tbQP9L0N/raw/train/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/st-jiatong-54826.tbQP9L0N/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - /tmp/st-jiatong-54826.tbQP9L0N/raw/dev/wav.scp
+    - speech
+    - kaldi_ark
+-   - /tmp/st-jiatong-54826.tbQP9L0N/raw/dev/text
+    - text
+    - text
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+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+use_preprocessor: true
+token_type: bpe
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+noise_db_range: '13_15'
+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:
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+    - 30
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+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
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+normalize_conf:
+    stats_file: exp/asr_stats_raw_bpe500/train/feats_stats.npz
+preencoder: null
+preencoder_conf: {}
+encoder: transformer
+encoder_conf:
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+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 512
+    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_specaug_raw_bpe500/56epoch.pth
+python: "3.9.7 (default, Sep 16 2021, 13:09:58) \n[GCC 7.5.0]"
+timestamp: 1640102337.378326
+torch: 1.9.0
+yaml_files:
+  asr_train_config: exp/asr_train_asr_transformer_specaug_raw_bpe500/config.yaml