import from zenodo

README.md

@@ -0,0 +1,43 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: su
+datasets:
+- su_openslr36
+license: cc-by-4.0
+---
+## ESPnet2 ASR pretrained model 
+### `su_openslr36`
+♻️ Imported from https://zenodo.org/record/5090135/
+
+This model was trained by su_openslr36 using su_openslr36/asr1 recipe in [espnet](https://github.com/espnet/espnet/).
+### Demo: How to use in ESPnet2
+```python
+# coming soon
+```
+### 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 {Enrique Yalta Soplin} 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 Enrique Yalta Soplin 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_unigram1000/bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10c596a2c27c533d1de72ebf607edfc0f2fc3fae8a9770f998a0d6c51495d818
+size 252039

exp/asr_train_asr_raw_bpe1000/196epoch.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:10848443b9b121a13f86d982576155c1390d35eef2504acbe7b1a11f4cd0323c
+size 111680269

exp/asr_train_asr_raw_bpe1000/RESULTS.md

@@ -0,0 +1,32 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Fri Jul  9 20:43:31 PDT 2021`
+- python version: `3.8.5 (default, Sep  4 2020, 07:30:14)  [GCC 7.3.0]`
+- espnet version: `espnet 0.10.0`
+- pytorch version: `pytorch 1.8.1+cu102`
+- Git hash: `049c1203da14ec06a8f8290575f5a44a5b1634d1`
+  - Commit date: `Fri Jul 9 08:52:32 2021 -0700`
+
+## asr_train_asr_raw_bpe1000
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.best/sunda_test|2185|17916|98.5|1.2|0.3|0.1|1.6|5.0|
+|decode_asr_batch_size1_asr_model_valid.acc.best/sunda_test|2185|17916|98.5|1.2|0.3|0.1|1.6|5.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.best/sunda_test|2185|117265|99.5|0.2|0.3|0.1|0.6|5.0|
+|decode_asr_batch_size1_asr_model_valid.acc.best/sunda_test|2185|117265|99.5|0.2|0.3|0.1|0.6|5.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_asr_model_valid.acc.best/sunda_test|2185|36414|98.5|0.9|0.6|0.2|1.6|5.0|
+|decode_asr_batch_size1_asr_model_valid.acc.best/sunda_test|2185|36414|98.5|0.9|0.6|0.2|1.6|5.0|
+

exp/asr_train_asr_raw_bpe1000/config.yaml

@@ -0,0 +1,1161 @@
+config: conf/train_asr.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_raw_bpe1000
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 2
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 44079
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 200
+patience: 20
+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_bpe1000/train/speech_shape
+- exp/asr_stats_raw_bpe1000/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe1000/valid/speech_shape
+- exp/asr_stats_raw_bpe1000/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:
+-   - dump/raw/sunda_train/wav.scp
+    - speech
+    - sound
+-   - dump/raw/sunda_train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/sunda_dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/sunda_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: 10.0
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
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+- ▁FACHR
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+- ▁AGNES
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+- ▁RONAL
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+- ▁NOVITA
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+- AMIL
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+- ▁CITA
+- ALBAR
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+- GHAZ
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+- HINI
+- ▁HYU
+- ▁GEORGI
+- ▁PUTRA
+- ▁JEONG
+- VITA
+- ▁REST
+- ▁PEGG
+- LUNT
+- ONALD
+- ▁BEAT
+- ICHO
+- AVEN
+- ▁SARDI
+- OLEH
+- PUTIN
+- TIANA
+- ▁CUCU
+- HARGA
+- PUSPA
+- ▁CROW
+- ▁ISLAM
+- ▁PERMAN
+- ▁NUNU
+- ▁BUBBLE
+- ▁SUKSES
+- ▁SUGAND
+- BAGJA
+- LESTI
+- IFFE
+- PHAR
+- ▁APRIL
+- ▁AGAT
+- ▁ARCH
+- ▁SHEE
+- ▁GILL
+- ▁COFF
+- STISI
+- ▁ENDANG
+- INDRO
+- OBAN
+- GALUNG
+- PPIE
+- ▁PETE
+- ▁BAREN
+- BOURNE
+- LESIA
+- MAIL
+- ▁PRINCE
+- ▁LANGIT
+- SWOR
+- SEBAT
+- TISS
+- UWAI
+- ▁WEI
+- NIGHT
+- SADEW
+- DALE
+- AMBO
+- IGG
+- AGASKAR
+- ▁HEATH
+- RESNA
+- HALLE
+- AMIT
+- ▁BRANCH
+- AKOTA
+- ▁BARB
+- ▁CHEMI
+- ▁PRIATNA
+- '0'
+- ▁COBA
+- ▁ESPE
+- ITJE
+- WULAN
+- ▁GUGUM
+- NSIL
+- UNGSU
+- ▁BLUE
+- ▁ASEP
+- TILES
+- UCI
+- ITEPU
+- ▁PROJECT
+- PPOL
+- Í
+- '1'
+- '"'
+- '6'
+- '2'
+- '3'
+- '8'
+- ''''
+- '9'
+- '7'
+- '4'
+- '!'
+- È
+- ','
+- ;
+- '&'
+- Ä
+- Ñ
+- Ō
+- <sos/eos>
+init: chainer
+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_unigram1000/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: null
+specaug_conf: {}
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/asr_stats_raw_bpe1000/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: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    num_blocks: 6
+    linear_units: 2048
+    dropout_rate: 0.1
+required:
+- output_dir
+- token_list
+version: 0.9.10
+distributed: true

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.0
+files:
+  asr_model_file: exp/asr_train_asr_raw_bpe1000/196epoch.pth
+python: "3.8.5 (default, Sep  4 2020, 07:30:14) \n[GCC 7.3.0]"
+timestamp: 1625888611.903976
+torch: 1.8.1+cu102
+yaml_files:
+  asr_train_config: exp/asr_train_asr_raw_bpe1000/config.yaml