Upload model

README.md

@@ -1,3 +1,489 @@
 ---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: multilingual
+datasets:
+- facebook/multilingual_librispeech
 license: cc-by-4.0
 ---
+
+## ESPnet2 ASR model
+
+### `espnet/juice500ml_mls_10h_asr_ssl`
+
+This model was trained by Kwanghee Choi using mls recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
+if you haven't done that already.
+
+```bash
+cd espnet
+git checkout 29d7cb8453486b9073f729866a8cb3d4a8c203bb
+pip install -e .
+cd egs2/mls/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/juice500ml_mls_10h_asr_ssl
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Fri Oct 20 23:49:47 EDT 2023`
+- python version: `3.8.6 (default, Dec 17 2020, 16:57:01)  [GCC 10.2.0]`
+- espnet version: `espnet 202308`
+- pytorch version: `pytorch 1.13.1+cu117`
+- Git hash: `6d5c4220458adc3283838298b549f07dc6aba2ee`
+  - Commit date: `Thu Oct 19 16:01:31 2023 -0400`
+
+## exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_de_test|3394|121689|65.4|30.0|4.6|3.5|38.1|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_en_test|3769|146611|61.5|34.4|4.1|1.9|40.5|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_es_test|2385|88499|75.5|20.5|4.0|2.9|27.4|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_fr_test|2426|93167|63.1|31.9|5.0|3.0|39.9|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_it_test|1262|40847|71.9|23.6|4.5|4.2|32.3|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_nl_test|3075|127722|65.2|30.0|4.8|3.8|38.6|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pl_test|520|17034|64.9|29.3|5.8|4.1|39.2|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pt_test|871|31255|62.4|31.1|6.4|3.9|41.5|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_de_test|3394|742421|91.8|3.5|4.7|2.2|10.4|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_en_test|3769|785323|87.3|6.5|6.2|2.6|15.3|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_es_test|2385|474976|94.7|2.6|2.7|1.7|7.0|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_fr_test|2426|531607|89.5|4.4|6.2|3.0|13.6|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_it_test|1262|230831|94.9|2.2|2.9|1.8|6.9|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_nl_test|3075|698026|92.1|3.2|4.6|2.9|10.8|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pl_test|520|111718|94.4|2.5|3.1|1.6|7.2|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pt_test|871|178026|90.5|4.7|4.8|2.3|11.8|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_de_test|3394|470137|85.5|9.3|5.1|1.9|16.4|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_en_test|3769|492873|79.4|13.8|6.7|2.6|23.2|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_es_test|2385|297162|89.4|7.3|3.3|1.6|12.2|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_fr_test|2426|347607|82.4|10.5|7.1|2.9|20.5|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_it_test|1262|146439|89.2|6.8|4.0|1.8|12.6|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_nl_test|3075|438029|85.4|9.7|4.8|2.5|17.1|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pl_test|520|82933|90.6|6.2|3.2|1.1|10.5|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pt_test|871|116658|83.4|10.6|6.0|2.4|19.0|100.0|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_asr_e_branchformer1_wavlm_lr1e-4.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150
+ngpu: 1
+seed: 2022
+num_workers: 4
+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: true
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 18
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+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
+init_param: []
+ignore_init_mismatch: false
+freeze_param:
+- encoder.encoders
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe150/train/speech_shape
+- exp/asr_stats_raw_bpe150/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe150/valid/speech_shape
+- exp/asr_stats_raw_bpe150/valid/text_shape.bpe
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+train_data_path_and_name_and_type:
+-   - dump/raw/mls_all_train/wav.scp
+    - speech
+    - sound
+-   - dump/raw/mls_all_train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/mls_all_dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/mls_all_dev/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.0001
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 10000
+token_list:
+- <blank>
+- <unk>
+- ▁
+- s
+- a
+- e
+- o
+- i
+- t
+- u
+- n
+- l
+- r
+- m
+- d
+- g
+- en
+- y
+- f
+- ▁a
+- p
+- ▁p
+- er
+- z
+- ch
+- ▁de
+- ▁e
+- h
+- ▁s
+- b
+- ▁w
+- k
+- c
+- j
+- re
+- w
+- ra
+- te
+- ▁o
+- ar
+- ▁t
+- an
+- ▁z
+- ▁i
+- ie
+- ▁b
+- ro
+- st
+- in
+- ł
+- or
+- v
+- ▁g
+- 'on'
+- é
+- ▁di
+- li
+- ▁d
+- ▁la
+- de
+- ve
+- ri
+- ▁que
+- le
+- ▁h
+- ta
+- ▁ma
+- ''''
+- ci
+- ne
+- ▁un
+- ▁the
+- va
+- it
+- ▁c
+- ▁se
+- ▁da
+- nd
+- ▁no
+- la
+- do
+- ▁m
+- ▁k
+- ▁po
+- ▁in
+- ▁le
+- ▁he
+- ▁si
+- to
+- ę
+- ▁do
+- ▁to
+- ▁ha
+- ce
+- ▁en
+- is
+- ó
+- ▁me
+- ur
+- ▁na
+- ▁mi
+- ni
+- ▁l
+- ▁al
+- da
+- ▁be
+- ti
+- ▁ca
+- me
+- ▁vo
+- ▁so
+- ▁mo
+- ą
+- ▁ge
+- ing
+- ▁and
+- ż
+- q
+- ś
+- á
+- í
+- x
+- ã
+- à
+- ü
+- ć
+- '-'
+- ä
+- ç
+- è
+- ß
+- ê
+- ö
+- ñ
+- ò
+- ú
+- ń
+- ù
+- â
+- ô
+- ì
+- ź
+- õ
+- î
+- û
+- ë
+- ï
+- œ
+- æ
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/token_list/bpe_unigram150/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'
+short_noise_thres: 0.5
+aux_ctc_tasks: []
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    download_dir: ./hub
+    multilayer_feature: false
+    layer: 21
+    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
+    - 27
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.05
+    num_time_mask: 5
+normalize: utterance_mvn
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 128
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_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: 0.1
+    src_attention_dropout_rate: 0.1
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202308'
+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_unigram150/bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:402988487286f09251bc722290dce13ab2dc58313b7731ca0ef43e5e5e818578
+size 239437

exp/asr_stats_raw_bpe150/train/feats_stats.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cfd92e2de832f61686290c27df3e35a9c95e1825f108160d1497ec4dc555869
+size 1402

exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150/RESULTS.md

@@ -0,0 +1,50 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Fri Oct 20 23:49:47 EDT 2023`
+- python version: `3.8.6 (default, Dec 17 2020, 16:57:01)  [GCC 10.2.0]`
+- espnet version: `espnet 202308`
+- pytorch version: `pytorch 1.13.1+cu117`
+- Git hash: `6d5c4220458adc3283838298b549f07dc6aba2ee`
+  - Commit date: `Thu Oct 19 16:01:31 2023 -0400`
+
+## exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_de_test|3394|121689|65.4|30.0|4.6|3.5|38.1|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_en_test|3769|146611|61.5|34.4|4.1|1.9|40.5|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_es_test|2385|88499|75.5|20.5|4.0|2.9|27.4|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_fr_test|2426|93167|63.1|31.9|5.0|3.0|39.9|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_it_test|1262|40847|71.9|23.6|4.5|4.2|32.3|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_nl_test|3075|127722|65.2|30.0|4.8|3.8|38.6|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pl_test|520|17034|64.9|29.3|5.8|4.1|39.2|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pt_test|871|31255|62.4|31.1|6.4|3.9|41.5|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_de_test|3394|742421|91.8|3.5|4.7|2.2|10.4|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_en_test|3769|785323|87.3|6.5|6.2|2.6|15.3|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_es_test|2385|474976|94.7|2.6|2.7|1.7|7.0|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_fr_test|2426|531607|89.5|4.4|6.2|3.0|13.6|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_it_test|1262|230831|94.9|2.2|2.9|1.8|6.9|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_nl_test|3075|698026|92.1|3.2|4.6|2.9|10.8|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pl_test|520|111718|94.4|2.5|3.1|1.6|7.2|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pt_test|871|178026|90.5|4.7|4.8|2.3|11.8|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_de_test|3394|470137|85.5|9.3|5.1|1.9|16.4|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_en_test|3769|492873|79.4|13.8|6.7|2.6|23.2|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_es_test|2385|297162|89.4|7.3|3.3|1.6|12.2|99.9|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_fr_test|2426|347607|82.4|10.5|7.1|2.9|20.5|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_it_test|1262|146439|89.2|6.8|4.0|1.8|12.6|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_nl_test|3075|438029|85.4|9.7|4.8|2.5|17.1|100.0|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pl_test|520|82933|90.6|6.2|3.2|1.1|10.5|99.8|
+|decode_transformer_nolm_lm_lm_train_bpe150_valid.loss.ave_asr_model_valid.acc.ave/mls_pt_test|871|116658|83.4|10.6|6.0|2.4|19.0|100.0|
+

exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150/config.yaml

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+config: conf/train_asr_e_branchformer1_wavlm_lr1e-4.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150
+ngpu: 1
+seed: 2022
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+num_att_plot: 3
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+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 18
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
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+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:
+- encoder.encoders
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_bpe150/train/speech_shape
+- exp/asr_stats_raw_bpe150/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_bpe150/valid/speech_shape
+- exp/asr_stats_raw_bpe150/valid/text_shape.bpe
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
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+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+train_data_path_and_name_and_type:
+-   - dump/raw/mls_all_train/wav.scp
+    - speech
+    - sound
+-   - dump/raw/mls_all_train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/mls_all_dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/mls_all_dev/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.0001
+    weight_decay: 1.0e-06
+scheduler: warmuplr
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+    warmup_steps: 10000
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+init: null
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+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
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+noise_db_range: '13_15'
+short_noise_thres: 0.5
+aux_ctc_tasks: []
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    download_dir: ./hub
+    multilayer_feature: false
+    layer: 21
+    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
+    - 27
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.05
+    num_time_mask: 5
+normalize: utterance_mvn
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 128
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_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: 0.1
+    src_attention_dropout_rate: 0.1
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202308'
+distributed: false

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+- valid
+- loss
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+- loss
+- min
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+-   - train
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+    - min
+-   - valid
+    - loss
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+-   - train
+    - acc
+    - max
+-   - valid
+    - acc
+    - max
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+num_cache_chunks: 1024
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+-   - dump/raw/lm_train.txt
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/org/mls_all_dev/text
+    - text
+    - text
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exp/lm_train_bpe150/perplexity_test/ppl

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meta.yaml

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+espnet: '202308'
+files:
+  asr_model_file: exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150/valid.acc.ave_10best.pth
+  lm_file: exp/lm_train_bpe150/1epoch.pth
+python: "3.8.6 (default, Dec 17 2020, 16:57:01) \n[GCC 10.2.0]"
+timestamp: 1697862352.609481
+torch: 1.13.1+cu117
+yaml_files:
+  asr_train_config: exp/asr_train_asr_e_branchformer1_wavlm_lr1e-4_raw_bpe150/config.yaml
+  lm_train_config: exp/lm_train_bpe150/config.yaml