Update model

README.md

@@ -0,0 +1,642 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- fsc_challenge
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/fsc_challenge_slu_2pass_transformer_gt`
+
+This model was trained by Siddhant using fsc_challenge 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 3b54bfe52a294cdfce668c20d777bfa65f413745
+pip install -e .
+cd egs2/fsc_challenge/slu1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/fsc_challenge_slu_2pass_transformer_gt
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Mar 13 20:59:06 EDT 2022`
+- python version: `3.8.11 (default, Aug  3 2021, 15:09:35)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.3a3`
+- pytorch version: `pytorch 1.9.0+cu102`
+- Git hash: `97b9dad4dbca71702cb7928a126ec45d96414a3f`
+  - Commit date: `Mon Sep 13 22:55:04 2021 +0900`
+
+## asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_3_raw_en_word
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|inference_asr_model_valid.acc.ave_5best/spk_test|3349|17937|99.9|0.1|0.0|0.0|0.1|0.6|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|22540|89.8|6.6|3.6|0.0|10.2|27.6|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|inference_asr_model_valid.acc.ave_5best/spk_test|3349|152191|100.0|0.0|0.0|0.0|0.1|0.6|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|191435|94.5|2.8|2.7|0.5|6.0|27.6|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_hubert_transformer_adam_specaug_deliberation_transformer_3.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_3_raw_en_word
+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: 25
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - train
+    - loss
+    - min
+-   - valid
+    - loss
+    - min
+-   - train
+    - acc
+    - max
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+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:
+- ../../fsc_challenge/asr1/exp/asr_train_asr_hubert_transformer_adam_specaug_old_raw_en_word/valid.acc.ave_5best.pth:encoder:encoder
+ignore_init_mismatch: false
+freeze_param:
+- encoder
+- postdecoder.model
+- frontend.upstream
+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_en_word/train/speech_shape
+- exp/asr_stats_raw_en_word/train/text_shape.word
+- exp/asr_stats_raw_en_word/train/transcript_shape.word
+valid_shape_file:
+- exp/asr_stats_raw_en_word/valid/speech_shape
+- exp/asr_stats_raw_en_word/valid/text_shape.word
+- exp/asr_stats_raw_en_word/valid/transcript_shape.word
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+- 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/train/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+-   - dump/raw/train/transcript
+    - transcript
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/text
+    - text
+    - text
+-   - dump/raw/valid/transcript
+    - transcript
+    - 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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- the
+- turn
+- lights
+- in
+- up
+- 'on'
+- down
+- temperature
+- heat
+- switch
+- kitchen
+- volume
+- 'off'
+- increase_volume_none
+- bedroom
+- washroom
+- decrease_volume_none
+- language
+- bathroom
+- decrease
+- my
+- to
+- increase
+- decrease_heat_washroom
+- increase_heat_washroom
+- music
+- heating
+- bring
+- increase_heat_none
+- too
+- decrease_heat_none
+- me
+- change_language_none_none
+- activate_lights_washroom
+- set
+- activate_lights_kitchen
+- activate_music_none
+- lamp
+- deactivate_music_none
+- increase_heat_bedroom
+- i
+- increase_heat_kitchen
+- sound
+- get
+- decrease_heat_kitchen
+- loud
+- activate_lights_bedroom
+- deactivate_lights_bedroom
+- decrease_heat_bedroom
+- need
+- deactivate_lights_kitchen
+- bring_newspaper_none
+- newspaper
+- bring_shoes_none
+- shoes
+- bring_socks_none
+- socks
+- activate_lights_none
+- deactivate_lights_none
+- louder
+- go
+- deactivate_lights_washroom
+- change_language_Chinese_none
+- chinese
+- could
+- you
+- bring_juice_none
+- juice
+- deactivate_lamp_none
+- make
+- activate_lamp_none
+- it
+- stop
+- play
+- change
+- quiet
+- change_language_Korean_none
+- korean
+- some
+- practice
+- change_language_German_none
+- german
+- ok
+- now
+- main
+- change_language_English_none
+- english
+- its
+- hear
+- pause
+- this
+- thats
+- lower
+- far
+- audio
+- please
+- fetch
+- phones
+- a
+- different
+- start
+- resume
+- softer
+- couldnt
+- anything
+- quieter
+- put
+- video
+- is
+- low
+- max
+- phone
+- mute
+- reduce
+- use
+- languages
+- allow
+- device
+- system
+- <sos/eos>
+transcript_token_list:
+- <blank>
+- <unk>
+- the
+- turn
+- lights
+- in
+- up
+- 'on'
+- down
+- temperature
+- heat
+- switch
+- kitchen
+- volume
+- 'off'
+- bedroom
+- washroom
+- language
+- bathroom
+- decrease
+- my
+- to
+- increase
+- music
+- heating
+- bring
+- too
+- me
+- set
+- lamp
+- i
+- sound
+- get
+- loud
+- need
+- newspaper
+- shoes
+- socks
+- louder
+- go
+- chinese
+- could
+- you
+- juice
+- make
+- it
+- stop
+- play
+- change
+- quiet
+- korean
+- some
+- practice
+- german
+- ok
+- now
+- main
+- english
+- its
+- hear
+- pause
+- this
+- thats
+- lower
+- far
+- audio
+- please
+- fetch
+- phones
+- a
+- different
+- start
+- resume
+- softer
+- couldnt
+- anything
+- quieter
+- put
+- video
+- is
+- low
+- max
+- phone
+- mute
+- reduce
+- use
+- languages
+- allow
+- device
+- system
+- <sos/eos>
+two_pass: false
+pre_postencoder_norm: false
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    transcript_token_list:
+    - <blank>
+    - <unk>
+    - the
+    - turn
+    - lights
+    - in
+    - up
+    - 'on'
+    - down
+    - temperature
+    - heat
+    - switch
+    - kitchen
+    - volume
+    - 'off'
+    - bedroom
+    - washroom
+    - language
+    - bathroom
+    - decrease
+    - my
+    - to
+    - increase
+    - music
+    - heating
+    - bring
+    - too
+    - me
+    - set
+    - lamp
+    - i
+    - sound
+    - get
+    - loud
+    - need
+    - newspaper
+    - shoes
+    - socks
+    - louder
+    - go
+    - chinese
+    - could
+    - you
+    - juice
+    - make
+    - it
+    - stop
+    - play
+    - change
+    - quiet
+    - korean
+    - some
+    - practice
+    - german
+    - ok
+    - now
+    - main
+    - english
+    - its
+    - hear
+    - pause
+    - this
+    - thats
+    - lower
+    - far
+    - audio
+    - please
+    - fetch
+    - phones
+    - a
+    - different
+    - start
+    - resume
+    - softer
+    - couldnt
+    - anything
+    - quieter
+    - put
+    - video
+    - is
+    - low
+    - max
+    - phone
+    - mute
+    - reduce
+    - use
+    - languages
+    - allow
+    - device
+    - system
+    - <sos/eos>
+    ctc_weight: 0.5
+    ignore_id: -1
+    lsm_weight: 0.0
+    length_normalized_loss: false
+    report_cer: true
+    report_wer: true
+    sym_space: <space>
+    sym_blank: <blank>
+    extract_feats_in_collect_stats: true
+    two_pass: false
+    pre_postencoder_norm: false
+use_preprocessor: true
+token_type: word
+bpemodel: null
+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:
+    output_size: 256
+    attention_heads: 4
+    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
+postencoder: null
+postencoder_conf: {}
+deliberationencoder: transformer
+deliberationencoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 4
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.0
+    input_layer: linear
+    normalize_before: true
+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
+decoder2: rnn
+decoder2_conf: {}
+postdecoder: hugging_face_transformers
+postdecoder_conf:
+    model_name_or_path: bert-base-cased
+    output_size: 256
+required:
+- output_dir
+- token_list
+version: 0.10.3a3
+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}
+}
+```

exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_gt_raw_en_word/RESULTS.md

@@ -0,0 +1,29 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sun Mar 13 20:59:06 EDT 2022`
+- python version: `3.8.11 (default, Aug  3 2021, 15:09:35)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.3a3`
+- pytorch version: `pytorch 1.9.0+cu102`
+- Git hash: `97b9dad4dbca71702cb7928a126ec45d96414a3f`
+  - Commit date: `Mon Sep 13 22:55:04 2021 +0900`
+
+## asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_3_raw_en_word
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|inference_asr_model_valid.acc.ave_5best/spk_test|3349|17937|99.9|0.1|0.0|0.0|0.1|0.6|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|22540|89.8|6.6|3.6|0.0|10.2|27.6|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|inference_asr_model_valid.acc.ave_5best/spk_test|3349|152191|100.0|0.0|0.0|0.0|0.1|0.6|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|191435|94.5|2.8|2.7|0.5|6.0|27.6|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_gt_raw_en_word/config.yaml

@@ -0,0 +1,541 @@
+config: conf/tuning/train_asr_hubert_transformer_adam_specaug_deliberation_transformer_3.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_3_raw_en_word
+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: 25
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - train
+    - loss
+    - min
+-   - valid
+    - loss
+    - min
+-   - train
+    - acc
+    - max
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 5
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+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:
+- ../../fsc_challenge/asr1/exp/asr_train_asr_hubert_transformer_adam_specaug_old_raw_en_word/valid.acc.ave_5best.pth:encoder:encoder
+ignore_init_mismatch: false
+freeze_param:
+- encoder
+- postdecoder.model
+- frontend.upstream
+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_en_word/train/speech_shape
+- exp/asr_stats_raw_en_word/train/text_shape.word
+- exp/asr_stats_raw_en_word/train/transcript_shape.word
+valid_shape_file:
+- exp/asr_stats_raw_en_word/valid/speech_shape
+- exp/asr_stats_raw_en_word/valid/text_shape.word
+- exp/asr_stats_raw_en_word/valid/transcript_shape.word
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+- 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/train/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+-   - dump/raw/train/transcript
+    - transcript
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/text
+    - text
+    - text
+-   - dump/raw/valid/transcript
+    - transcript
+    - 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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- the
+- turn
+- lights
+- in
+- up
+- 'on'
+- down
+- temperature
+- heat
+- switch
+- kitchen
+- volume
+- 'off'
+- increase_volume_none
+- bedroom
+- washroom
+- decrease_volume_none
+- language
+- bathroom
+- decrease
+- my
+- to
+- increase
+- decrease_heat_washroom
+- increase_heat_washroom
+- music
+- heating
+- bring
+- increase_heat_none
+- too
+- decrease_heat_none
+- me
+- change_language_none_none
+- activate_lights_washroom
+- set
+- activate_lights_kitchen
+- activate_music_none
+- lamp
+- deactivate_music_none
+- increase_heat_bedroom
+- i
+- increase_heat_kitchen
+- sound
+- get
+- decrease_heat_kitchen
+- loud
+- activate_lights_bedroom
+- deactivate_lights_bedroom
+- decrease_heat_bedroom
+- need
+- deactivate_lights_kitchen
+- bring_newspaper_none
+- newspaper
+- bring_shoes_none
+- shoes
+- bring_socks_none
+- socks
+- activate_lights_none
+- deactivate_lights_none
+- louder
+- go
+- deactivate_lights_washroom
+- change_language_Chinese_none
+- chinese
+- could
+- you
+- bring_juice_none
+- juice
+- deactivate_lamp_none
+- make
+- activate_lamp_none
+- it
+- stop
+- play
+- change
+- quiet
+- change_language_Korean_none
+- korean
+- some
+- practice
+- change_language_German_none
+- german
+- ok
+- now
+- main
+- change_language_English_none
+- english
+- its
+- hear
+- pause
+- this
+- thats
+- lower
+- far
+- audio
+- please
+- fetch
+- phones
+- a
+- different
+- start
+- resume
+- softer
+- couldnt
+- anything
+- quieter
+- put
+- video
+- is
+- low
+- max
+- phone
+- mute
+- reduce
+- use
+- languages
+- allow
+- device
+- system
+- <sos/eos>
+transcript_token_list:
+- <blank>
+- <unk>
+- the
+- turn
+- lights
+- in
+- up
+- 'on'
+- down
+- temperature
+- heat
+- switch
+- kitchen
+- volume
+- 'off'
+- bedroom
+- washroom
+- language
+- bathroom
+- decrease
+- my
+- to
+- increase
+- music
+- heating
+- bring
+- too
+- me
+- set
+- lamp
+- i
+- sound
+- get
+- loud
+- need
+- newspaper
+- shoes
+- socks
+- louder
+- go
+- chinese
+- could
+- you
+- juice
+- make
+- it
+- stop
+- play
+- change
+- quiet
+- korean
+- some
+- practice
+- german
+- ok
+- now
+- main
+- english
+- its
+- hear
+- pause
+- this
+- thats
+- lower
+- far
+- audio
+- please
+- fetch
+- phones
+- a
+- different
+- start
+- resume
+- softer
+- couldnt
+- anything
+- quieter
+- put
+- video
+- is
+- low
+- max
+- phone
+- mute
+- reduce
+- use
+- languages
+- allow
+- device
+- system
+- <sos/eos>
+two_pass: false
+pre_postencoder_norm: false
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    transcript_token_list:
+    - <blank>
+    - <unk>
+    - the
+    - turn
+    - lights
+    - in
+    - up
+    - 'on'
+    - down
+    - temperature
+    - heat
+    - switch
+    - kitchen
+    - volume
+    - 'off'
+    - bedroom
+    - washroom
+    - language
+    - bathroom
+    - decrease
+    - my
+    - to
+    - increase
+    - music
+    - heating
+    - bring
+    - too
+    - me
+    - set
+    - lamp
+    - i
+    - sound
+    - get
+    - loud
+    - need
+    - newspaper
+    - shoes
+    - socks
+    - louder
+    - go
+    - chinese
+    - could
+    - you
+    - juice
+    - make
+    - it
+    - stop
+    - play
+    - change
+    - quiet
+    - korean
+    - some
+    - practice
+    - german
+    - ok
+    - now
+    - main
+    - english
+    - its
+    - hear
+    - pause
+    - this
+    - thats
+    - lower
+    - far
+    - audio
+    - please
+    - fetch
+    - phones
+    - a
+    - different
+    - start
+    - resume
+    - softer
+    - couldnt
+    - anything
+    - quieter
+    - put
+    - video
+    - is
+    - low
+    - max
+    - phone
+    - mute
+    - reduce
+    - use
+    - languages
+    - allow
+    - device
+    - system
+    - <sos/eos>
+    ctc_weight: 0.5
+    ignore_id: -1
+    lsm_weight: 0.0
+    length_normalized_loss: false
+    report_cer: true
+    report_wer: true
+    sym_space: <space>
+    sym_blank: <blank>
+    extract_feats_in_collect_stats: true
+    two_pass: false
+    pre_postencoder_norm: false
+use_preprocessor: true
+token_type: word
+bpemodel: null
+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:
+    output_size: 256
+    attention_heads: 4
+    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
+postencoder: null
+postencoder_conf: {}
+deliberationencoder: transformer
+deliberationencoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 4
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.0
+    input_layer: linear
+    normalize_before: true
+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
+decoder2: rnn
+decoder2_conf: {}
+postdecoder: hugging_face_transformers
+postdecoder_conf:
+    model_name_or_path: bert-base-cased
+    output_size: 256
+required:
+- output_dir
+- token_list
+version: 0.10.3a3
+distributed: false

exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_gt_raw_en_word/valid.acc.ave_5best.pth

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+size 1831278649

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202207'
+files:
+  slu_model_file: exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_gt_raw_en_word/valid.acc.ave_5best.pth
+python: "3.9.5 (default, Jun  4 2021, 12:28:51) \n[GCC 7.5.0]"
+timestamp: 1663105666.18087
+torch: 1.12.1+cu113
+yaml_files:
+  slu_train_config: exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_gt_raw_en_word/config.yaml