Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: noinfo
+datasets:
+- speechcommands
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `pyf98/speechcommands_12commands_conformer`
+
+This model was trained by Yifan Peng using speechcommands recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+git checkout bf523b70cae8300da004b41ec6a0d1b57c7ae8bb
+pip install -e .
+cd egs2/speechcommands/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model pyf98/speechcommands_12commands_conformer
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Fri Dec 24 21:53:37 EST 2021`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.5a1`
+- pytorch version: `pytorch 1.9.0`
+- Git hash: `3fd3dae71427d2ba5ecbc3fe0f2ae05db79acc29`
+  - Commit date: `Fri Dec 24 21:32:26 2021 -0500`
+
+## asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|infer/dev|4605|4605|97.7|2.3|0.0|0.0|2.3|2.3|
+|infer/test|4890|4890|97.9|2.1|0.0|0.0|2.1|2.1|
+|infer/test_speechbrain|4886|4886|98.4|1.6|0.0|0.0|1.6|1.6|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|infer/dev|4605|19541|98.6|0.9|0.5|1.0|2.5|2.3|
+|infer/test|4890|19959|97.8|1.1|1.1|0.7|3.0|2.1|
+|infer/test_speechbrain|4886|19923|98.7|0.7|0.6|0.6|1.9|1.6|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_asr_conformer_noBatchNorm.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds
+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: 150
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - loss
+    - min
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 3
+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: 20
+valid_batch_size: null
+batch_bins: 4000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_fbank_pitch_word_sp/train/speech_shape
+- exp/asr_stats_fbank_pitch_word_sp/train/text_shape.word
+valid_shape_file:
+- exp/asr_stats_fbank_pitch_word_sp/valid/speech_shape
+- exp/asr_stats_fbank_pitch_word_sp/valid/text_shape.word
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 800
+- 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/fbank_pitch/train_sp/feats.scp
+    - speech
+    - kaldi_ark
+-   - dump/fbank_pitch/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/fbank_pitch/dev/feats.scp
+    - speech
+    - kaldi_ark
+-   - dump/fbank_pitch/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 5000
+token_list:
+- <blank>
+- <unk>
+- 'yes'
+- down
+- 'no'
+- stop
+- go
+- 'on'
+- left
+- right
+- _unknown_
+- _silence_
+- 'off'
+- up
+- <sos/eos>
+init: null
+input_size: 83
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.1
+    length_normalized_loss: 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: null
+frontend_conf: {}
+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_fbank_pitch_word_sp/train/feats_stats.npz
+preencoder: null
+preencoder_conf: {}
+encoder: conformer
+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: 0.1
+    input_layer: conv2d
+    normalize_before: true
+    macaron_style: true
+    rel_pos_type: legacy
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 15
+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
+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/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds/RESULTS.md

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+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Fri Dec 24 21:53:37 EST 2021`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.5a1`
+- pytorch version: `pytorch 1.9.0`
+- Git hash: `3fd3dae71427d2ba5ecbc3fe0f2ae05db79acc29`
+  - Commit date: `Fri Dec 24 21:32:26 2021 -0500`
+
+## asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|infer/dev|4605|4605|97.7|2.3|0.0|0.0|2.3|2.3|
+|infer/test|4890|4890|97.9|2.1|0.0|0.0|2.1|2.1|
+|infer/test_speechbrain|4886|4886|98.4|1.6|0.0|0.0|1.6|1.6|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|infer/dev|4605|19541|98.6|0.9|0.5|1.0|2.5|2.3|
+|infer/test|4890|19959|97.8|1.1|1.1|0.7|3.0|2.1|
+|infer/test_speechbrain|4886|19923|98.7|0.7|0.6|0.6|1.9|1.6|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

exp/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds/config.yaml

@@ -0,0 +1,205 @@
+config: conf/train_asr_conformer_noBatchNorm.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds
+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: 150
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - loss
+    - min
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 3
+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: 20
+valid_batch_size: null
+batch_bins: 4000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_fbank_pitch_word_sp/train/speech_shape
+- exp/asr_stats_fbank_pitch_word_sp/train/text_shape.word
+valid_shape_file:
+- exp/asr_stats_fbank_pitch_word_sp/valid/speech_shape
+- exp/asr_stats_fbank_pitch_word_sp/valid/text_shape.word
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 800
+- 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/fbank_pitch/train_sp/feats.scp
+    - speech
+    - kaldi_ark
+-   - dump/fbank_pitch/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/fbank_pitch/dev/feats.scp
+    - speech
+    - kaldi_ark
+-   - dump/fbank_pitch/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 5000
+token_list:
+- <blank>
+- <unk>
+- 'yes'
+- down
+- 'no'
+- stop
+- go
+- 'on'
+- left
+- right
+- _unknown_
+- _silence_
+- 'off'
+- up
+- <sos/eos>
+init: null
+input_size: 83
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.1
+    length_normalized_loss: 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: null
+frontend_conf: {}
+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_fbank_pitch_word_sp/train/feats_stats.npz
+preencoder: null
+preencoder_conf: {}
+encoder: conformer
+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: 0.1
+    input_layer: conv2d
+    normalize_before: true
+    macaron_style: true
+    rel_pos_type: legacy
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 15
+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
+required:
+- output_dir
+- token_list
+version: 0.10.3a3
+distributed: false

exp/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds/valid.acc.ave_10best.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9eaa1636971d2d6f6deccb195e63c9718140dca2e8b1f61507dafe6a0de6da22
+size 172237411

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.5a1
+files:
+  asr_model_file: exp/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds/valid.acc.ave_10best.pth
+python: "3.9.7 (default, Sep 16 2021, 13:09:58) \n[GCC 7.5.0]"
+timestamp: 1640400817.795981
+torch: 1.9.0
+yaml_files:
+  asr_train_config: exp/asr_conformer_noBatchNorm_warmup5k_lr2e-4_accum3_conv15_5speeds/config.yaml