espnet audio automatic-speech-recognition en dataset:libriheavy_medium arxiv:1804.00015 license:cc-by-4.0 region:us
---
tags:
- espnet
- audio
- automatic-speech-recognition
language: en
datasets:
- libriheavy_medium
license: cc-by-4.0
---

## ESPnet2 ASR model

### `espnet/akreal_lh_medium_asr2_e_branchformer_wavlm_large_21_km1k_bpe_rm6k_bpe_ts3k`

This model was trained by Pavel Denisov using libriheavy_medium 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 b62c674b740d148a5e1d07b1bc3eb8e5dddb5839
pip install -e .
cd egs2/libriheavy_medium/asr2
./run.sh --skip_data_prep false --skip_train true --download_model espnet/akreal_lh_medium_asr2_e_branchformer_wavlm_large_21_km1k_bpe_rm6k_bpe_ts3k
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Fri Nov  3 12:31:34 CET 2023`
- python version: `3.10.8 (main, Nov 14 2022, 00:00:00) [GCC 11.3.1 20220421 (Red Hat 11.3.1-3)]`
- espnet version: `espnet 202310`
- pytorch version: `pytorch 2.0.1+cu118`
- Git hash: `b62c674b740d148a5e1d07b1bc3eb8e5dddb5839`
  - Commit date: `Mon Oct 30 13:47:12 2023 +0100`

## exp/asr_train_discrete_asr_e_branchformer1_e12_lr1e-3_raw_wavlm_large_21_km1000_bpe_rm6000_bpe_ts3000
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2557|102570|90.9|8.5|0.6|0.4|9.5|88.9|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2815|111093|87.4|11.4|1.2|0.6|13.2|91.8|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2557|552463|97.9|1.1|1.0|0.5|2.7|89.0|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2815|600913|96.4|1.8|1.7|0.9|4.4|91.8|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2557|160091|92.1|4.9|3.0|1.2|9.0|89.0|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2815|181621|88.0|7.0|5.0|1.6|13.6|91.8|

## exp/asr_train_discrete_asr_e_branchformer1_e12_lr1e-3_raw_wavlm_large_21_km1000_bpe_rm6000_bpe_ts3000/decode_ctc0.3_asr_model_valid.acc.ave
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|org/dev|5348|217854|88.9|10.2|0.9|0.5|11.6|91.1|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|org/dev|5348|1177476|97.1|1.5|1.4|0.7|3.6|91.2|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|org/dev|5348|349335|90.0|6.1|3.9|1.4|11.4|91.2|

## ASR config

<details><summary>expand</summary>

```
config: conf/tuning/train_discrete_asr_e_branchformer1_e12_lr1e-3.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_discrete_asr_e_branchformer1_e12_lr1e-3_raw_wavlm_large_21_km1000_bpe_rm6000_bpe_ts3000
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 1
dist_backend: nccl
dist_init_method: env://
dist_world_size: 2
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 56451
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: 50
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: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
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
use_lora: false
save_lora_only: true
lora_conf: {}
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: 600000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km1000_bpe6000_bpe3000/train/src_text_shape.bpe
- exp/asr_stats_raw_rm_wavlm_large_21_km1000_bpe6000_bpe3000/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km1000_bpe6000_bpe3000/valid/text_shape.bpe
- exp/asr_stats_raw_rm_wavlm_large_21_km1000_bpe6000_bpe3000/valid/src_text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 150
- 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/train_medium/text.rm.wavlm_large_21_km1000
    - src_text
    - text
-   - dump/raw/train_medium/text.ts.en
    - text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/dev/text.ts.en
    - text
    - text
-   - dump/raw/dev/text.rm.wavlm_large_21_km1000
    - src_text
    - text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
allow_multi_rates: false
valid_max_cache_size: null
exclude_weight_decay: false
exclude_weight_decay_conf: {}
optim: adam
optim_conf:
    lr: 0.001
    weight_decay: 1.0e-06
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 15000
token_list:
- <blank>
- <unk>
- ','
- ▁the
- s
- .
- ▁and
- ▁of
- ▁to
- ▁a
- ▁in
- ed
- ▁"
- ▁I
- ''''
- ▁was
- ing
- ▁that
- t
- ▁he
- d
- ▁it
- ▁his
- ly
- ▁had
- ▁for
- ▁with
- n
- ▁you
- ▁is
- y
- ▁be
- ▁as
- ;
- ▁her
- ▁not
- e
- ▁on
- ▁
- ▁at
- er
- ."
- ▁she
- ▁him
- ▁me
- ▁have
- ▁The
- ▁but
- ▁by
- ▁all
- r
- re
- ▁said
- ▁my
- ▁which
- ▁so
- ',"'
- ▁from
- ▁were
- ▁this
- ▁they
- m
- ▁we
- ▁He
- ▁one
- a
- I
- ll
- l
- ▁an
- ▁or
- al
- ▁would
- in
- c
- ▁no
- st
- or
- ▁are
- le
- ▁out
- ▁them
- ▁up
- '!'
- ▁been
- b
- ?"
- ▁their
- ▁s
- ▁re
- g
- ▁there
- ▁who
- ri
- ▁do
- ar
- ▁will
- ▁A
- ▁de
- ▁when
- es
- ▁man
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- ▁John
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- ▁general
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- ▁Je
- ▁N
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- ▁used
- ▁six
- ▁held
- ▁brother
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- ▁foot
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- ▁;
- ▁won
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- ▁manner
- ▁wall
- ▁Ju
- ▁feeling
- ▁cause
- ▁ta
- ▁Sir
- rk
- ay
- ▁wa
- Y
- ▁Li
- ▁often
- ▁sleep
- ▁sight
- ▁Ra
- ped
- cc
- ▁already
- shed
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- ▁fellow
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- umb
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- ▁par
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- 决冫丆
- 与儐
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- 侍傮傉仈
- 仡七
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- 冿僴冿
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- 佄八伝保伉
- 侊傗僊
- 伛冼
- 冿以冿
- 买倒亮兡公
- 儅倜仫
- 侭六冔亱
- 亄仡亗乽
- 倧傣
- 侙偂侦习伿
- 傊僥冁
- 俤佗倚伬
- 個典
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- 乄佦伬
- 亱冲伨
- 偟乥冄仴冁
- 任且偊
- 乶佝伡佺伒
- 侔処
- 傏佶主仏倳
- 与儐亀佘
- 侑兰傖
- 偽倭傶
- 備乻
- 亿偞俨傴兰串
- 儨儀交佷
- 伄亅倓
- 乁伴乀仟侧
- 側乁倶
- 傄亣亐亣俺丿倧俀
- 俳
- 亵倓
- 俼侳亣冓
- 僽俷
- 享伇凌一
- 儸俋伬亃
- 侖乒之乎
- 係傝乇
- 丠佱兇
- 侯佷偔亥
- 偽二仐
- 凔之兺亞
- 倷儎
- 偲丕偲
- 儥僶伩偄义但
- 侑位俗光
- 冇修倏
- 仁他乷
- 伐両不
- 再丱偌佹亶丝
- 儃
- 偗俗僒儔
- 倭仮侮亼
- 倳例
- 僉偮僉偮
- 侏丗催
- 储偮僴偮
- 儦仕仨件
- 偓僦乨伮
- 両冸乹
- 亝冄仴
- 冴佶侕
- 仺倍仗傷
- 乪仼
- 備乻依
- 亣亐俺兛
- 俤佗倚伬亃
- 伴乀仟偬乱乙
- 侘伻傩
- 僘仪之
- 儌偽仮凉丩
- 倃七倞
- 亣俺丿兛免
- 偢侉偢俓丨
- 侽亲冮伺
- ▁乜倿侉侷
- 专儥仦
- 儦仕僈仨
- 儡儂侼
- 倰乢亝仴
- 冹侟冪
- 僁侍久傼
- 儒伌兤为僞
- 冤乸偎何仸
- 侫余侫
- 亿书俨侃
- 伲乐侮亼
- 偔僈偄义
- 仓位兰
- 傊伝
- 佪乱乙
- 倌冏
- 侨佥
- 側乁個
- 乵丗償伕倓僶
- 侺低侇
- 倻丱凃倧俀
- 于侴像
- 凚乴兰儤
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- 倽
- 些伇凌伮
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- 偦傪儤也傽
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- 倆
- <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
use_preprocessor: true
token_type: bpe
src_token_type: bpe
bpemodel: data/token_list/tgt_bpe_unigram3000_ts_en/bpe.model
src_bpemodel: data/token_list/src_bpe_unigram6000_rm_wavlm_large_21_km1000/bpe.model
non_linguistic_symbols: null
cleaner: null
g2p: null
tokenizer_encode_conf: null
src_tokenizer_encode_conf:
    enable_sampling: true
    alpha: 0.4
    nbest_size: -1
frontend: embed
frontend_conf:
    embed_dim: 512
    positional_dropout_rate: 0.1
specaug: specaug
specaug_conf:
    apply_time_warp: false
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: false
    freq_mask_width_range:
    - 0
    - 10
    num_freq_mask: 0
    apply_time_mask: true
    time_mask_width_ratio_range:
    - 0.0
    - 0.05
    num_time_mask: 10
preencoder: null
preencoder_conf: {}
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: conv1d2
    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
    layer_drop_rate: 0.0
model: discrete_asr
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
    share_decoder_input_output_embed: false
    share_encoder_decoder_input_embed: false
required:
- output_dir
- src_token_list
- token_list
version: '202310'
distributed: true
```

</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}
}
```
