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

## ESPnet2 ASR model

### `espnet/akreal_lh_small_asr2_e_branchformer_wavlm_large_21_km2k_bpe_rm6k_bpe_ts3k_sp`

This model was trained by Pavel Denisov using libriheavy_small 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_small/asr2
./run.sh --skip_data_prep false --skip_train true --download_model espnet/akreal_lh_small_asr2_e_branchformer_wavlm_large_21_km2k_bpe_rm6k_bpe_ts3k_sp
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Fri Nov  3 12:26:08 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_km2000_bpe_rm6000_bpe_ts3000_sp
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2557|102570|89.5|9.9|0.6|0.5|11.0|91.3|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2815|111093|85.3|13.4|1.3|0.7|15.4|95.0|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2557|552463|97.5|1.4|1.1|0.6|3.1|91.4|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2815|600913|95.9|2.2|1.9|1.1|5.2|95.0|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2557|161841|90.6|5.9|3.5|1.4|10.8|91.4|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2815|183779|85.9|8.4|5.6|2.1|16.1|95.0|

## exp/asr_train_discrete_asr_e_branchformer1_e12_lr1e-3_raw_wavlm_large_21_km2000_bpe_rm6000_bpe_ts3000_sp/decode_ctc0.3_asr_model_valid.acc.ave
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|org/dev|5348|217854|87.2|11.8|1.0|0.6|13.4|93.7|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|org/dev|5348|1177476|96.7|1.8|1.5|0.8|4.1|93.7|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|org/dev|5348|353415|88.2|7.2|4.6|1.8|13.5|93.7|

## 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_km2000_bpe_rm6000_bpe_ts3000_sp
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 1
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: 35
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: 300000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe3000_sp/train/src_text_shape.bpe
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe3000_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe3000_sp/valid/text_shape.bpe
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe3000_sp/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_small_sp/text.rm.wavlm_large_21_km2000
    - src_text
    - text
-   - dump/raw/train_small_sp/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_km2000
    - 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
- ed
- ▁in
- ''''
- ▁"
- ▁was
- ▁I
- t
- ing
- ▁that
- ▁he
- d
- ▁it
- ▁his
- n
- ly
- ▁had
- ▁for
- ▁with
- e
- ;
- ▁be
- ▁as
- ▁you
- y
- ▁is
- ▁not
- ▁her
- er
- ▁
- ▁on
- ▁at
- r
- ▁The
- ▁him
- ▁she
- ."
- ▁me
- m
- ▁all
- ▁but
- ▁have
- ▁by
- ▁were
- re
- c
- p
- ▁so
- a
- ▁which
- in
- ▁they
- ▁my
- ',"'
- ▁from
- ▁this
- ▁said
- al
- ▁one
- ▁He
- ▁an
- g
- ▁or
- o
- ▁s
- I
- ▁no
- ▁would
- ▁we
- l
- ▁out
- b
- ▁them
- ar
- ▁their
- or
- ▁are
- st
- ll
- ▁there
- '!'
- u
- ▁been
- ▁up
- ve
- es
- ▁de
- ▁re
- ri
- ?"
- le
- ▁who
- ▁do
- ▁if
- ▁when
- it
- ▁And
- ▁man
- ▁what
- ▁A
- '?'
- ▁It
- ▁S
- an
- ▁more
- f
- en
- 'on'
- ▁could
- th
- ▁will
- ▁into
- ▁like
- ▁g
- ▁But
- ion
- v
- ▁some
- k
- ▁c
- ▁did
- ':'
- ▁time
- ▁'
- ra
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- ▁about
- ▁little
- ▁b
- w
- ▁go
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- ▁can
- ur
- li
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- la
- ▁know
- ▁over
- ch
- '!"'
- ▁your
- ▁un
- ▁than
- ▁any
- ▁see
- ▁has
- ▁con
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- se
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- ▁upon
- ▁now
- ▁f
- ▁other
- ▁should
- et
- ic
- ne
- ▁B
- ▁made
- ▁only
- ir
- est
- ent
- ▁down
- A
- ity
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- ers
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- able
- h
- ce
- ness
- ▁come
- ▁good
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- ▁came
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- ▁men
- as
- ▁C
- at
- ▁day
- ▁before
- ck
- ▁p
- ▁_
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- ▁st
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- ▁never
- ▁way
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- ▁after
- ▁old
- ▁then
- ▁back
- ▁must
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- ▁w
- ment
- _
- el
- ▁long
- ke
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- ive
- ▁where
- ▁much
- ▁again
- ▁e
- ▁our
- ▁might
- ▁o
- ▁such
- x
- is
- ted
- ▁went
- z
- ol
- ▁make
- ad
- ate
- ▁say
- ▁W
- ▁own
- ist
- te
- ▁*
- ▁thought
- ry
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- ▁r
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- ▁through
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- ▁may
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- ▁well
- ful
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- ge
- ▁E
- ▁hand
- ▁think
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- ver
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- ul
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- ▁these
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- ance
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- ▁got
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- ▁though
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- ▁same
- ▁always
- mo
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- ▁things
- ho
- ▁li
- ▁three
- ▁light
- ▁looked
- ▁father
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- ▁To
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- ▁per
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- M
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- ▁because
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- ▁woman
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- ▁whole
- ▁seen
- ▁What
- ring
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- ▁also
- ▁Mrs
- ▁began
- the
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- ▁few
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- ine
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- ▁ca
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- ▁mean
- min
- ▁turned
- ▁soon
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- red
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- gg
- ▁comp
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- qui
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- rt
- ny
- ▁th
- ever
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- ▁gave
- ▁K
- ▁felt
- ▁anything
- ▁open
- ▁point
- ▁called
- ▁le
- ▁ye
- '0'
- ud
- men
- ff
- row
- ca
- ▁live
- ▁fact
- ia
- ▁country
- ▁power
- What
- one
- ▁order
- ▁white
- ▁four
- ti
- ions
- ▁va
- ▁large
- ▁present
- ▁land
- ay
- '1'
- side
- ▁need
- ▁near
- ▁form
- ▁cried
- que
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- ily
- ▁hope
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- ▁does
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- ▁until
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- ▁however
- ▁children
- ▁wish
- ac
- ries
- ▁toward
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- ▁days
- ▁car
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- ▁sat
- ▁horse
- ▁feet
- ▁ten
- ▁All
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- ▁sure
- ▁N
- ally
- ▁word
- va
- ▁line
- ▁Ha
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- ▁morning
- P
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- ▁question
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- ▁brought
- ▁among
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- ▁pu
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- ai
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- ▁fear
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- hi
- ▁lay
- ▁till
- ▁nor
- ▁sun
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- ▁gone
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- for
- les
- son
- ▁general
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- ▁sent
- ▁case
- ▁plan
- ▁star
- up
- ▁real
- ▁strong
- ▁having
- ▁hard
- '5'
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- ▁leave
- uc
- ▁reason
- ▁law
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- ▁close
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- ran
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- But
- ▁deep
- ▁grow
- ▁window
- ice
- ▁themselves
- ▁ask
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- ▁body
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- ▁bar
- ▁fell
- ▁ti
- ning
- ▁Now
- ▁Tom
- ▁hold
- ▁dark
- ▁doubt
- ▁King
- ▁pass
- by
- ▁par
- ▁behind
- ▁Ar
- ▁My
- ▁Ba
- ▁red
- ▁sta
- ▁person
- ▁step
- ▁force
- rs
- ▁fi
- ▁Re
- ▁passed
- ble
- ▁family
- ▁idea
- king
- ▁town
- ▁herself
- ▁wood
- ▁interest
- ick
- ▁Al
- '4'
- ▁short
- ▁Th
- ▁office
- ip
- ▁why
- ▁With
- ▁clear
- ▁fair
- ▁boy
- ▁Mar
- ▁wh
- ress
- ▁alone
- ▁wa
- ▁true
- ▁big
- ▁else
- ▁Mo
- ▁thousand
- ▁art
- out
- ▁L
- '9'
- ave
- ▁often
- ities
- ▁La
- ▁How
- ▁spoke
- ▁least
- ▁held
- tain
- ▁eye
- ▁Po
- ▁stand
- ▁cha
- ped
- ▁hair
- fe
- ▁fine
- '7'
- ▁pain
- ade
- ▁feel
- ▁cause
- ▁el
- ▁Li
- ▁letter
- ▁air
- uff
- ▁sha
- ▁road
- Well
- ▁women
- old
- ▁kept
- ▁son
- ▁ear
- ook
- ▁perhaps
- ▁above
- fi
- ug
- ▁bring
- ack
- ▁sa
- He
- rac
- pa
- ld
- ▁given
- ▁certain
- ▁sort
- ▁Le
- eep
- ▁won
- ▁wonder
- ▁suppose
- ▁Bo
- ▁already
- ▁command
- ▁bear
- ▁met
- '3'
- ▁six
- mer
- ▁count
- ']'
- ub
- ened
- ▁One
- ood
- ise
- ▁around
- ▁bed
- ▁draw
- ible
- ▁free
- ▁human
- ▁remember
- ▁spirit
- but
- ▁whose
- ▁sign
- ▁cor
- ab
- ▁become
- ▁either
- ▁lost
- ▁front
- ▁answered
- ▁master
- ear
- ▁number
- ▁Miss
- ▁table
- ▁cur
- ▁fellow
- ▁brother
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- ▁sleep
- ▁city
- ▁Ne
- bo
- ▁everything
- ▁beautiful
- ating
- Y
- oo
- where
- ▁indeed
- ▁John
- ▁hat
- ▁answer
- ▁fall
- ▁fa
- ▁ship
- ▁fo
- ▁known
- fer
- ▁THE
- ▁coming
- ▁second
- ations
- ide
- ▁river
- ▁wind
- ▁cold
- ump
- con
- ▁dream
- ▁sense
- ▁English
- cent
- ▁understand
- ▁cannot
- ▁became
- ▁Of
- ▁rose
- do
- ▁Her
- ▁bad
- ple
- G
- ▁leg
- ▁flow
- ger
- ments
- ▁ill
- ▁book
- ▁fight
- ▁sight
- ▁consider
- ▁run
- ▁itself
- ors
- ism
- ▁k
- ▁others
- ler
- ze
- fully
- ping
- ▁king
- ▁wall
- ▁Con
- ▁except
- ▁within
- ▁Ja
- ▁making
- ▁tri
- ▁wild
- ▁eat
- ▁seem
- ▁strange
- ▁used
- ▁arms
- ▁effect
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- 伅傼俕
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- 俘
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- 勼卂
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- 佑債吖剎
- 哿伃伅偢俕
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- 亠傺刯件
- 僚乞倎什厚
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- 侫俺亐
- 啫
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- 呠匘刜匘
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- 啱丑啱
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- 啊佘偍俏为
- 俗
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- 乥剝亠傺
- 呮
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- 偨
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- 卪伳哱
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- 凴乘倱侵
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- 勏冢劖
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- 乍儽儎偲
- 啼吞偤
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- 傉卭俧
- 俪乀
- 偹
- 售仯亀件
- 亿亓丮
- 啯伷啯伷啯伷啯伷啯
- 兏
- 兿唪劰冐唎
- 児
- 咉
- 呢佶勪亁
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- 厘
- 匌
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- 呾
- 使
- 儥
- <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_km2000/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: 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}
}
```
