Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- ogi_kids_spon
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model
+
+### `espnet/ogi_kids_spontaneous_flatstart_eBranchformer_TransformerAED`
+
+This model was trained by anyuy using ogi_kids_spon 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 48a417cb7c78344cc7ae4403c1bd54774faac64d
+pip install -e .
+cd egs2/ogi_kids_spon/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/ogi_kids_spontaneous_flatstart_eBranchformer_TransformerAED
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Feb 18 09:09:54 EST 2025`
+- python version: `3.9.21 (main, Dec 11 2024, 16:24:11)  [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.2.2`
+- Git hash: `48a417cb7c78344cc7ae4403c1bd54774faac64d`
+  - Commit date: `Tue Feb 4 13:18:34 2025 -0500`
+
+## exp31/asr_transf_31_raw_en_bpe2000_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transf_asr_model_valid.cer_ctc.best/test|1095|38811|6.9|47.0|46.0|3.1|96.1|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transf_asr_model_valid.cer_ctc.best/test|1095|165977|27.5|19.5|53.1|4.4|77.0|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transf_asr_model_valid.cer_ctc.best/test|1095|48459|14.5|60.6|24.9|11.7|97.3|100.0|
+
+## exp31/asr_transf_31_raw_en_bpe2000_sp/decode_transf_asr_model_valid.cer_ctc.best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|349|13561|7.0|43.9|49.1|1.6|94.6|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|349|58255|26.5|17.6|55.9|2.9|76.4|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|349|16983|14.9|56.3|28.8|8.4|93.5|100.0|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/transf_31.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp31/asr_transf_31_raw_en_bpe2000_sp
+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: false
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 120
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - cer_ctc
+    - max
+keep_nbest_models: 1
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+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
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_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: 4000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp31/asr_stats_raw_en_bpe2000_sp/train/speech_shape
+- exp31/asr_stats_raw_en_bpe2000_sp/train/text_shape.bpe
+valid_shape_file:
+- exp31/asr_stats_raw_en_bpe2000_sp/valid/speech_shape
+- exp31/asr_stats_raw_en_bpe2000_sp/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: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - dump/raw/train_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/text
+    - text
+    - text
+multi_task_dataset: false
+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: 0.0001
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 5000
+token_list:
+- <blank>
+- <unk>
+- ▁and
+- s
+- ▁i
+- ''''
+- ▁a
+- ▁the
+- ▁to
+- ▁uhm
+- ▁my
+- ▁it
+- ▁we
+- t
+- ▁in
+- ▁like
+- ▁s
+- ▁go
+- ▁b
+- ▁t
+- ▁you
+- ing
+- ▁he
+- ▁c
+- ▁d
+- ▁of
+- ▁have
+- ▁p
+- ▁m
+- ▁f
+- ▁w
+- ▁e
+- ▁is
+- ▁that
+- ▁n
+- ▁g
+- ▁r
+- ▁then
+- ▁o
+- ▁h
+- ▁l
+- ▁k
+- ▁v
+- ▁j
+- ▁they
+- ▁u
+- ▁on
+- ▁y
+- ▁uh
+- ▁z
+- ▁she
+- ▁x
+- ▁q
+- ▁with
+- ▁one
+- ▁was
+- ▁there
+- y
+- ed
+- re
+- ▁went
+- d
+- n
+- ▁play
+- ▁get
+- m
+- ▁for
+- ▁so
+- ▁but
+- ▁don
+- ▁got
+- ▁at
+- ▁me
+- ▁just
+- ▁really
+- ▁all
+- ▁because
+- ▁two
+- e
+- ▁this
+- ▁mom
+- ▁do
+- ▁up
+- ▁know
+- ▁yeah
+- ▁sister
+- ▁has
+- ▁name
+- ▁about
+- ▁when
+- ▁brother
+- ▁dad
+- ▁lot
+- ▁can
+- ▁her
+- ▁are
+- ▁out
+- a
+- ▁some
+- ▁his
+- er
+- ▁had
+- ▁little
+- ▁be
+- ▁them
+- ▁what
+- ▁stuff
+- ▁or
+- ▁other
+- ▁gonna
+- ▁well
+- ▁back
+- ▁down
+- ▁no
+- o
+- ▁house
+- ▁over
+- ▁people
+- ▁three
+- ▁mm
+- es
+- ▁not
+- ▁did
+- ▁him
+- ▁school
+- ▁home
+- ▁time
+- r
+- ▁okay
+- ▁big
+- ▁fun
+- ▁sometimes
+- ▁put
+- ▁kind
+- ▁if
+- ▁ball
+- ▁an
+- ▁see
+- ▁right
+- ll
+- ve
+- ▁were
+- ▁
+- ▁day
+- i
+- to
+- ▁now
+- ▁think
+- ▁four
+- ▁from
+- ▁want
+- ▁dog
+- ▁al
+- ch
+- ▁favorite
+- ▁our
+- le
+- ▁how
+- ▁played
+- ▁around
+- ▁cat
+- ▁where
+- ▁their
+- ▁friend
+- ▁friends
+- ▁take
+- ly
+- ▁summer
+- ▁after
+- ▁good
+- ▁who
+- ies
+- ▁hit
+- ▁work
+- ▁by
+- ▁watch
+- ▁hair
+- ▁six
+- ▁try
+- ▁your
+- ▁room
+- 'on'
+- ▁old
+- way
+- ▁family
+- ▁team
+- ▁make
+- ▁look
+- ▁pretty
+- th
+- ▁five
+- ▁only
+- en
+- ▁first
+- ▁ohh
+- ▁ride
+- ▁live
+- ▁black
+- ▁years
+- p
+- ▁brown
+- ▁come
+- c
+- ▁came
+- u
+- ▁year
+- ▁could
+- al
+- ▁basketball
+- aid
+- ▁eight
+- ▁nice
+- ▁eat
+- ▁hmm
+- h
+- ▁start
+- ▁game
+- ▁seven
+- ▁different
+- ▁very
+- in
+- ▁mean
+- ▁last
+- ▁white
+- ▁does
+- ▁whi
+- ▁usually
+- ▁thing
+- een
+- ▁games
+- ▁place
+- ▁playing
+- an
+- ▁long
+- ▁things
+- unch
+- ▁too
+- ▁th
+- ▁something
+- ▁baseball
+- ▁bed
+- ▁water
+- ▁guy
+- ▁grandma
+- ▁say
+- ▁would
+- ▁walk
+- g
+- ▁called
+- ▁night
+- ext
+- ▁works
+- ▁most
+- ▁new
+- el
+- one
+- l
+- ▁beach
+- ▁week
+- ri
+- ▁weekend
+- ▁these
+- ▁off
+- ▁swimming
+- ▁let
+- ▁more
+- ty
+- ▁car
+- at
+- hole
+- or
+- b
+- ▁here
+- ▁twent
+- ▁ok
+- ▁saw
+- ▁cause
+- ▁else
+- ▁every
+- et
+- ▁jump
+- ▁blue
+- ▁fight
+- ▁man
+- ▁movie
+- ▁another
+- ▁though
+- ▁am
+- ▁fish
+- ▁thirty
+- ▁park
+- k
+- ▁girl
+- ▁probably
+- ▁end
+- ▁hard
+- ar
+- ▁brothers
+- ▁doing
+- ▁away
+- ▁again
+- ▁much
+- for
+- ▁sisters
+- ▁almost
+- ▁hand
+- ▁lake
+- ▁bike
+- ▁soccer
+- ▁baby
+- nia
+- v
+- ▁outside
+- ▁made
+- ound
+- ▁stay
+- ▁half
+- ▁also
+- ▁love
+- ▁hot
+- ▁way
+- ie
+- ▁ten
+- ▁class
+- ▁parents
+- ▁cool
+- ▁used
+- ▁horse
+- ▁cali
+- ▁football
+- ▁forest
+- w
+- f
+- ▁talk
+- ▁red
+- ▁once
+- ▁run
+- ▁short
+- ▁boy
+- ▁re
+- ▁read
+- ▁person
+- ▁each
+- ▁field
+- ting
+- ▁turn
+- ▁second
+- ▁ch
+- ▁cousin
+- ▁will
+- ▁catch
+- ▁cousins
+- ▁remember
+- ▁than
+- ent
+- ▁ran
+- ok
+- ▁kids
+- ▁bear
+- ad
+- ▁point
+- ▁de
+- ▁clean
+- ▁green
+- ▁throw
+- ▁older
+- ure
+- ▁real
+- ill
+- ame
+- ▁couple
+- ▁guess
+- ▁find
+- ▁while
+- ▁grove
+- ▁bo
+- ▁sh
+- ▁lives
+- ▁act
+- ▁before
+- ▁high
+- ▁math
+- ▁those
+- ▁us
+- ▁show
+- ers
+- ur
+- ▁computer
+- ▁pool
+- ▁aunt
+- ▁st
+- ▁base
+- ▁sport
+- ▁any
+- ▁sleep
+- il
+- ▁un
+- ▁store
+- ▁trie
+- ▁head
+- ave
+- ▁visit
+- ▁anything
+- ▁everything
+- ▁pick
+- ▁camping
+- ▁birthday
+- ▁dinner
+- ▁hundred
+- ▁grade
+- ▁side
+- ▁best
+- ▁third
+- ▁break
+- ▁morning
+- ▁died
+- ▁tell
+- ▁nine
+- ▁lived
+- is
+- ▁bird
+- ▁small
+- it
+- ▁top
+- ▁guys
+- ▁keep
+- ▁music
+- ▁part
+- all
+- ▁movies
+- ▁fishing
+- ▁ate
+- la
+- ic
+- ▁disneyland
+- ▁today
+- ▁uncle
+- ▁help
+- ▁teacher
+- ▁both
+- ▁fell
+- ▁cats
+- ▁might
+- age
+- ish
+- ually
+- ▁swim
+- ▁shoot
+- ▁left
+- ▁together
+- rew
+- til
+- ▁kill
+- ▁dogs
+- ion
+- ble
+- ught
+- ▁piece
+- ▁everybody
+- ▁still
+- ke
+- ▁won
+- ▁drive
+- ▁learn
+- ▁funny
+- ept
+- ice
+- ng
+- ce
+- unk
+- where
+- ▁practice
+- ▁grandpa
+- ▁color
+- um
+- ▁never
+- ▁fall
+- ▁sp
+- gon
+- ▁bit
+- ▁done
+- ▁bus
+- ▁fift
+- ▁mexico
+- ▁mother
+- ▁month
+- ▁boat
+- ▁bring
+- ▁meet
+- ▁places
+- ▁yes
+- ab
+- ▁toys
+- ▁star
+- ▁camp
+- ry
+- rough
+- ▁roll
+- ▁move
+- ▁rabbit
+- ▁push
+- ▁wait
+- ▁hour
+- got
+- ▁bad
+- ▁ago
+- nside
+- ▁plan
+- am
+- ▁ro
+- ▁ship
+- ▁kick
+- ▁rest
+- ▁light
+- ▁makes
+- man
+- ▁mad
+- ega
+- aybe
+- ▁sand
+- ▁feet
+- ▁world
+- ▁book
+- ▁middle
+- ▁moved
+- ▁give
+- ▁use
+- ▁score
+- ▁stayed
+- anic
+- ▁runn
+- ▁hill
+- ate
+- ▁eyes
+- 'no'
+- ▁fly
+- te
+- ▁bar
+- ▁orange
+- ▁yellow
+- ▁under
+- ▁even
+- orn
+- ▁tall
+- ▁rock
+- long
+- li
+- ive
+- z
+- ▁supposed
+- ▁vacation
+- ▁huh
+- ▁shop
+- ▁lost
+- ▁somebody
+- ▁arm
+- ▁er
+- ▁ask
+- ▁bread
+- ▁band
+- ▁bab
+- ight
+- ail
+- ▁cr
+- ▁win
+- ▁tag
+- ia
+- ▁eleven
+- ▁own
+- ▁twelv
+- ▁mountain
+- ▁says
+- ▁jack
+- ▁rain
+- ump
+- ain
+- ▁pass
+- nger
+- ▁sea
+- ▁bat
+- ▁goal
+- ▁players
+- ▁rid
+- ▁hawaii
+- ▁homework
+- ▁yesterday
+- ▁recess
+- ▁sixteen
+- ▁bedroom
+- ▁stand
+- ▁horses
+- ▁dresser
+- ▁butter
+- ▁life
+- ▁dance
+- ou
+- ▁beat
+- ▁hole
+- ▁call
+- ma
+- ▁animals
+- op
+- ▁trip
+- ter
+- ▁slide
+- ▁far
+- ▁com
+- ee
+- ▁rides
+- ▁knock
+- ▁coach
+- ▁alpha
+- ▁broke
+- ▁sort
+- ▁fast
+- ▁miss
+- ick
+- ▁caugh
+- ▁bor
+- ▁wood
+- ▁closet
+- ▁story
+- bet
+- ▁tit
+- ▁yet
+- ▁reading
+- ▁stop
+- ▁ha
+- ▁step
+- ne
+- ▁sat
+- ra
+- ld
+- sh
+- ▁exc
+- ▁tw
+- ag
+- ay
+- ▁hillsboro
+- ▁sunday
+- ▁seventeen
+- ▁stick
+- self
+- ▁shot
+- and
+- ▁need
+- ince
+- ▁food
+- ▁box
+- ▁party
+- ▁sha
+- ▁line
+- ▁wall
+- ▁pig
+- ck
+- ▁wa
+- be
+- ▁sing
+- ▁sit
+- son
+- ject
+- ▁nintendo
+- ▁period
+- ▁quarter
+- ▁turtle
+- ▁front
+- ▁street
+- ▁track
+- ig
+- ▁face
+- ▁better
+- ▁picture
+- ▁cheese
+- ▁fourteen
+- ▁feel
+- ▁paint
+- ▁dirt
+- ▁lea
+- ▁whatever
+- ana
+- ▁art
+- ▁books
+- ▁yard
+- ul
+- ▁land
+- ▁door
+- est
+- ▁minutes
+- ake
+- ▁con
+- ▁lo
+- ▁hi
+- hy
+- ▁care
+- ca
+- cross
+- ▁portland
+- ▁window
+- ▁marrie
+- ▁open
+- ▁shirt
+- ▁swing
+- ▁fifteen
+- ▁mich
+- ▁spend
+- ead
+- ▁turned
+- ▁str
+- uring
+- bo
+- ant
+- ▁mess
+- ▁sports
+- ▁wear
+- ▁di
+- ▁may
+- ▁mi
+- ▁se
+- iving
+- ard
+- back
+- ▁position
+- ▁sailor
+- ▁ocean
+- ▁collect
+- ▁weird
+- ▁desk
+- ▁hurt
+- ▁money
+- ▁town
+- ▁pink
+- ▁oldest
+- ▁spen
+- ▁leg
+- ▁ever
+- ire
+- ▁island
+- urch
+- ank
+- us
+- ▁lunch
+- ▁oh
+- ip
+- ous
+- ▁stor
+- ▁br
+- ▁clothes
+- ▁college
+- ▁washington
+- ▁train
+- ▁court
+- ver
+- ▁mouse
+- ▁ground
+- read
+- ▁city
+- ▁power
+- ▁hold
+- ▁hug
+- ▁fourth
+- ▁fire
+- ir
+- nut
+- ol
+- ▁trees
+- ▁sound
+- un
+- ta
+- ▁ho
+- ell
+- x
+- de
+- ak
+- ball
+- ▁basket
+- ▁basically
+- ▁science
+- ▁thirteen
+- ▁dunno
+- ▁flower
+- ▁paper
+- ▁cow
+- ▁skin
+- ▁nothing
+- ▁guard
+- ▁state
+- ▁final
+- ▁type
+- ▁pea
+- ▁buy
+- ister
+- out
+- ▁war
+- ▁gra
+- ▁bigge
+- ▁kept
+- up
+- co
+- ▁songs
+- une
+- ▁save
+- ten
+- ▁kid
+- ▁talking
+- lin
+- ▁player
+- ▁ja
+- ▁flo
+- ▁wh
+- go
+- lo
+- ian
+- ▁pa
+- ▁ninet
+- me
+- ▁cook
+- ance
+- ▁col
+- ▁close
+- ug
+- tom
+- few
+- ose
+- stair
+- ▁doctor
+- ▁skateboard
+- ▁blond
+- ▁wolf
+- ▁john
+- ▁snow
+- ▁bathroom
+- ▁snake
+- ▁rode
+- ▁forward
+- ▁peter
+- ▁hunting
+- ▁messy
+- ise
+- ▁seek
+- ▁hide
+- ▁ice
+- ▁sam
+- ▁sick
+- ▁ste
+- ah
+- ment
+- ▁ob
+- uck
+- om
+- ▁nin
+- ever
+- ▁set
+- ped
+- ey
+- ff
+- lar
+- ▁la
+- ▁names
+- ▁cut
+- gue
+- ▁twin
+- ▁corne
+- fast
+- ▁enough
+- ▁idaho
+- ▁saturday
+- ▁trampoline
+- ▁volleyball
+- ▁listen
+- ▁golf
+- ▁center
+- ▁chair
+- ▁write
+- ▁hang
+- ▁board
+- ▁floor
+- ▁feed
+- ▁free
+- lew
+- ▁finger
+- hind
+- ack
+- ▁sub
+- ▁grow
+- liu
+- ▁li
+- ▁word
+- ▁ex
+- ▁jell
+- attle
+- ▁joe
+- ▁lay
+- ▁bikes
+- ▁bas
+- ▁tir
+- ▁gold
+- ile
+- ▁bot
+- ▁mou
+- ▁pin
+- zz
+- hip
+- eath
+- art
+- ler
+- ▁roa
+- oon
+- ide
+- ence
+- ord
+- ife
+- ▁stu
+- j
+- ap
+- ▁foot
+- side
+- ▁junior
+- ▁language
+- ▁either
+- ▁stepdad
+- ▁dark
+- ▁purp
+- ▁number
+- ▁video
+- ▁fix
+- ▁sink
+- ▁youngest
+- ▁trou
+- ▁grab
+- ▁grey
+- ▁mari
+- ▁rocks
+- ▁apartment
+- ▁spani
+- ▁mine
+- ▁farm
+- oke
+- ▁sun
+- ▁met
+- ▁tak
+- ▁gun
+- eeth
+- air
+- ▁lead
+- ong
+- ▁sitt
+- ▁da
+- rass
+- row
+- ▁young
+- da
+- ▁doll
+- ook
+- ▁race
+- ches
+- ber
+- ▁ju
+- ole
+- ton
+- pol
+- ▁mmm
+- ▁die
+- ▁fin
+- ▁dress
+- ▁hav
+- dge
+- ▁should
+- ▁boys
+- friend
+- ▁grand
+- ▁arizona
+- ▁cinderella
+- ▁lizard
+- ▁chicken
+- ▁pretend
+- ▁dribbl
+- ▁police
+- ▁draw
+- ▁stepsister
+- ▁double
+- ▁mont
+- ▁super
+- ▁spot
+- ▁table
+- ▁spell
+- ▁garden
+- ▁corner
+- rove
+- ▁pitcher
+- tah
+- yard
+- ▁father
+- ▁spring
+- use
+- ▁key
+- ▁serve
+- ▁duck
+- tic
+- ding
+- ▁jumped
+- ation
+- ▁mo
+- ▁girls
+- ▁beds
+- ▁count
+- ▁chi
+- ood
+- ▁las
+- ▁mak
+- old
+- ▁flip
+- ▁ba
+- ster
+- ▁lil
+- mor
+- ping
+- ▁dis
+- ▁spin
+- ▁el
+- let
+- ▁arthur
+- ▁dinosaur
+- ▁pizza
+- ▁saxophone
+- ▁anymore
+- ▁pupp
+- ▁tackle
+- ▁foul
+- ▁phone
+- hua
+- rida
+- ▁send
+- ▁dollar
+- ful
+- ▁univers
+- ▁hamste
+- ▁leave
+- ▁skate
+- inkle
+- ▁pop
+- ▁scared
+- ▁dressed
+- ▁great
+- ▁warm
+- ▁slow
+- ▁gar
+- nard
+- ▁hope
+- ▁planet
+- by
+- ream
+- ▁touch
+- ▁bug
+- ▁wake
+- ▁main
+- rie
+- ▁pas
+- ▁mc
+- ▁pre
+- ▁hm
+- ▁ta
+- ather
+- ▁chris
+- na
+- ture
+- itche
+- eep
+- ater
+- ary
+- ▁air
+- andy
+- ▁countr
+- wa
+- ▁hat
+- riv
+- ua
+- eal
+- cho
+- ▁ne
+- ob
+- ▁late
+- we
+- ▁guitar
+- ▁airplane
+- ▁certain
+- ▁destroy
+- ▁grandparents
+- ▁rollerblad
+- ▁texas
+- ▁everyday
+- ▁tommy
+- ▁present
+- ▁easy
+- ▁softball
+- ▁full
+- ▁shoes
+- ▁couch
+- ▁change
+- ▁magic
+- ▁truck
+- ▁check
+- ▁zoo
+- ▁mix
+- ▁hoop
+- clock
+- ▁law
+- ▁scar
+- uce
+- ▁building
+- ▁ski
+- ▁poster
+- ▁spr
+- ▁blow
+- ▁nope
+- scri
+- ▁flags
+- ▁note
+- ▁plane
+- ction
+- ▁flu
+- tion
+- ▁hay
+- ▁leo
+- ▁cards
+- twee
+- ▁bart
+- ▁stra
+- ▁que
+- stead
+- ran
+- nic
+- ▁eye
+- ▁le
+- ▁che
+- ▁san
+- ama
+- hin
+- ▁tru
+- ▁sal
+- her
+- ▁pigs
+- ope
+- ▁sl
+- ▁en
+- ▁fi
+- land
+- ▁par
+- que
+- door
+- ▁beaverton
+- ▁caprio
+- ▁rugrats
+- ▁stepbrother
+- ▁surprise
+- ▁thousand
+- ▁spike
+- ▁stepmom
+- ▁built
+- ▁kitten
+- ▁scream
+- ▁luke
+- ▁cabin
+- ▁friday
+- ▁homerun
+- ▁neighbor
+- ▁pull
+- ▁frog
+- ▁river
+- ▁shelf
+- ▁neil
+- ▁station
+- ▁happen
+- ▁pia
+- ox
+- ▁disneyworl
+- ▁shells
+- ▁pet
+- ▁mars
+- ▁sale
+- ▁plu
+- ▁mat
+- ▁cute
+- ▁rose
+- ▁clar
+- ▁dumb
+- ▁bro
+- ove
+- ▁pitch
+- rote
+- ▁machines
+- donald
+- ▁eggs
+- ▁pic
+- ▁cage
+- ▁bu
+- ower
+- body
+- ▁dies
+- ute
+- rap
+- nny
+- ▁net
+- ▁pan
+- ▁ri
+- ▁rec
+- anna
+- lu
+- ▁cur
+- ▁bite
+- ▁notes
+- king
+- wis
+- ier
+- ▁mus
+- ny
+- ▁hunt
+- tory
+- tra
+- field
+- ▁tenn
+- ▁sandwich
+- room
+- ▁christmas
+- ▁group
+- ▁gymnastics
+- ▁regular
+- ▁relatives
+- ▁transform
+- ▁control
+- ▁block
+- ▁colorado
+- ▁mariners
+- ▁figure
+- ▁sarah
+- ▁speech
+- ▁baldi
+- ▁cartoon
+- ▁milk
+- ▁annoy
+- ▁drop
+- ▁wonder
+- ▁hockey
+- ▁smart
+- ▁tomato
+- ▁lady
+- ▁matter
+- ▁sky
+- ▁emp
+- ▁josh
+- ▁body
+- ▁bend
+- ▁golden
+- ▁peach
+- ▁bull
+- ▁chucky
+- ▁medi
+- ▁mono
+- ▁button
+- ▁kite
+- ▁roller
+- ▁du
+- ▁tub
+- ▁aren
+- ▁jose
+- zed
+- ▁lose
+- ▁mile
+- ui
+- ite
+- ▁cop
+- ▁tail
+- ▁flying
+- ▁inter
+- ub
+- ▁pant
+- ▁wheels
+- ridge
+- ▁cho
+- ▁sou
+- ▁round
+- ▁turning
+- ical
+- ▁spa
+- ▁pets
+- tal
+- appe
+- aise
+- ▁bun
+- ▁pro
+- ▁mor
+- ▁soon
+- ▁fat
+- ▁chase
+- inning
+- aron
+- ▁kan
+- hat
+- ▁stoppe
+- ▁wor
+- ▁curl
+- fe
+- elle
+- ada
+- ▁tim
+- ▁happ
+- aur
+- unny
+- ▁song
+- uff
+- time
+- ourse
+- ▁mount
+- ▁families
+- ▁hopefully
+- ▁instrument
+- ▁monkey
+- ▁sudden
+- ▁thunder
+- ▁diamond
+- ▁strike
+- ▁surgery
+- ▁shark
+- ▁national
+- ▁banana
+- ▁safe
+- ▁wrist
+- ▁trail
+- ▁earth
+- ▁studio
+- ▁crashe
+- ▁alien
+- ▁lisa
+- ▁mud
+- ▁size
+- ▁flat
+- ▁spoon
+- erry
+- ▁castle
+- ▁beads
+- spit
+- ▁american
+- ▁comb
+- ▁gym
+- ▁stair
+- mber
+- pher
+- ▁hitter
+- ph
+- ▁defense
+- ▁bowling
+- ▁bag
+- stron
+- late
+- 'off'
+- rac
+- ▁wide
+- ▁popp
+- ▁nick
+- ity
+- ▁nic
+- ney
+- ▁hid
+- elain
+- ▁fur
+- ue
+- ▁eric
+- ▁rat
+- sas
+- ▁porc
+- yan
+- ▁chee
+- rot
+- ▁chas
+- ash
+- stone
+- ▁pot
+- arl
+- ▁wheel
+- ▁minute
+- ▁animal
+- ▁tree
+- umb
+- lor
+- ▁crat
+- ▁dai
+- ▁wrestl
+- cat
+- ines
+- ear
+- ravel
+- walk
+- iddle
+- ual
+- ▁cast
+- pid
+- ▁perform
+- impson
+- ▁august
+- ▁climb
+- ▁decide
+- ▁discus
+- ▁divorce
+- ▁dolphin
+- ▁fractions
+- ▁godzilla
+- ▁griffey
+- ▁keyboard
+- ▁laugh
+- ▁monday
+- ▁pooh
+- ▁siamese
+- ▁square
+- ▁thursday
+- ▁emily
+- ▁level
+- ▁become
+- ▁lessons
+- ▁circle
+- ▁quiet
+- ▁sharp
+- ▁penalt
+- ▁stamp
+- ▁follow
+- ▁monster
+- ▁york
+- ▁print
+- ▁spider
+- ▁hung
+- ▁angel
+- ▁trick
+- ▁cover
+- ▁speed
+- ▁german
+- ▁expl
+- ▁early
+- ▁health
+- ▁scree
+- ▁indian
+- rror
+- ica
+- ▁cott
+- ▁jean
+- ▁eagle
+- ▁edit
+- ▁gambl
+- ▁special
+- ▁lock
+- ▁brain
+- ▁season
+- ▁rule
+- ▁chance
+- ▁girlfriend
+- ▁apr
+- ▁daddy
+- ▁rex
+- ▁jaw
+- ▁match
+- alie
+- ▁bow
+- ▁office
+- ▁row
+- ▁alive
+- ▁anyway
+- ▁drag
+- ▁pour
+- ▁blood
+- erri
+- ▁job
+- ▁bark
+- ▁seat
+- ▁til
+- ▁toward
+- ▁add
+- ▁lip
+- ▁classes
+- ▁singer
+- ▁suck
+- ▁brand
+- ▁string
+- ▁card
+- ▁hop
+- ▁sold
+- ▁bunn
+- ▁heav
+- ▁prob
+- ▁pay
+- ▁pointer
+- put
+- ula
+- ▁stro
+- ▁cave
+- ▁low
+- ▁bounce
+- ▁wash
+- lem
+- ▁bell
+- ▁stepp
+- ▁anybod
+- eek
+- gn
+- urge
+- lasses
+- rom
+- ▁tripp
+- llow
+- ▁rac
+- our
+- lie
+- cul
+- ▁egg
+- ▁scor
+- ▁ent
+- ▁wha
+- ▁grea
+- ▁bowl
+- ▁defens
+- ▁post
+- ▁mov
+- kin
+- uch
+- ground
+- arge
+- ▁georg
+- ▁splash
+- ▁anaconda
+- ▁defenders
+- ▁exactl
+- ▁fruit
+- ▁goldfish
+- ▁grandmother
+- ▁hamburger
+- ▁husband
+- ▁jessica
+- ▁mcgregor
+- ▁murder
+- ▁practically
+- ▁scratch
+- ▁stephanie
+- ▁survive
+- ▁touchdown
+- ▁midfield
+- ▁normal
+- ▁cobra
+- ▁flubber
+- ▁carpet
+- ▁pirate
+- ▁speak
+- ▁porridge
+- ▁mask
+- ▁piggy
+- ▁club
+- ▁children
+- ▁bricks
+- ▁phil
+- ▁angelica
+- addle
+- ▁target
+- ▁alex
+- ▁tiger
+- box
+- ▁giant
+- ▁yep
+- ▁child
+- ▁flea
+- ramen
+- allica
+- ▁slam
+- ▁maggie
+- ▁batter
+- ▁message
+- ▁neat
+- ▁shaw
+- ength
+- chief
+- ▁jedi
+- ▁rich
+- ▁steal
+- ▁mayon
+- roof
+- ▁coaster
+- ▁spit
+- ▁bush
+- ▁fred
+- ▁wheeler
+- nife
+- ▁shoulder
+- ▁rela
+- ape
+- ▁cross
+- ▁near
+- ▁puff
+- ▁dash
+- ▁excit
+- ▁mary
+- isco
+- screw
+- ▁marc
+- ▁tha
+- ▁pack
+- ▁bob
+- ▁rap
+- hol
+- ▁intel
+- ▁must
+- ▁homer
+- ▁teach
+- low
+- apa
+- ollie
+- ▁cheer
+- col
+- aco
+- joy
+- gh
+- can
+- stuck
+- tina
+- ▁tea
+- berry
+- ▁teache
+- ▁machine
+- mates
+- ▁chor
+- ward
+- ograph
+- ▁serv
+- ▁offens
+- ▁seri
+- ummy
+- dom
+- ▁sac
+- ▁disney
+- ▁chuck
+- ▁coast
+- gger
+- guard
+- ▁champions
+- ▁brush
+- ▁character
+- ▁crazy
+- ▁depend
+- ▁electric
+- ▁engineer
+- ▁english
+- ▁fossil
+- ▁iguana
+- ▁jimmy
+- ▁librar
+- ▁macgregor
+- ▁motorcycle
+- ▁parakeet
+- ▁poison
+- ▁receiver
+- ▁rescue
+- ▁reunion
+- ▁selena
+- ▁shadow
+- ▁snowboard
+- ▁squirrel
+- ▁tractor
+- ▁varsity
+- ▁wednesday
+- ▁ashley
+- ▁ladder
+- ▁raft
+- ▁celebrati
+- ▁finished
+- ▁beaut
+- ▁bubble
+- ▁commit
+- ▁question
+- ▁contest
+- ▁sword
+- aska
+- ▁subtract
+- ▁concert
+- ▁desert
+- ▁scott
+- ▁widow
+- vada
+- ▁element
+- ▁stomach
+- ▁easter
+- ▁coco
+- ▁company
+- ▁competiti
+- ▁sauce
+- ▁nurse
+- ▁cock
+- ▁improv
+- ▁donkey
+- ▁wreck
+- ▁viol
+- ▁mustard
+- ubber
+- ▁join
+- ▁glad
+- ▁soft
+- ▁project
+- ▁suit
+- ▁genera
+- ▁space
+- ▁neck
+- ▁brian
+- ▁snor
+- ▁taught
+- ▁order
+- ▁gale
+- ▁meyer
+- ▁hike
+- ▁princess
+- ▁mommy
+- ▁brad
+- ▁bandit
+- ▁quit
+- elod
+- ▁skill
+- ▁lane
+- ▁boil
+- ▁carol
+- aple
+- ▁hawaiian
+- uise
+- ▁letter
+- ▁holy
+- ▁sock
+- love
+- ▁outfield
+- ▁needle
+- ▁idea
+- lani
+- ▁bath
+- ▁single
+- ▁ight
+- dio
+- ▁metal
+- cin
+- ▁driver
+- nts
+- ▁beam
+- else
+- ▁boss
+- ▁dogg
+- ▁happi
+- ▁wrestle
+- ids
+- inea
+- ▁jac
+- ▁babysitt
+- ness
+- enne
+- eva
+- ▁wro
+- ▁mcc
+- ota
+- burg
+- rrow
+- ▁bounc
+- ▁christi
+- kers
+- ▁tac
+- ocket
+- hog
+- ▁chic
+- tro
+- ▁mini
+- pi
+- oodles
+- how
+- etti
+- world
+- ▁winni
+- ▁build
+- lick
+- ecause
+- ▁straw
+- ▁prince
+- though
+- garden
+- sleep
+- ▁peop
+- toria
+- ▁thro
+- ▁frisb
+- spect
+- ▁accident
+- ▁apologize
+- ▁assignment
+- ▁awhile
+- ▁captain
+- ▁craft
+- ▁crystal
+- ▁cupboard
+- ▁degree
+- ▁divide
+- ▁electro
+- ▁escape
+- ▁goldilocks
+- ▁involve
+- ▁jasmin
+- ▁liqui
+- ▁marshmallo
+- ▁matthew
+- ▁mexican
+- ▁midnight
+- ▁principal
+- ▁puzzle
+- ▁rainbow
+- ▁september
+- ▁tortilla
+- ▁tuesday
+- ▁tunnel
+- ▁vernonia
+- ▁gift
+- ▁pencil
+- ▁pepper
+- ▁shield
+- ▁alternat
+- ▁butterfly
+- ▁drink
+- ▁squeak
+- ▁unicorn
+- ▁backpack
+- ▁poem
+- ▁student
+- ▁please
+- resident
+- ▁lift
+- ▁steven
+- ▁marry
+- ▁tumbl
+- ▁quick
+- ▁brakes
+- ▁susan
+- ▁kitty
+- ▁ramp
+- ▁lamp
+- ▁freshm
+- ▁stock
+- ▁beast
+- ▁study
+- lissa
+- ▁drum
+- ▁reach
+- ▁sprinkl
+- ▁harve
+- ▁swam
+- ▁appl
+- ▁frisbee
+- cles
+- wood
+- ▁richard
+- ▁timber
+- ▁techni
+- ▁coat
+- ▁graph
+- ebra
+- ▁freeze
+- ▁marle
+- ▁burn
+- ▁report
+- ▁slip
+- ▁wrappe
+- ▁silly
+- ▁rebel
+- ▁chute
+- cien
+- ▁knee
+- ▁chew
+- ▁easi
+- ▁smit
+- new
+- avelin
+- ▁elk
+- ▁brave
+- ▁disk
+- ▁mike
+- ▁mission
+- ▁acc
+- ▁crab
+- ▁twit
+- ▁russ
+- ▁closest
+- inos
+- ▁backward
+- ▁typ
+- colo
+- light
+- arib
+- ▁curve
+- ▁acre
+- ▁plants
+- ▁whoever
+- ▁darr
+- ▁sandwiches
+- opho
+- ▁enter
+- ▁franc
+- ▁nerv
+- mmer
+- vie
+- ▁carrie
+- ▁manage
+- cial
+- came
+- omas
+- ▁mumm
+- ▁deli
+- evil
+- ville
+- ▁offense
+- ▁tabo
+- ctive
+- ▁trav
+- ▁aust
+- port
+- ckey
+- anyon
+- pons
+- ▁float
+- quo
+- ▁creat
+- ▁slid
+- ▁cookie
+- ▁flippe
+- erg
+- gar
+- ▁glass
+- upper
+- ▁witch
+- ▁abi
+- ▁berr
+- loud
+- ▁conc
+- ▁veg
+- ▁strange
+- ▁weigh
+- agg
+- ▁babysit
+- bil
+- ▁flag
+- runner
+- ventu
+- hot
+- ▁skat
+- ross
+- ountain
+- ▁zac
+- ▁america
+- ▁fro
+- niversa
+- ▁becaus
+- ▁brothe
+- special
+- together
+- appoint
+- ▁grocer
+- ▁market
+- ▁alligator
+- ▁aloha
+- ▁aqua
+- ▁cactuses
+- ▁celebrate
+- ▁continue
+- ▁crawl
+- ▁dachshund
+- ▁education
+- ▁exchange
+- ▁experience
+- ▁focus
+- ▁giraffe
+- ▁multipl
+- ▁olympic
+- ▁pacifi
+- ▁phoeni
+- ▁program
+- ▁qualif
+- ▁regional
+- ▁rhythm
+- ▁rollercoaster
+- ▁senior
+- ▁simba
+- ▁structure
+- ▁surround
+- ▁teenager
+- ▁venison
+- ▁africa
+- ▁independ
+- ▁yoshi
+- ▁cuddl
+- ▁design
+- ▁answer
+- ▁juliet
+- ▁bicycl
+- ▁cradle
+- ▁graduat
+- ▁taxi
+- ▁knott
+- q
+- <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
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+joint_net_conf: null
+use_preprocessor: true
+use_lang_prompt: false
+use_nlp_prompt: false
+token_type: bpe
+bpemodel: data/en_token_list/bpe_unigram2000/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: default
+frontend_conf:
+    n_fft: 512
+    win_length: 400
+    hop_length: 160
+    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: global_mvn
+normalize_conf:
+    stats_file: exp31/asr_stats_raw_en_bpe2000_sp/train/feats_stats.npz
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+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: conv2d
+    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
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+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}
+}
+```

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exp31/asr_transf_31_raw_en_bpe2000_sp/RESULTS.md

@@ -0,0 +1,48 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Feb 18 09:09:54 EST 2025`
+- python version: `3.9.21 (main, Dec 11 2024, 16:24:11)  [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.2.2`
+- Git hash: `48a417cb7c78344cc7ae4403c1bd54774faac64d`
+  - Commit date: `Tue Feb 4 13:18:34 2025 -0500`
+
+## exp31/asr_transf_31_raw_en_bpe2000_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transf_asr_model_valid.cer_ctc.best/test|1095|38811|6.9|47.0|46.0|3.1|96.1|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transf_asr_model_valid.cer_ctc.best/test|1095|165977|27.5|19.5|53.1|4.4|77.0|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_transf_asr_model_valid.cer_ctc.best/test|1095|48459|14.5|60.6|24.9|11.7|97.3|100.0|
+
+## exp31/asr_transf_31_raw_en_bpe2000_sp/decode_transf_asr_model_valid.cer_ctc.best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|349|13561|7.0|43.9|49.1|1.6|94.6|100.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|349|58255|26.5|17.6|55.9|2.9|76.4|100.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev|349|16983|14.9|56.3|28.8|8.4|93.5|100.0|
+

exp31/asr_transf_31_raw_en_bpe2000_sp/config.yaml

@@ -0,0 +1,2231 @@
+config: conf/transf_31.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp31/asr_transf_31_raw_en_bpe2000_sp
+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: false
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 120
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - cer_ctc
+    - max
+keep_nbest_models: 1
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+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
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_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: 4000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp31/asr_stats_raw_en_bpe2000_sp/train/speech_shape
+- exp31/asr_stats_raw_en_bpe2000_sp/train/text_shape.bpe
+valid_shape_file:
+- exp31/asr_stats_raw_en_bpe2000_sp/valid/speech_shape
+- exp31/asr_stats_raw_en_bpe2000_sp/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: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - dump/raw/train_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/text
+    - text
+    - text
+multi_task_dataset: false
+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: 0.0001
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 5000
+token_list:
+- <blank>
+- <unk>
+- ▁and
+- s
+- ▁i
+- ''''
+- ▁a
+- ▁the
+- ▁to
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+- om
+- ▁nin
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+- ▁tir
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+- ile
+- ▁bot
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+- ▁pin
+- zz
+- hip
+- eath
+- art
+- ler
+- ▁roa
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+- ide
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+- ord
+- ife
+- ▁stu
+- j
+- ap
+- ▁foot
+- side
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+- ▁apartment
+- ▁spani
+- ▁mine
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+- oke
+- ▁sun
+- ▁met
+- ▁tak
+- ▁gun
+- eeth
+- air
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+- ong
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+- rass
+- row
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+- ▁doll
+- ook
+- ▁race
+- ches
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+- ▁ju
+- ole
+- ton
+- pol
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+- ▁table
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+- ▁duck
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+- old
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+- ▁spin
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+- ▁saxophone
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+- hua
+- rida
+- ▁send
+- ▁dollar
+- ful
+- ▁univers
+- ▁hamste
+- ▁leave
+- ▁skate
+- inkle
+- ▁pop
+- ▁scared
+- ▁dressed
+- ▁great
+- ▁warm
+- ▁slow
+- ▁gar
+- nard
+- ▁hope
+- ▁planet
+- by
+- ream
+- ▁touch
+- ▁bug
+- ▁wake
+- ▁main
+- rie
+- ▁pas
+- ▁mc
+- ▁pre
+- ▁hm
+- ▁ta
+- ather
+- ▁chris
+- na
+- ture
+- itche
+- eep
+- ater
+- ary
+- ▁air
+- andy
+- ▁countr
+- wa
+- ▁hat
+- riv
+- ua
+- eal
+- cho
+- ▁ne
+- ob
+- ▁late
+- we
+- ▁guitar
+- ▁airplane
+- ▁certain
+- ▁destroy
+- ▁grandparents
+- ▁rollerblad
+- ▁texas
+- ▁everyday
+- ▁tommy
+- ▁present
+- ▁easy
+- ▁softball
+- ▁full
+- ▁shoes
+- ▁couch
+- ▁change
+- ▁magic
+- ▁truck
+- ▁check
+- ▁zoo
+- ▁mix
+- ▁hoop
+- clock
+- ▁law
+- ▁scar
+- uce
+- ▁building
+- ▁ski
+- ▁poster
+- ▁spr
+- ▁blow
+- ▁nope
+- scri
+- ▁flags
+- ▁note
+- ▁plane
+- ction
+- ▁flu
+- tion
+- ▁hay
+- ▁leo
+- ▁cards
+- twee
+- ▁bart
+- ▁stra
+- ▁que
+- stead
+- ran
+- nic
+- ▁eye
+- ▁le
+- ▁che
+- ▁san
+- ama
+- hin
+- ▁tru
+- ▁sal
+- her
+- ▁pigs
+- ope
+- ▁sl
+- ▁en
+- ▁fi
+- land
+- ▁par
+- que
+- door
+- ▁beaverton
+- ▁caprio
+- ▁rugrats
+- ▁stepbrother
+- ▁surprise
+- ▁thousand
+- ▁spike
+- ▁stepmom
+- ▁built
+- ▁kitten
+- ▁scream
+- ▁luke
+- ▁cabin
+- ▁friday
+- ▁homerun
+- ▁neighbor
+- ▁pull
+- ▁frog
+- ▁river
+- ▁shelf
+- ▁neil
+- ▁station
+- ▁happen
+- ▁pia
+- ox
+- ▁disneyworl
+- ▁shells
+- ▁pet
+- ▁mars
+- ▁sale
+- ▁plu
+- ▁mat
+- ▁cute
+- ▁rose
+- ▁clar
+- ▁dumb
+- ▁bro
+- ove
+- ▁pitch
+- rote
+- ▁machines
+- donald
+- ▁eggs
+- ▁pic
+- ▁cage
+- ▁bu
+- ower
+- body
+- ▁dies
+- ute
+- rap
+- nny
+- ▁net
+- ▁pan
+- ▁ri
+- ▁rec
+- anna
+- lu
+- ▁cur
+- ▁bite
+- ▁notes
+- king
+- wis
+- ier
+- ▁mus
+- ny
+- ▁hunt
+- tory
+- tra
+- field
+- ▁tenn
+- ▁sandwich
+- room
+- ▁christmas
+- ▁group
+- ▁gymnastics
+- ▁regular
+- ▁relatives
+- ▁transform
+- ▁control
+- ▁block
+- ▁colorado
+- ▁mariners
+- ▁figure
+- ▁sarah
+- ▁speech
+- ▁baldi
+- ▁cartoon
+- ▁milk
+- ▁annoy
+- ▁drop
+- ▁wonder
+- ▁hockey
+- ▁smart
+- ▁tomato
+- ▁lady
+- ▁matter
+- ▁sky
+- ▁emp
+- ▁josh
+- ▁body
+- ▁bend
+- ▁golden
+- ▁peach
+- ▁bull
+- ▁chucky
+- ▁medi
+- ▁mono
+- ▁button
+- ▁kite
+- ▁roller
+- ▁du
+- ▁tub
+- ▁aren
+- ▁jose
+- zed
+- ▁lose
+- ▁mile
+- ui
+- ite
+- ▁cop
+- ▁tail
+- ▁flying
+- ▁inter
+- ub
+- ▁pant
+- ▁wheels
+- ridge
+- ▁cho
+- ▁sou
+- ▁round
+- ▁turning
+- ical
+- ▁spa
+- ▁pets
+- tal
+- appe
+- aise
+- ▁bun
+- ▁pro
+- ▁mor
+- ▁soon
+- ▁fat
+- ▁chase
+- inning
+- aron
+- ▁kan
+- hat
+- ▁stoppe
+- ▁wor
+- ▁curl
+- fe
+- elle
+- ada
+- ▁tim
+- ▁happ
+- aur
+- unny
+- ▁song
+- uff
+- time
+- ourse
+- ▁mount
+- ▁families
+- ▁hopefully
+- ▁instrument
+- ▁monkey
+- ▁sudden
+- ▁thunder
+- ▁diamond
+- ▁strike
+- ▁surgery
+- ▁shark
+- ▁national
+- ▁banana
+- ▁safe
+- ▁wrist
+- ▁trail
+- ▁earth
+- ▁studio
+- ▁crashe
+- ▁alien
+- ▁lisa
+- ▁mud
+- ▁size
+- ▁flat
+- ▁spoon
+- erry
+- ▁castle
+- ▁beads
+- spit
+- ▁american
+- ▁comb
+- ▁gym
+- ▁stair
+- mber
+- pher
+- ▁hitter
+- ph
+- ▁defense
+- ▁bowling
+- ▁bag
+- stron
+- late
+- 'off'
+- rac
+- ▁wide
+- ▁popp
+- ▁nick
+- ity
+- ▁nic
+- ney
+- ▁hid
+- elain
+- ▁fur
+- ue
+- ▁eric
+- ▁rat
+- sas
+- ▁porc
+- yan
+- ▁chee
+- rot
+- ▁chas
+- ash
+- stone
+- ▁pot
+- arl
+- ▁wheel
+- ▁minute
+- ▁animal
+- ▁tree
+- umb
+- lor
+- ▁crat
+- ▁dai
+- ▁wrestl
+- cat
+- ines
+- ear
+- ravel
+- walk
+- iddle
+- ual
+- ▁cast
+- pid
+- ▁perform
+- impson
+- ▁august
+- ▁climb
+- ▁decide
+- ▁discus
+- ▁divorce
+- ▁dolphin
+- ▁fractions
+- ▁godzilla
+- ▁griffey
+- ▁keyboard
+- ▁laugh
+- ▁monday
+- ▁pooh
+- ▁siamese
+- ▁square
+- ▁thursday
+- ▁emily
+- ▁level
+- ▁become
+- ▁lessons
+- ▁circle
+- ▁quiet
+- ▁sharp
+- ▁penalt
+- ▁stamp
+- ▁follow
+- ▁monster
+- ▁york
+- ▁print
+- ▁spider
+- ▁hung
+- ▁angel
+- ▁trick
+- ▁cover
+- ▁speed
+- ▁german
+- ▁expl
+- ▁early
+- ▁health
+- ▁scree
+- ▁indian
+- rror
+- ica
+- ▁cott
+- ▁jean
+- ▁eagle
+- ▁edit
+- ▁gambl
+- ▁special
+- ▁lock
+- ▁brain
+- ▁season
+- ▁rule
+- ▁chance
+- ▁girlfriend
+- ▁apr
+- ▁daddy
+- ▁rex
+- ▁jaw
+- ▁match
+- alie
+- ▁bow
+- ▁office
+- ▁row
+- ▁alive
+- ▁anyway
+- ▁drag
+- ▁pour
+- ▁blood
+- erri
+- ▁job
+- ▁bark
+- ▁seat
+- ▁til
+- ▁toward
+- ▁add
+- ▁lip
+- ▁classes
+- ▁singer
+- ▁suck
+- ▁brand
+- ▁string
+- ▁card
+- ▁hop
+- ▁sold
+- ▁bunn
+- ▁heav
+- ▁prob
+- ▁pay
+- ▁pointer
+- put
+- ula
+- ▁stro
+- ▁cave
+- ▁low
+- ▁bounce
+- ▁wash
+- lem
+- ▁bell
+- ▁stepp
+- ▁anybod
+- eek
+- gn
+- urge
+- lasses
+- rom
+- ▁tripp
+- llow
+- ▁rac
+- our
+- lie
+- cul
+- ▁egg
+- ▁scor
+- ▁ent
+- ▁wha
+- ▁grea
+- ▁bowl
+- ▁defens
+- ▁post
+- ▁mov
+- kin
+- uch
+- ground
+- arge
+- ▁georg
+- ▁splash
+- ▁anaconda
+- ▁defenders
+- ▁exactl
+- ▁fruit
+- ▁goldfish
+- ▁grandmother
+- ▁hamburger
+- ▁husband
+- ▁jessica
+- ▁mcgregor
+- ▁murder
+- ▁practically
+- ▁scratch
+- ▁stephanie
+- ▁survive
+- ▁touchdown
+- ▁midfield
+- ▁normal
+- ▁cobra
+- ▁flubber
+- ▁carpet
+- ▁pirate
+- ▁speak
+- ▁porridge
+- ▁mask
+- ▁piggy
+- ▁club
+- ▁children
+- ▁bricks
+- ▁phil
+- ▁angelica
+- addle
+- ▁target
+- ▁alex
+- ▁tiger
+- box
+- ▁giant
+- ▁yep
+- ▁child
+- ▁flea
+- ramen
+- allica
+- ▁slam
+- ▁maggie
+- ▁batter
+- ▁message
+- ▁neat
+- ▁shaw
+- ength
+- chief
+- ▁jedi
+- ▁rich
+- ▁steal
+- ▁mayon
+- roof
+- ▁coaster
+- ▁spit
+- ▁bush
+- ▁fred
+- ▁wheeler
+- nife
+- ▁shoulder
+- ▁rela
+- ape
+- ▁cross
+- ▁near
+- ▁puff
+- ▁dash
+- ▁excit
+- ▁mary
+- isco
+- screw
+- ▁marc
+- ▁tha
+- ▁pack
+- ▁bob
+- ▁rap
+- hol
+- ▁intel
+- ▁must
+- ▁homer
+- ▁teach
+- low
+- apa
+- ollie
+- ▁cheer
+- col
+- aco
+- joy
+- gh
+- can
+- stuck
+- tina
+- ▁tea
+- berry
+- ▁teache
+- ▁machine
+- mates
+- ▁chor
+- ward
+- ograph
+- ▁serv
+- ▁offens
+- ▁seri
+- ummy
+- dom
+- ▁sac
+- ▁disney
+- ▁chuck
+- ▁coast
+- gger
+- guard
+- ▁champions
+- ▁brush
+- ▁character
+- ▁crazy
+- ▁depend
+- ▁electric
+- ▁engineer
+- ▁english
+- ▁fossil
+- ▁iguana
+- ▁jimmy
+- ▁librar
+- ▁macgregor
+- ▁motorcycle
+- ▁parakeet
+- ▁poison
+- ▁receiver
+- ▁rescue
+- ▁reunion
+- ▁selena
+- ▁shadow
+- ▁snowboard
+- ▁squirrel
+- ▁tractor
+- ▁varsity
+- ▁wednesday
+- ▁ashley
+- ▁ladder
+- ▁raft
+- ▁celebrati
+- ▁finished
+- ▁beaut
+- ▁bubble
+- ▁commit
+- ▁question
+- ▁contest
+- ▁sword
+- aska
+- ▁subtract
+- ▁concert
+- ▁desert
+- ▁scott
+- ▁widow
+- vada
+- ▁element
+- ▁stomach
+- ▁easter
+- ▁coco
+- ▁company
+- ▁competiti
+- ▁sauce
+- ▁nurse
+- ▁cock
+- ▁improv
+- ▁donkey
+- ▁wreck
+- ▁viol
+- ▁mustard
+- ubber
+- ▁join
+- ▁glad
+- ▁soft
+- ▁project
+- ▁suit
+- ▁genera
+- ▁space
+- ▁neck
+- ▁brian
+- ▁snor
+- ▁taught
+- ▁order
+- ▁gale
+- ▁meyer
+- ▁hike
+- ▁princess
+- ▁mommy
+- ▁brad
+- ▁bandit
+- ▁quit
+- elod
+- ▁skill
+- ▁lane
+- ▁boil
+- ▁carol
+- aple
+- ▁hawaiian
+- uise
+- ▁letter
+- ▁holy
+- ▁sock
+- love
+- ▁outfield
+- ▁needle
+- ▁idea
+- lani
+- ▁bath
+- ▁single
+- ▁ight
+- dio
+- ▁metal
+- cin
+- ▁driver
+- nts
+- ▁beam
+- else
+- ▁boss
+- ▁dogg
+- ▁happi
+- ▁wrestle
+- ids
+- inea
+- ▁jac
+- ▁babysitt
+- ness
+- enne
+- eva
+- ▁wro
+- ▁mcc
+- ota
+- burg
+- rrow
+- ▁bounc
+- ▁christi
+- kers
+- ▁tac
+- ocket
+- hog
+- ▁chic
+- tro
+- ▁mini
+- pi
+- oodles
+- how
+- etti
+- world
+- ▁winni
+- ▁build
+- lick
+- ecause
+- ▁straw
+- ▁prince
+- though
+- garden
+- sleep
+- ▁peop
+- toria
+- ▁thro
+- ▁frisb
+- spect
+- ▁accident
+- ▁apologize
+- ▁assignment
+- ▁awhile
+- ▁captain
+- ▁craft
+- ▁crystal
+- ▁cupboard
+- ▁degree
+- ▁divide
+- ▁electro
+- ▁escape
+- ▁goldilocks
+- ▁involve
+- ▁jasmin
+- ▁liqui
+- ▁marshmallo
+- ▁matthew
+- ▁mexican
+- ▁midnight
+- ▁principal
+- ▁puzzle
+- ▁rainbow
+- ▁september
+- ▁tortilla
+- ▁tuesday
+- ▁tunnel
+- ▁vernonia
+- ▁gift
+- ▁pencil
+- ▁pepper
+- ▁shield
+- ▁alternat
+- ▁butterfly
+- ▁drink
+- ▁squeak
+- ▁unicorn
+- ▁backpack
+- ▁poem
+- ▁student
+- ▁please
+- resident
+- ▁lift
+- ▁steven
+- ▁marry
+- ▁tumbl
+- ▁quick
+- ▁brakes
+- ▁susan
+- ▁kitty
+- ▁ramp
+- ▁lamp
+- ▁freshm
+- ▁stock
+- ▁beast
+- ▁study
+- lissa
+- ▁drum
+- ▁reach
+- ▁sprinkl
+- ▁harve
+- ▁swam
+- ▁appl
+- ▁frisbee
+- cles
+- wood
+- ▁richard
+- ▁timber
+- ▁techni
+- ▁coat
+- ▁graph
+- ebra
+- ▁freeze
+- ▁marle
+- ▁burn
+- ▁report
+- ▁slip
+- ▁wrappe
+- ▁silly
+- ▁rebel
+- ▁chute
+- cien
+- ▁knee
+- ▁chew
+- ▁easi
+- ▁smit
+- new
+- avelin
+- ▁elk
+- ▁brave
+- ▁disk
+- ▁mike
+- ▁mission
+- ▁acc
+- ▁crab
+- ▁twit
+- ▁russ
+- ▁closest
+- inos
+- ▁backward
+- ▁typ
+- colo
+- light
+- arib
+- ▁curve
+- ▁acre
+- ▁plants
+- ▁whoever
+- ▁darr
+- ▁sandwiches
+- opho
+- ▁enter
+- ▁franc
+- ▁nerv
+- mmer
+- vie
+- ▁carrie
+- ▁manage
+- cial
+- came
+- omas
+- ▁mumm
+- ▁deli
+- evil
+- ville
+- ▁offense
+- ▁tabo
+- ctive
+- ▁trav
+- ▁aust
+- port
+- ckey
+- anyon
+- pons
+- ▁float
+- quo
+- ▁creat
+- ▁slid
+- ▁cookie
+- ▁flippe
+- erg
+- gar
+- ▁glass
+- upper
+- ▁witch
+- ▁abi
+- ▁berr
+- loud
+- ▁conc
+- ▁veg
+- ▁strange
+- ▁weigh
+- agg
+- ▁babysit
+- bil
+- ▁flag
+- runner
+- ventu
+- hot
+- ▁skat
+- ross
+- ountain
+- ▁zac
+- ▁america
+- ▁fro
+- niversa
+- ▁becaus
+- ▁brothe
+- special
+- together
+- appoint
+- ▁grocer
+- ▁market
+- ▁alligator
+- ▁aloha
+- ▁aqua
+- ▁cactuses
+- ▁celebrate
+- ▁continue
+- ▁crawl
+- ▁dachshund
+- ▁education
+- ▁exchange
+- ▁experience
+- ▁focus
+- ▁giraffe
+- ▁multipl
+- ▁olympic
+- ▁pacifi
+- ▁phoeni
+- ▁program
+- ▁qualif
+- ▁regional
+- ▁rhythm
+- ▁rollercoaster
+- ▁senior
+- ▁simba
+- ▁structure
+- ▁surround
+- ▁teenager
+- ▁venison
+- ▁africa
+- ▁independ
+- ▁yoshi
+- ▁cuddl
+- ▁design
+- ▁answer
+- ▁juliet
+- ▁bicycl
+- ▁cradle
+- ▁graduat
+- ▁taxi
+- ▁knott
+- q
+- <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
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+joint_net_conf: null
+use_preprocessor: true
+use_lang_prompt: false
+use_nlp_prompt: false
+token_type: bpe
+bpemodel: data/en_token_list/bpe_unigram2000/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: default
+frontend_conf:
+    n_fft: 512
+    win_length: 400
+    hop_length: 160
+    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: global_mvn
+normalize_conf:
+    stats_file: exp31/asr_stats_raw_en_bpe2000_sp/train/feats_stats.npz
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+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: conv2d
+    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
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202412'
+files:
+  asr_model_file: exp31/asr_transf_31_raw_en_bpe2000_sp/10epoch.pth
+python: "3.9.21 (main, Dec 11 2024, 16:24:11) \n[GCC 11.2.0]"
+timestamp: 1740625680.233308
+torch: 2.2.2
+yaml_files:
+  asr_train_config: exp31/asr_transf_31_raw_en_bpe2000_sp/config.yaml