Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- fsc_challenge
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/fsc_challenge_slu_2pass_conformer`
+
+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_conformer
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Jan 19 10:05:40 EST 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_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|97.1|1.2|1.7|0.4|3.3|7.1|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|22540|80.5|12.4|7.0|3.0|22.5|55.2|
+|inference_asr_model_valid.acc.ave_5best/valid|2597|13782|97.5|1.0|1.6|0.2|2.7|5.5|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|inference_asr_model_valid.acc.ave_5best/spk_test|3349|152191|98.4|0.5|1.1|0.2|1.8|7.1|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|191435|89.3|5.4|5.3|2.7|13.4|55.2|
+|inference_asr_model_valid.acc.ave_5best/valid|2597|117282|98.6|0.4|1.0|0.2|1.6|5.5|
+
+### 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.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_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: 80
+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_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
+- in
+- lights
+- up
+- down
+- 'on'
+- temperature
+- heat
+- kitchen
+- switch
+- 'off'
+- volume
+- bedroom
+- language
+- to
+- washroom
+- bathroom
+- my
+- increase
+- decrease
+- music
+- heating
+- bring
+- me
+- too
+- i
+- set
+- sound
+- get
+- and
+- lamp
+- loud
+- a
+- need
+- you
+- shoes
+- socks
+- newspaper
+- it
+- light
+- louder
+- chinese
+- could
+- go
+- make
+- juice
+- some
+- main
+- stop
+- change
+- quiet
+- practice
+- english
+- german
+- now
+- play
+- korean
+- okay
+- it's
+- room
+- that's
+- of
+- hear
+- is
+- different
+- wash
+- this
+- lower
+- fetch
+- audio
+- please
+- far
+- pause
+- start
+- use
+- two
+- phone
+- low
+- softer
+- put
+- bed
+- video
+- couldn't
+- languages
+- max
+- quieter
+- allow
+- system
+- mute
+- phone's
+- reduce
+- resume
+- anything
+- device
+- washer
+- ten
+- that
+- which
+- paper
+- phones
+- they
+- so
+- him
+- news
+- um
+- from
+- he
+- out
+- crease
+- your
+- ah
+- better
+- but
+- late
+- value
+- k
+- washing
+- turned
+- don't
+- then
+- o
+- whites
+- hating
+- any
+- said
+- buy
+- lies
+- by
+- watch
+- give
+- one
+- done
+- them
+- hit
+- place
+- jews
+- mites
+- send
+- for
+- thing
+- night
+- not
+- languish
+- after
+- was
+- decreased
+- lots
+- pass
+- dream
+- bad
+- life
+- do
+- search
+- case
+- increased
+- corian
+- we
+- swish
+- valium
+- lamb
+- or
+- right
+- row
+- germans
+- their
+- 'no'
+- soft
+- time
+- like
+- own
+- swiss
+- can
+- song
+- nights
+- lines
+- eating
+- bottom
+- us
+- are
+- churn
+- hate
+- load
+- top
+- em
+- take
+- what's
+- ok
+- chain
+- lates
+- here
+- with
+- quite
+- lice
+- at
+- lap
+- am
+- heap
+- lampon
+- temper
+- tough
+- hitting
+- zone
+- john
+- three
+- may
+- vine
+- bath
+- keep
+- into
+- burn
+- light's
+- map
+- meat
+- eat
+- sat
+- new
+- day
+- white
+- r
+- what
+- sheet
+- line
+- town
+- through
+- watchroom
+- sign
+- brain
+- tan
+- south
+- kitten
+- sit
+- such
+- should
+- back
+- rights
+- shows
+- knees
+- choose
+- meet
+- likes
+- sarks
+- say
+- frame
+- boss
+- land
+- bar
+- bites
+- plays
+- might
+- our
+- washerm
+- bit
+- she
+- kit
+- his
+- tip
+- she's
+- fire
+- free
+- find
+- bringing
+- mics
+- priest
+- they're
+- heats
+- run
+- shears
+- fish
+- stone
+- tone
+- there
+- picture
+- sent
+- t
+- bitum
+- sweet
+- sun
+- ring
+- love
+- i'll
+- pin
+- vi
+- try
+- have
+- bather
+- be
+- temp
+- zoom
+- all
+- earn
+- bethroom
+- sucks
+- fit
+- as
+- lives
+- break
+- sick
+- arm
+- thee
+- miss
+- basroom
+- viam
+- turns
+- found
+- dumb
+- ladder
+- trend
+- vime
+- viome
+- if
+- bathroomites
+- tom
+- during
+- bat
+- they'll
+- wish
+- way
+- four
+- about
+- cheese
+- mean
+- nice
+- ocean
+- page
+- turning
+- still
+- souths
+- thy
+- stand
+- ding
+- while
+- who
+- white's
+- step
+- switchy
+- made
+- mason
+- see
+- ashroom
+- vice
+- switched
+- la
+- ton
+- washering
+- favor
+- via
+- i'm
+- betum
+- create
+- you're
+- played
+- green
+- blank
+- bassroom
+- rim
+- nap
+- oh
+- lay
+- grease
+- ice
+- ball
+- kitchens
+- x
+- nine
+- her
+- bridge
+- pies
+- pepper
+- attempture
+- rain
+- wastrom
+- peace
+- b
+- push
+- bound
+- lawyer
+- these
+- let
+- fast
+- star
+- drone
+- sauce
+- practise
+- veteran
+- paul's
+- fall
+- temporary
+- chop
+- key
+- bow
+- daylights
+- loader
+- water
+- twitch
+- chains
+- lion
+- getting
+- pars
+- code
+- fly
+- makes
+- offs
+- lie
+- jim
+- tear
+- sacks
+- fine
+- print
+- five
+- tap
+- ye
+- mind
+- foot
+- kiss
+- fat
+- writes
+- will
+- switcher
+- de
+- baton
+- man
+- yeah
+- piece
+- vol
+- saw
+- come
+- m
+- when
+- talk
+- round
+- niece
+- musing
+- open
+- throw
+- bathing
+- viim
+- know
+- head
+- teacher
+- 'true'
+- term
+- lord
+- orshroom
+- trace
+- feature
+- sock
+- seas
+- sweets
+- layup
+- slang
+- stream
+- drum
+- d
+- plan
+- chun
+- sell
+- left
+- leg
+- settling
+- men
+- bathter
+- 'false'
+- stay
+- chapter
+- jane
+- son
+- rates
+- q
+- christie
+- awesome
+- tongue
+- chaff
+- there's
+- outer
+- clouder
+- past
+- red
+- chair
+- lab
+- shares
+- enough
+- fund
+- license
+- semi-phones
+- bones
+- sown
+- ups
+- needs
+- can't
+- kitchenites
+- drop
+- let's
+- french
+- tempter
+- source
+- beth
+- trying
+- volumes
+- slides
+- atherm
+- app
+- battle
+- drawing
+- 'yes'
+- trees
+- twenty
+- pleas
+- large
+- worship
+- oz
+- deep
+- bathrooms
+- loudest
+- trim
+- playing
+- saudi
+- volley
+- its
+- bite
+- wall
+- heater
+- bond
+- sand
+- catch
+- loss
+- tender
+- long
+- dam
+- heen
+- might's
+- fits
+- sue
+- eight
+- pray
+- sail
+- sounds
+- ain't
+- lang
+- spatroom
+- part
+- pitch
+- matron
+- jump
+- wrong
+- kills
+- why
+- band
+- name
+- ply
+- piper
+- thrown
+- roll
+- would
+- self
+- same
+- js
+- wash-rame
+- bed-room
+- lot's
+- swits
+- favour
+- meter
+- assume
+- math
+- heed
+- stitch
+- dawn
+- gorian
+- radio
+- thumb
+- pressure
+- store
+- dot
+- meal
+- seat
+- welsh
+- chin
+- swift
+- bing
+- waste
+- vassum
+- making
+- bend
+- boil
+- plain
+- decrees
+- square
+- tomb
+- finger
+- temperatures
+- speak
+- pep
+- bait
+- stepper
+- corey
+- allium
+- cloud
+- state
+- dan
+- stole
+- christy
+- fight
+- marshroom
+- plate
+- shown
+- big
+- bathrobe
+- torn
+- debate
+- chande
+- heaving
+- switz
+- batter
+- wash-room
+- trap
+- ram
+- jarman
+- friend's
+- tipture
+- lampos
+- flouter
+- brand
+- bass
+- brit
+- dome
+- decree
+- foam
+- link
+- sax
+- seeking
+- gain
+- values
+- beat
+- watching
+- dark
+- creates
+- midroom
+- months
+- camp
+- forium
+- compared
+- race
+- shines
+- tempre
+- pair
+- weight
+- read
+- decays
+- lump
+- worse
+- bus
+- truth
+- mice
+- door
+- sub
+- draw
+- cruci
+- tar
+- tend
+- batting
+- ms
+- means
+- buying
+- late's
+- legs
+- therm
+- mike
+- linguish
+- blaze
+- mine
+- peren
+- walden
+- arc
+- cruise
+- walling
+- lakes
+- passer
+- russian
+- rock
+- funds
+- curry
+- patch
+- per
+- wait
+- how
+- days
+- mamp
+- paz
+- just
+- bringches
+- must
+- nor
+- sing
+- u
+- blower
+- clay
+- heated
+- resound
+- fights
+- wamp
+- hearing
+- basserm
+- brewing
+- produce
+- sorry
+- wound
+- had
+- food
+- other
+- quick
+- an
+- face
+- flights
+- fun
+- downs
+- wine
+- vion
+- wampoff
+- lake
+- lane
+- last
+- soften
+- i'd
+- check
+- lowered
+- heam
+- ink
+- twist
+- think
+- die
+- crack
+- degree
+- washington
+- friend
+- doors
+- number
+- gave
+- button
+- tears
+- lash
+- many
+- raised
+- show
+- action
+- age
+- engage
+- says
+- join
+- under
+- till
+- save
+- follow
+- brings
+- shot
+- worst
+- trainees
+- night's
+- bear
+- rome
+- l
+- s
+- roam
+- da
+- pasta
+- spring
+- languished
+- tier
+- bone
+- pete
+- next
+- leads
+- dick
+- rate
+- dig
+- good
+- six
+- fought
+- mesic
+- beto
+- fitch
+- chimpashire
+- carrying
+- depritus
+- laws
+- youth
+- ethroom
+- baffer
+- rule
+- wing
+- langus
+- loudy
+- re
+- jeers
+- pull
+- lessons
+- lighter
+- took
+- jew
+- layout
+- fats
+- wit
+- nace
+- d's
+- temple
+- drawn
+- person
+- wastrong
+- codio
+- crank
+- chunny
+- inglace
+- increases
+- raleum
+- z
+- drones
+- slide
+- wet
+- saucer
+- embracer
+- c
+- bracher
+- bathrum
+- template
+- musics
+- radios
+- glyta
+- inglease
+- sad
+- shawn
+- deeps
+- nerve
+- sobs
+- blame
+- best
+- wandstrom
+- rostrum
+- sogs
+- sayings
+- itchen
+- churnies
+- ocana
+- fom's
+- witch
+- clamp
+- liked
+- manguish
+- lusher
+- saying
+- folium
+- foium
+- bae
+- vendor
+- edram
+- bendroom
+- bisium
+- acainos
+- walk
+- slight
+- pauses
+- alm
+- palima
+- temperating
+- loaded
+- fifty
+- banner
+- thank
+- hearts
+- croom
+- alima
+- sats
+- doing
+- list
+- masats
+- mesus
+- christa
+- feet
+- quote
+- tandy
+- bitroom
+- chand
+- fitjan
+- west
+- lampow
+- lords
+- press
+- chili
+- bedcom
+- fin
+- wasolates
+- pastor
+- breathe
+- stout
+- font's
+- perian
+- chich
+- chitty
+- bought
+- indication
+- fonts
+- gen
+- vash
+- ashram
+- india
+- avashroom
+- chrome
+- home
+- aria
+- newspad
+- steppad
+- barthrome
+- chant
+- software
+- chandy
+- shui
+- chandi
+- keitelates
+- belt
+- trujandelaits
+- indika
+- chen
+- shindy
+- shoot
+- district
+- stum
+- codeio
+- debesh
+- chandle
+- digit
+- prim
+- size
+- sodio
+- roshroom
+- vohima
+- suppose
+- shiny
+- versus
+- lowing
+- doubt
+- bake
+- semithones
+- waffroom
+- crucial
+- chippeture
+- ray
+- decreesadio
+- kenchet
+- decreesadi
+- meta
+- mang
+- baum
+- ate
+- washram
+- jacries
+- premium
+- sops
+- tempure
+- built
+- zoo
+- pring
+- lowers
+- opum
+- dipture
+- tetch
+- basper
+- peak
+- bassorm
+- pas
+- switchofta
+- lover
+- flap
+- incretes
+- bastroom
+- tikris
+- didn't
+- sweater
+- bastom
+- lets
+- lampoff
+- bedrim
+- jumites
+- bassum
+- vaim
+- badger
+- lengths
+- promise
+- batroom
+- dog
+- bedrooms
+- satio
+- involve
+- quiner
+- samayum
+- sulo
+- fused
+- butte
+- decrysovalium
+- subtuse
+- silo
+- tread
+- fetchment
+- lime
+- stuff
+- kin
+- switzerland
+- eaten
+- sex
+- sublinguisha
+- seling
+- singhush
+- fitchmus
+- ox
+- seven
+- mingle
+- shakorean
+- foams
+- keeps
+- setmingwich
+- quorian
+- swer
+- smingh
+- someites
+- washroomites
+- posse
+- seeding
+- haste
+- rosh
+- toff
+- vein
+- seating
+- chemi
+- sis
+- debt
+- lamish
+- jinnies
+- gennies
+- linguishu
+- tarn
+- gym
+- eats
+- dough
+- fedium
+- isaac
+- bender
+- does
+- healing
+- speed
+- adam
+- noun
+- aldio
+- etch
+- amp
+- sangus
+- southern
+- vodroom
+- sanch
+- post
+- beddo
+- things
+- sounded
+- tick
+- toverty
+- view
+- weshroom
+- comparator
+- fordom
+- keys
+- templar
+- worker
+- tiki
+- odio
+- geo
+- fordium
+- mode
+- mindless
+- fishermen
+- lua
+- pierto
+- voting
+- brad
+- europe
+- grade
+- shrieks
+- cures
+- stub
+- decase
+- ufoium
+- geophonia
+- moved
+- villium
+- drews
+- compare
+- vodal
+- dumpier
+- sorts
+- cases
+- bosh
+- modes
+- souls
+- rose
+- pedro
+- mash
+- shanja
+- druce
+- benise
+- draws
+- minces
+- laguish
+- throughdome
+- sweetzer
+- compato
+- science
+- dumper
+- breathing
+- yong
+- vanquish
+- chorean
+- bell
+- word
+- sentence
+- strain
+- washern
+- lava
+- basom
+- smith
+- less
+- sons
+- sights
+- sides
+- vying
+- allowed
+- cough
+- drew
+- knee
+- bastin
+- sot
+- stopping
+- blee
+- kisa
+- agenda
+- va
+- outset
+- belights
+- tingway
+- lada
+- sus
+- germ
+- bedroomed
+- length
+- phoned
+- rezone
+- lands
+- knitting
+- submit
+- broom
+- touch
+- hook
+- maths
+- chaffelites
+- kinch
+- june
+- limp
+- namp
+- basser
+- gitchen
+- dreamly
+- bash
+- upped
+- boff
+- mines
+- zik
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+    - coming
+    - mekita
+    - kitchelettes
+    - soul
+    - lizone
+    - we'll
+    - eyes
+    - drink
+    - detention
+    - debatero
+    - every
+    - timster
+    - klater
+    - rent
+    - dell
+    - plea
+    - blow
+    - riya
+    - bashroom
+    - stopped
+    - junes
+    - myton
+    - sart
+    - tart
+    - cloth
+    - reso
+    - musiclotter
+    - zet
+    - loads
+    - attempter
+    - washham
+    - carinian
+    - decrysty
+    - further
+    - turos
+    - suits
+    - lampost
+    - audiovian
+    - meshirs
+    - tim
+    - emmy
+    - dempature
+    - look
+    - cooking
+    - dating
+    - shis
+    - ether
+    - reason
+    - volio
+    - byzal
+    - decrous
+    - stating
+    - bether
+    - equal
+    - edron
+    - curse
+    - semiphones
+    - tell
+    - dom
+    - lad
+    - glassor
+    - enphusiatic
+    - keton
+    - flash
+    - wasn't
+    - sweeter
+    - dry
+    - sunlights
+    - portion
+    - rigging
+    - level
+    - auto
+    - whips
+    - lesson
+    - killers
+    - internalized
+    - substituting
+    - metro
+    - tumblena
+    - holy
+    - folio
+    - silence
+    - worm
+    - dvo
+    - immute
+    - doesn't
+    - direction
+    - tiquisidom
+    - village
+    - magic
+    - whether
+    - fatalouts
+    - hot
+    - thoughts
+    - swipe
+    - resem
+    - wife
+    - shoe
+    - wiped
+    - wipes
+    - kits
+    - battering
+    - sweats
+    - readase
+    - jesus
+    - switchs
+    - g's
+    - faium
+    - wits
+    - al
+    - scream
+    - taine
+    - wids
+    - sweat
+    - mease
+    - sees
+    - lieout
+    - salter
+    - taints
+    - founds
+    - traced
+    - sailed
+    - bathtering
+    - nail
+    - ing
+    - loose
+    - hates
+    - taint
+    - languids
+    - watering
+    - bleed
+    - vium
+    - sam
+    - liout
+    - professor
+    - paying
+    - cogate
+    - mushrooms
+    - interpreter
+    - library
+    - words
+    - unrate
+    - insist
+    - work
+    - western
+    - belenn
+    - gangs
+    - bodier
+    - training
+    - money
+    - veil
+    - patron
+    - jonatha
+    - mars
+    - mainland
+    - wasuporian
+    - who's
+    - starting
+    - peretry
+    - filtering
+    - transformative
+    - written
+    - suit
+    - defeat
+    - nana
+    - menasa
+    - edbraphone
+    - goes
+    - der
+    - reperator
+    - segmaphone
+    - nagostuperium
+    - rating
+    - competitive
+    - betty
+    - hasan
+    - ventro
+    - tantam
+    - davos
+    - suttape
+    - loudness
+    - random
+    - volimex
+    - posta
+    - repellent
+    - study
+    - taste
+    - sample
+    - boiling
+    - lysome
+    - boy
+    - states
+    - lars
+    - factor
+    - point
+    - nicer
+    - sounder
+    - boliam
+    - poly
+    - boom
+    - bowling
+    - body
+    - chakawaliman
+    - misploder
+    - borium
+    - thousand
+    - stoke
+    - islam
+    - table
+    - basic
+    - temporator
+    - quarters
+    - middle
+    - easter
+    - antos
+    - tools
+    - painters
+    - trans
+    - world
+    - sense
+    - dieting
+    - oaks
+    - raising
+    - been
+    - mashaws
+    - transfer
+    - temples
+    - <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: conformer
+deliberationencoder_conf:
+    output_size: 256
+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: linear
+    normalize_before: true
+    macaron_style: true
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 31
+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_raw_en_word/RESULTS.md

@@ -0,0 +1,31 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Jan 19 10:05:40 EST 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_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|97.1|1.2|1.7|0.4|3.3|7.1|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|22540|80.5|12.4|7.0|3.0|22.5|55.2|
+|inference_asr_model_valid.acc.ave_5best/valid|2597|13782|97.5|1.0|1.6|0.2|2.7|5.5|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|inference_asr_model_valid.acc.ave_5best/spk_test|3349|152191|98.4|0.5|1.1|0.2|1.8|7.1|
+|inference_asr_model_valid.acc.ave_5best/utt_test|4204|191435|89.3|5.4|5.3|2.7|13.4|55.2|
+|inference_asr_model_valid.acc.ave_5best/valid|2597|117282|98.6|0.4|1.0|0.2|1.6|5.5|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_raw_en_word/config.yaml

@@ -0,0 +1,4505 @@
+config: conf/tuning/train_asr_hubert_transformer_adam_specaug_deliberation.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_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: 80
+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_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
+- in
+- lights
+- up
+- down
+- 'on'
+- temperature
+- heat
+- kitchen
+- switch
+- 'off'
+- volume
+- bedroom
+- language
+- to
+- washroom
+- bathroom
+- my
+- increase
+- decrease
+- music
+- heating
+- bring
+- me
+- too
+- i
+- set
+- sound
+- get
+- and
+- lamp
+- loud
+- a
+- need
+- you
+- shoes
+- socks
+- newspaper
+- it
+- light
+- louder
+- chinese
+- could
+- go
+- make
+- juice
+- some
+- main
+- stop
+- change
+- quiet
+- practice
+- english
+- german
+- now
+- play
+- korean
+- okay
+- it's
+- room
+- that's
+- of
+- hear
+- is
+- different
+- wash
+- this
+- lower
+- fetch
+- audio
+- please
+- far
+- pause
+- start
+- use
+- two
+- phone
+- low
+- softer
+- put
+- bed
+- video
+- couldn't
+- languages
+- max
+- quieter
+- allow
+- system
+- mute
+- phone's
+- reduce
+- resume
+- anything
+- device
+- washer
+- ten
+- that
+- which
+- paper
+- phones
+- they
+- so
+- him
+- news
+- um
+- from
+- he
+- out
+- crease
+- your
+- ah
+- better
+- but
+- late
+- value
+- k
+- washing
+- turned
+- don't
+- then
+- o
+- whites
+- hating
+- any
+- said
+- buy
+- lies
+- by
+- watch
+- give
+- one
+- done
+- them
+- hit
+- place
+- jews
+- mites
+- send
+- for
+- thing
+- night
+- not
+- languish
+- after
+- was
+- decreased
+- lots
+- pass
+- dream
+- bad
+- life
+- do
+- search
+- case
+- increased
+- corian
+- we
+- swish
+- valium
+- lamb
+- or
+- right
+- row
+- germans
+- their
+- 'no'
+- soft
+- time
+- like
+- own
+- swiss
+- can
+- song
+- nights
+- lines
+- eating
+- bottom
+- us
+- are
+- churn
+- hate
+- load
+- top
+- em
+- take
+- what's
+- ok
+- chain
+- lates
+- here
+- with
+- quite
+- lice
+- at
+- lap
+- am
+- heap
+- lampon
+- temper
+- tough
+- hitting
+- zone
+- john
+- three
+- may
+- vine
+- bath
+- keep
+- into
+- burn
+- light's
+- map
+- meat
+- eat
+- sat
+- new
+- day
+- white
+- r
+- what
+- sheet
+- line
+- town
+- through
+- watchroom
+- sign
+- brain
+- tan
+- south
+- kitten
+- sit
+- such
+- should
+- back
+- rights
+- shows
+- knees
+- choose
+- meet
+- likes
+- sarks
+- say
+- frame
+- boss
+- land
+- bar
+- bites
+- plays
+- might
+- our
+- washerm
+- bit
+- she
+- kit
+- his
+- tip
+- she's
+- fire
+- free
+- find
+- bringing
+- mics
+- priest
+- they're
+- heats
+- run
+- shears
+- fish
+- stone
+- tone
+- there
+- picture
+- sent
+- t
+- bitum
+- sweet
+- sun
+- ring
+- love
+- i'll
+- pin
+- vi
+- try
+- have
+- bather
+- be
+- temp
+- zoom
+- all
+- earn
+- bethroom
+- sucks
+- fit
+- as
+- lives
+- break
+- sick
+- arm
+- thee
+- miss
+- basroom
+- viam
+- turns
+- found
+- dumb
+- ladder
+- trend
+- vime
+- viome
+- if
+- bathroomites
+- tom
+- during
+- bat
+- they'll
+- wish
+- way
+- four
+- about
+- cheese
+- mean
+- nice
+- ocean
+- page
+- turning
+- still
+- souths
+- thy
+- stand
+- ding
+- while
+- who
+- white's
+- step
+- switchy
+- made
+- mason
+- see
+- ashroom
+- vice
+- switched
+- la
+- ton
+- washering
+- favor
+- via
+- i'm
+- betum
+- create
+- you're
+- played
+- green
+- blank
+- bassroom
+- rim
+- nap
+- oh
+- lay
+- grease
+- ice
+- ball
+- kitchens
+- x
+- nine
+- her
+- bridge
+- pies
+- pepper
+- attempture
+- rain
+- wastrom
+- peace
+- b
+- push
+- bound
+- lawyer
+- these
+- let
+- fast
+- star
+- drone
+- sauce
+- practise
+- veteran
+- paul's
+- fall
+- temporary
+- chop
+- key
+- bow
+- daylights
+- loader
+- water
+- twitch
+- chains
+- lion
+- getting
+- pars
+- code
+- fly
+- makes
+- offs
+- lie
+- jim
+- tear
+- sacks
+- fine
+- print
+- five
+- tap
+- ye
+- mind
+- foot
+- kiss
+- fat
+- writes
+- will
+- switcher
+- de
+- baton
+- man
+- yeah
+- piece
+- vol
+- saw
+- come
+- m
+- when
+- talk
+- round
+- niece
+- musing
+- open
+- throw
+- bathing
+- viim
+- know
+- head
+- teacher
+- 'true'
+- term
+- lord
+- orshroom
+- trace
+- feature
+- sock
+- seas
+- sweets
+- layup
+- slang
+- stream
+- drum
+- d
+- plan
+- chun
+- sell
+- left
+- leg
+- settling
+- men
+- bathter
+- 'false'
+- stay
+- chapter
+- jane
+- son
+- rates
+- q
+- christie
+- awesome
+- tongue
+- chaff
+- there's
+- outer
+- clouder
+- past
+- red
+- chair
+- lab
+- shares
+- enough
+- fund
+- license
+- semi-phones
+- bones
+- sown
+- ups
+- needs
+- can't
+- kitchenites
+- drop
+- let's
+- french
+- tempter
+- source
+- beth
+- trying
+- volumes
+- slides
+- atherm
+- app
+- battle
+- drawing
+- 'yes'
+- trees
+- twenty
+- pleas
+- large
+- worship
+- oz
+- deep
+- bathrooms
+- loudest
+- trim
+- playing
+- saudi
+- volley
+- its
+- bite
+- wall
+- heater
+- bond
+- sand
+- catch
+- loss
+- tender
+- long
+- dam
+- heen
+- might's
+- fits
+- sue
+- eight
+- pray
+- sail
+- sounds
+- ain't
+- lang
+- spatroom
+- part
+- pitch
+- matron
+- jump
+- wrong
+- kills
+- why
+- band
+- name
+- ply
+- piper
+- thrown
+- roll
+- would
+- self
+- same
+- js
+- wash-rame
+- bed-room
+- lot's
+- swits
+- favour
+- meter
+- assume
+- math
+- heed
+- stitch
+- dawn
+- gorian
+- radio
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+        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:
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+normalize: utterance_mvn
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+preencoder: linear
+preencoder_conf:
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+    output_size: 80
+encoder: transformer
+encoder_conf:
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+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
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+deliberationencoder: conformer
+deliberationencoder_conf:
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+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
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+    normalize_before: true
+    macaron_style: true
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 31
+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_raw_en_word/valid.acc.ave_5best.pth

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meta.yaml

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+espnet: '202207'
+files:
+  slu_model_file: exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_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: 1663104968.648556
+torch: 1.12.1+cu113
+yaml_files:
+  slu_train_config: exp/slu_train_asr_hubert_transformer_adam_specaug_deliberation_raw_en_word/config.yaml