ESPnet2 ASR model
espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2
This model was trained by YushiUeda using swbd_sentiment recipe in espnet.
Demo: How to use in ESPnet2
cd espnet
git checkout 17089cb2cf5f1275132163f6327defbcc1b1bc1b
pip install -e .
cd egs2/swbd_sentiment/asr1
./run.sh --skip_data_prep false --skip_train true --download_model espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2
ASR config
expand
config: conf/tuning/train_asr_conformer_wav2vec2_2.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_conformer_wav2vec2_2_raw_en_word
ngpu: 1
seed: 2022
num_workers: 2
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: 2
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 43183
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 70
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: 10
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 2
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: 100
use_matplotlib: true
use_tensorboard: true
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
pretrain_path: null
init_param: []
ignore_init_mismatch: false
freeze_param:
- frontend.upstream
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 6000000
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
valid_shape_file:
- exp/asr_stats_raw_en_word/valid/speech_shape
- exp/asr_stats_raw_en_word/valid/text_shape.word
batch_type: numel
valid_batch_type: null
fold_length:
- 80000
- 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
valid_data_path_and_name_and_type:
- - dump/raw/dev/wav.scp
- speech
- sound
- - dump/raw/dev/text
- text
- text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
optim: adam
optim_conf:
lr: 0.002
weight_decay: 1.0e-05
scheduler: warmuplr
scheduler_conf:
warmup_steps: 5000
token_list:
- <blank>
- <unk>
- i
- and
- the
- you
- that
- it
- a
- Neutral
- to
- uh
- '''s'
- of
- know
- Positive
- they
- in
- we
- '''t'
- have
- but
- so
- was
- like
- Negative
- yeah
- is
- just
- um
- well
- do
- for
- think
- don
- there
- or
- 'on'
- '''re'
- my
- what
- really
- be
- with
- not
- if
- are
- one
- he
- '''ve'
- because
- '''m'
- about
- all
- get
- can
- had
- out
- at
- them
- when
- this
- as
- oh
- lot
- up
- people
- some
- then
- would
- go
- right
- mean
- now
- time
- kind
- got
- going
- good
- she
- things
- more
- were
- from
- something
- been
- 'no'
- see
- me
- too
- an
- your
- much
- little
- guess
- how
- where
- our
- very
- here
- their
- thing
- two
- '''ll'
- other
- did
- years
- work
- even
- has
- any
- way
- probably
- those
- could
- say
- real
- back
- '''d'
- year
- down
- home
- than
- want
- didn
- into
- pretty
- okay
- who
- take
- huh
- school
- said
- make
- over
- kids
- never
- always
- put
- by
- her
- stuff
- went
- doing
- three
- these
- 'yes'
- which
- around
- only
- big
- maybe
- 'off'
- anything
- day
- t
- sure
- actually
- come
- money
- him
- different
- everything
- still
- used
- many
- five
- will
- sort
- nice
- us
- last
- his
- thought
- every
- most
- getting
- first
- feel
- bit
- need
- children
- same
- course
- also
- new
- care
- family
- hum
- long
- through
- before
- use
- done
- should
- house
- old
- let
- does
- car
- being
- problem
- doesn
- four
- seems
- though
- pay
- look
- whole
- great
- husband
- haven
- try
- live
- trying
- ever
- why
- read
- better
- find
- far
- keep
- ago
- sometimes
- watch
- interesting
- quite
- area
- hard
- talking
- else
- another
- part
- bad
- having
- twenty
- whatever
- place
- couple
- usually
- 'true'
- high
- texas
- seen
- fact
- s
- enough
- after
- own
- college
- while
- country
- hundred
- somebody
- few
- either
- times
- week
- away
- gonna
- type
- job
- six
- dollars
- tell
- might
- remember
- again
- came
- give
- started
- start
- ten
- made
- play
- able
- dallas
- enjoy
- working
- once
- c
- someone
- life
- least
- v
- everybody
- since
- fun
- both
- talk
- wouldn
- ones
- news
- anyway
- wasn
- person
- heard
- believe
- am
- th
- buy
- may
- point
- call
- night
- y
- almost
- bye
- isn
- system
- wanted
- called
- took
- state
- wife
- child
- half
- women
- goes
- next
- yet
- especially
- love
- looking
- parents
- gone
- such
- gets
- understand
- together
- movie
- until
- w
- days
- end
- saying
- idea
- saw
- music
- mother
- thirty
- couldn
- makes
- stay
- change
- m
- basically
- wonderful
- problems
- guy
- worked
- spend
- help
- lived
- credit
- whether
- seem
- eight
- n
- best
- world
- run
- hear
- bought
- young
- each
- months
- seven
- places
- supposed
- city
- matter
- coming
- exactly
- d
- small
- summer
- comes
- certain
- company
- less
- thinking
- won
- during
- b
- thousand
- agree
- show
- daughter
- sounds
- myself
- funny
- water
- o
- month
- dog
- fifty
- paper
- gotten
- found
- taking
- today
- certainly
- boy
- friends
- number
- mine
- program
- food
- son
- p
- older
- name
- air
- movies
- government
- moved
- schools
- outside
- deal
- close
- tried
- paying
- eat
- drive
- hours
- nine
- rather
- cars
- crime
- important
- war
- living
- between
- business
- anymore
- reason
- weeks
- public
- vote
- situation
- recently
- nothing
- easy
- sit
- pick
- taxes
- turn
- full
- percent
- making
- friend
- book
- happen
- minutes
- middle
- town
- watching
- paid
- eighty
- tax
- several
- listen
- set
- talked
- north
- takes
- reading
- definitely
- law
- jury
- kinds
- married
- u
- enjoyed
- says
- without
- works
- learn
- everyone
- drug
- major
- side
- cost
- room
- education
- morning
- computer
- involved
- mostly
- aren
- health
- l
- anybody
- along
- amount
- man
- against
- weather
- often
- under
- age
- forty
- insurance
- favorite
- hope
- card
- must
- happened
- lives
- left
- drugs
- expensive
- american
- miles
- yourself
- hour
- already
- plano
- cards
- decided
- large
- difference
- ahead
- fifteen
- camping
- told
- although
- second
- r
- woman
- twelve
- knew
- guys
- cut
- neat
- fish
- mind
- wrong
- unless
- sense
- instead
- leave
- wear
- class
- hand
- top
- walk
- bring
- past
- f
- running
- e
- absolutely
- weekend
- line
- books
- question
- team
- wish
- exercise
- interested
- areas
- baby
- states
- liked
- somewhere
- father
- experience
- phone
- case
- men
- lots
- cat
- society
- taken
- changed
- game
- worth
- seventy
- gun
- h
- wonder
- hit
- group
- service
- kept
- shows
- gosh
- early
- interest
- trouble
- control
- themselves
- ha
- finally
- using
- god
- dad
- cook
- hot
- difficult
- nursing
- front
- terms
- growing
- late
- kid
- looked
- felt
- rain
- teach
- tend
- realize
- weren
- sixty
- except
- needs
- social
- budget
- figure
- recycling
- lake
- wanna
- looks
- wh
- forth
- mom
- concerned
- south
- grew
- topic
- ways
- death
- christmas
- regular
- wait
- imagine
- television
- east
- trees
- check
- fairly
- hate
- general
- catch
- dinner
- built
- ready
- fine
- sister
- story
- playing
- starting
- homes
- office
- awful
- radio
- needed
- companies
- changes
- programs
- fishing
- nineteen
- ask
- tough
- cans
- easier
- yard
- cold
- ought
- street
- later
- door
- wants
- students
- national
- space
- across
- brother
- free
- local
- tha
- level
- happens
- sitting
- newspaper
- move
- countries
- store
- subject
- girl
- beautiful
- turned
- soon
- income
- putting
- church
- university
- dress
- information
- lately
- degree
- york
- vacation
- pollution
- totally
- winter
- america
- ah
- ours
- cats
- spent
- happy
- played
- consider
- cases
- spring
- california
- longer
- teacher
- oil
- send
- lost
- sports
- garden
- teachers
- families
- particular
- buying
- amazing
- likes
- football
- united
- teaching
- hey
- benefits
- brought
- gave
- party
- worry
- throw
- testing
- given
- bunch
- near
- nobody
- community
- driving
- open
- personal
- sell
- force
- chance
- wow
- test
- baseball
- within
- biggest
- quality
- building
- example
- seeing
- power
- afford
- support
- caught
- inside
- plan
- seemed
- ninety
- younger
- learned
- generation
- charge
- punishment
- rest
- dogs
- become
- clean
- short
- privacy
- g
- calls
- plus
- particularly
- decide
- terrible
- twice
- fall
- extra
- period
- choice
- hold
- ended
- hadn
- main
- guilty
- depends
- save
- excellent
- price
- strange
- feeling
- size
- trial
- military
- boys
- per
- bet
- judge
- parts
- noticed
- anywhere
- fan
- head
- center
- glad
- clothes
- rate
- stop
- eleven
- white
- stand
- suppose
- guns
- grade
- watched
- bigger
- scary
- issue
- special
- dollar
- green
- its
- jobs
- means
- black
- worse
- knows
- plastic
- low
- spending
- picked
- golf
- gas
- single
- neighborhood
- necessarily
- alone
- cooking
- newspapers
- pull
- fast
- completely
- road
- student
- crimes
- houses
- paint
- medical
- learning
- fair
- restaurant
- miss
- lawn
- giving
- washington
- doctor
- word
- killed
- recycle
- light
- cash
- visit
- familiar
- grass
- itself
- season
- chicken
- rid
- president
- stayed
- normally
- whenever
- machine
- graduate
- eighteen
- capital
- shouldn
- virginia
- private
- field
- magazines
- kill
- market
- apartment
- anyone
- waiting
- asked
- classes
- break
- crazy
- helps
- aware
- sunday
- hm
- speak
- term
- sound
- property
- sad
- comfortable
- waste
- channel
- evening
- cover
- heavy
- carry
- everyday
- systems
- gives
- wa
- answer
- higher
- unfortunately
- minute
- future
- serious
- snow
- available
- smaller
- handle
- ground
- behind
- huge
- west
- plant
- allowed
- wind
- peace
- costs
- cause
- serve
- rent
- lucky
- gee
- build
- english
- telling
- lose
- individual
- gardening
- busy
- order
- raised
- basic
- basis
- rock
- training
- happening
- opinion
- heart
- follow
- mainly
- history
- walking
- ye
- average
- towards
- houston
- games
- travel
- decision
- environment
- respect
- list
- hopefully
- grow
- others
- sorry
- san
- taught
- weight
- bags
- hurt
- finding
- attention
- hasn
- computers
- raise
- aerobics
- quick
- shot
- personally
- bedroom
- similar
- loved
- sixties
- park
- helping
- feet
- industry
- write
- generally
- weird
- record
- benefit
- pool
- mail
- pennsylvania
- glass
- notice
- calling
- process
- land
- originally
- richardson
- cities
- afraid
- utah
- entire
- colorado
- ball
- boat
- grandmother
- possible
- folks
- helped
- strong
- keeping
- bill
- keeps
- thank
- camp
- third
- types
- eventually
- obviously
- yesterday
- apparently
- instance
- pet
- central
- club
- flowers
- trash
- trip
- classical
- europe
- changing
- perhaps
- self
- color
- foot
- video
- based
- station
- saturday
- french
- normal
- fire
- '''clock'
- issues
- starts
- piece
- hobby
- quit
- prison
- parent
- oldest
- bush
- coverage
- police
- forget
- girls
- occasionally
- bank
- shape
- beginning
- moving
- sent
- vietnam
- nights
- current
- salary
- himself
- stories
- mountains
- aluminum
- luck
- invasion
- tape
- florida
- bed
- laws
- research
- mess
- hoping
- players
- tired
- thirteen
- magazine
- expect
- sleep
- words
- language
- push
- position
- hobbies
- background
- plants
- inches
- easily
- stopped
- murder
- shoot
- maryland
- hardly
- bills
- attitude
- pro
- civil
- sometime
- human
- wanting
- goodness
- security
- doctors
- kitchen
- somehow
- penalty
- county
- eating
- simply
- die
- bike
- reunion
- project
- typical
- j
- however
- total
- mexico
- base
- economy
- restaurants
- responsibility
- jail
- lower
- died
- tested
- safe
- voting
- elderly
- sh
- listening
- sudden
- numbers
- career
- stick
- born
- wondering
- poor
- painting
- active
- professional
- supposedly
- li
- lady
- reasons
- cool
- sixteen
- yep
- excuse
- horrible
- political
- red
- science
- federal
- besides
- shop
- opportunity
- ride
- planning
- degrees
- writing
- mexican
- engineering
- surprised
- bother
- share
- graduated
- account
- financial
- hands
- activities
- seventies
- step
- thanks
- bag
- role
- england
- limit
- willing
- hospital
- view
- band
- teams
- tonight
- groups
- advantage
- heat
- department
- turns
- tree
- telephone
- became
- brand
- criminal
- blue
- dry
- warm
- weekends
- grown
- stores
- rights
- garbage
- junior
- everywhere
- prices
- metric
- ran
- equipment
- till
- cross
- considered
- track
- moment
- figured
- americans
- met
- worst
- ridiculous
- grocery
- yours
- neighbor
- piano
- sold
- cowboys
- selling
- savings
- grandchildren
- nowadays
- add
- plays
- conversation
- lunch
- straight
- sentence
- floor
- dead
- fourteen
- meet
- ideas
- foods
- israel
- fix
- ourselves
- swimming
- upset
- sign
- sewing
- wood
- recipe
- van
- upon
- standard
- box
- win
- wall
- offer
- products
- otherwise
- pounds
- stations
- ex
- staying
- drop
- body
- carolina
- sales
- meal
- ice
- basketball
- mixed
- careful
- possibly
- sick
- farm
- retired
- compared
- western
- hearing
- finished
- separate
- mentioned
- soviet
- truck
- river
- defense
- oklahoma
- harder
- k
- re
- stuck
- cable
- trade
- favor
- positive
- related
- smoke
- effect
- various
- bottom
- awhile
- kindergarten
- beat
- court
- beach
- baltimore
- choose
- allow
- brown
- hang
- known
- sorts
- bathroom
- scared
- popular
- extremely
- politics
- hair
- policy
- wha
- saint
- covered
- ca
- sisters
- boston
- lakes
- forever
- fight
- downtown
- visa
- sauce
- garage
- lines
- suit
- whereas
- speech
- direction
- animals
- corps
- fit
- majority
- chinese
- dark
- painted
- milk
- concern
- dump
- nature
- safety
- shoes
- star
- questions
- switch
- clear
- trips
- management
- beyond
- depending
- sing
- iraq
- pressure
- cute
- runs
- windows
- salad
- board
- chicago
- population
- legal
- super
- '''all'
- puts
- slow
- pets
- forward
- thousands
- style
- debt
- becoming
- mo
- pop
- violent
- italian
- earlier
- cheap
- weapons
- coast
- austin
- traveling
- passed
- x
- speaking
- points
- prefer
- threat
- further
- master
- table
- broken
- random
- row
- northern
- simple
- appreciate
- district
- train
- continue
- rangers
- pittsburgh
- truth
- value
- quickly
- raising
- pass
- tennis
- flower
- bass
- engine
- becomes
- variety
- jeans
- exciting
- organization
- spread
- sat
- incredible
- somewhat
- loan
- engineer
- doubt
- southern
- monday
- backyard
- forced
- papers
- express
- saving
- owned
- recent
- toward
- fortunate
- liberal
- shopping
- rough
- brothers
- worried
- meals
- scouts
- vacations
- hunting
- lawyers
- wisconsin
- bucks
- act
- voice
- helpful
- wide
- retirement
- cannot
- picture
- picking
- suspect
- spare
- held
- election
- study
- report
- begin
- antonio
- drove
- opposed
- league
- ju
- se
- solution
- closer
- character
- finish
- knowing
- million
- common
- services
- thinks
- player
- violence
- wrote
- highway
- reasonable
- afternoon
- series
- developed
- effort
- christian
- fantastic
- saved
- seventeen
- barbecue
- sun
- conditioning
- ohio
- babies
- arlington
- hole
- visited
- rural
- herself
- knowledge
- kn
- plans
- instruments
- above
- border
- bible
- losing
- china
- events
- leaving
- written
- taste
- friday
- schedule
- anytime
- showed
- aspect
- range
- earth
- rice
- broke
- tent
- excited
- roles
- situations
- rooms
- spot
- laid
- duty
- bottles
- russia
- fighting
- pound
- letter
- convenient
- thi
- storm
- original
- wild
- showing
- percentage
- required
- grandparents
- extent
- economic
- voted
- canada
- trust
- healthy
- dealing
- face
- hired
- discuss
- larger
- pleased
- eye
- constantly
- perfect
- stupid
- square
- mix
- meat
- semester
- necessary
- mandatory
- burning
- fly
- mothers
- aids
- checked
- bedrooms
- fresh
- advice
- tomatoes
- treat
- sale
- ford
- japanese
- burn
- correct
- limited
- sleeping
- actual
- ends
- female
- hundreds
- feelings
- impact
- leaves
- section
- lay
- provide
- planted
- factor
- fill
- rich
- deep
- someplace
- drives
- circumstances
- honda
- jersey
- smoking
- feels
- fifties
- access
- doors
- pattern
- names
- payment
- facilities
- automatic
- boxes
- hi
- pictures
- versus
- ability
- edge
- politicians
- amazed
- boss
- union
- neighbors
- distance
- prime
- article
- mistake
- grades
- bread
- bothers
- jeez
- rented
- fourth
- alcohol
- gulf
- catfish
- license
- shooting
- touch
- asking
- realized
- require
- natural
- expenses
- purchase
- energy
- talks
- colors
- smart
- considering
- lessons
- tremendous
- participate
- ages
- missed
- quiet
- cheaper
- cents
- payments
- iron
- frightening
- forgot
- cheese
- daughters
- lawyer
- creek
- dental
- seat
- humid
- belt
- michigan
- extended
- flat
- driver
- foreign
- stays
- adults
- songs
- due
- wet
- double
- stress
- desert
- drink
- material
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- preteen
- unlikely
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- notifying
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init: null
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ctc_conf:
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model_conf:
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rir_scp: null
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frontend: s3prl
frontend_conf:
frontend_conf:
upstream: wav2vec2_large_ll60k
download_dir: ./hub
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specaug: specaug
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normalize: utterance_mvn
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preencoder_conf:
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encoder: conformer
encoder_conf:
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dropout_rate: 0.1
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attention_dropout_rate: 0.1
input_layer: conv2d2
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macaron_style: true
rel_pos_type: latest
pos_enc_layer_type: rel_pos
selfattention_layer_type: rel_selfattn
activation_type: swish
use_cnn_module: true
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postencoder: null
postencoder_conf: {}
decoder: transformer
decoder_conf:
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required:
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distributed: true
Citing ESPnet
@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:
@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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