Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- iemocap
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model 
+
+### `espnet/YushiUeda_iemocap_sentiment_asr_train_asr_conformer_hubert`
+
+This model was trained by Yushi Ueda using iemocap recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+git checkout dfa2868243a897c2a6c34b7407eaea5e4b5508a5
+pip install -e .
+cd egs2/iemocap/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/YushiUeda_iemocap_sentiment_asr_train_asr_conformer_hubert
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sat Feb 12 23:11:32 EST 2022`
+- python version: `3.7.11 (default, Jul 27 2021, 14:32:16)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.7a1`
+- pytorch version: `pytorch 1.9.0+cu102`
+- Git hash: `f6cde1c419c814a14ccd40abe557a780508cbcdf`
+  - Commit date: `Fri Feb 11 12:25:33 2022 -0500`
+
+## Using Conformer based encoder, Transformer based decoder, and self-supervised learning features with spectral augmentation and predicting transcript along with sentiment
+- ASR config: [conf/tuning/train_asr_conformer_hubert.yaml](conf/tuning/train_asr_conformer_hubert.yaml)
+- token_type: word
+- Sentiment Labels: Positive, Neutral, Negative
+
+|dataset|Snt|Intent Classification Macro F1 (%)| Weighted F1 (%)| Micro F1 (%)|
+|---|---|---|---|---|
+|decode_asr_model_valid.acc.ave_10best/valid|754|66.5|76.4|75.7|
+|decode_asr_model_valid.acc.ave_10best/test|1650|62.0|65.5|65.8|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_conformer_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_conformer_hubert_sentiment
+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: 50
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+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: 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
+valid_shape_file:
+- exp/asr_stats_raw_en_word/valid/speech_shape
+- exp/asr_stats_raw_en_word/valid/text_shape.word
+batch_type: folded
+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/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- i
+- you
+- Negative
+- to
+- it
+- '''s'
+- the
+- '''t'
+- that
+- and
+- Neutral
+- Positive
+- a
+- know
+- what
+- of
+- like
+- we
+- don
+- just
+- is
+- do
+- this
+- '''m'
+- me
+- have
+- can
+- in
+- for
+- 'no'
+- so
+- not
+- '''re'
+- my
+- but
+- mean
+- be
+- going
+- all
+- was
+- they
+- well
+- want
+- yeah
+- right
+- get
+- 'on'
+- there
+- he
+- oh
+- here
+- go
+- out
+- with
+- your
+- if
+- okay
+- are
+- she
+- at
+- '''ll'
+- '''ve'
+- got
+- think
+- about
+- up
+- see
+- then
+- why
+- how
+- time
+- really
+- one
+- now
+- or
+- as
+- back
+- look
+- her
+- him
+- been
+- because
+- 'yes'
+- would
+- didn
+- little
+- did
+- good
+- some
+- them
+- something
+- need
+- maybe
+- never
+- um
+- come
+- take
+- god
+- had
+- could
+- will
+- uh
+- am
+- people
+- thing
+- when
+- very
+- let
+- much
+- sorry
+- from
+- again
+- long
+- give
+- anything
+- too
+- make
+- fish
+- years
+- where
+- isn
+- three
+- said
+- things
+- nothing
+- help
+- work
+- tell
+- guess
+- over
+- 'off'
+- business
+- even
+- sir
+- any
+- his
+- around
+- were
+- way
+- who
+- new
+- kind
+- '''d'
+- our
+- everything
+- more
+- came
+- an
+- should
+- down
+- understand
+- only
+- great
+- else
+- man
+- line
+- us
+- ask
+- last
+- doing
+- say
+- waiting
+- other
+- lot
+- job
+- feel
+- yourself
+- point
+- thought
+- day
+- whole
+- away
+- coming
+- better
+- marry
+- always
+- these
+- still
+- wrong
+- two
+- sure
+- care
+- phone
+- probably
+- remember
+- annie
+- life
+- year
+- believe
+- gonna
+- supposed
+- went
+- first
+- talk
+- listen
+- alright
+- before
+- thinking
+- after
+- stuff
+- happy
+- ever
+- turn
+- thank
+- home
+- fine
+- into
+- than
+- call
+- money
+- stay
+- actually
+- every
+- hope
+- love
+- huh
+- married
+- wait
+- somewhere
+- has
+- being
+- father
+- larry
+- hell
+- wanted
+- trying
+- getting
+- guys
+- name
+- saying
+- bag
+- hear
+- girl
+- hey
+- flashlight
+- beach
+- put
+- leave
+- dollars
+- mind
+- augie
+- does
+- won
+- fifty
+- excited
+- hate
+- four
+- done
+- through
+- their
+- keep
+- car
+- lost
+- doesn
+- happen
+- wouldn
+- school
+- big
+- calm
+- night
+- '''cause'
+- id
+- another
+- though
+- myself
+- nobody
+- somebody
+- best
+- might
+- same
+- form
+- mom
+- nice
+- matter
+- spot
+- stop
+- told
+- by
+- shut
+- enough
+- five
+- joe
+- hard
+- find
+- course
+- chris
+- drunk
+- snap
+- luggage
+- rather
+- standing
+- someone
+- laugh
+- took
+- those
+- please
+- live
+- six
+- ridiculous
+- minute
+- looking
+- bring
+- show
+- start
+- brought
+- days
+- must
+- pretty
+- sort
+- talking
+- sand
+- child
+- working
+- send
+- next
+- hundred
+- whatever
+- many
+- moon
+- moment
+- champagne
+- s
+- problem
+- end
+- real
+- dear
+- happened
+- person
+- place
+- fill
+- awesome
+- house
+- such
+- cool
+- c
+- haven
+- knew
+- die
+- finally
+- glasses
+- stupid
+- least
+- dad
+- supervisor
+- totally
+- each
+- try
+- waited
+- idea
+- u
+- party
+- asked
+- anymore
+- sick
+- evening
+- license
+- kid
+- wow
+- flight
+- felt
+- pay
+- since
+- single
+- miss
+- without
+- different
+- mmhmm
+- free
+- sometimes
+- yet
+- couldn
+- view
+- hour
+- knows
+- drive
+- themselves
+- swim
+- ah
+- brandy
+- fact
+- ma
+- '''am'
+- already
+- part
+- sit
+- thanks
+- comes
+- check
+- everyone
+- started
+- kiss
+- weren
+- hotel
+- own
+- beast
+- bad
+- above
+- run
+- worst
+- grunions
+- darling
+- seem
+- baby
+- turned
+- gone
+- shouldn
+- exactly
+- reason
+- full
+- both
+- crazy
+- pack
+- bit
+- swimming
+- liquor
+- seemed
+- serious
+- cause
+- peter
+- burden
+- gosh
+- forgot
+- happens
+- alone
+- pass
+- letters
+- heard
+- manager
+- hours
+- baggage
+- card
+- number
+- argue
+- seen
+- walk
+- forget
+- kids
+- family
+- blanket
+- honey
+- open
+- quite
+- gotta
+- forms
+- mother
+- old
+- needs
+- times
+- airline
+- which
+- once
+- service
+- week
+- together
+- twenty
+- stand
+- made
+- fun
+- dead
+- sake
+- men
+- kate
+- today
+- plane
+- most
+- carla
+- driving
+- deal
+- information
+- wanna
+- definitely
+- while
+- yea
+- certificate
+- particular
+- lots
+- calling
+- fortune
+- write
+- entire
+- found
+- trouble
+- use
+- forever
+- woman
+- enjoy
+- room
+- damn
+- war
+- meaning
+- longer
+- jacket
+- ticket
+- twice
+- sent
+- wonder
+- small
+- amanda
+- cannot
+- able
+- half
+- ha
+- saw
+- bus
+- ago
+- hmm
+- hi
+- kidding
+- giving
+- gave
+- move
+- women
+- ahead
+- york
+- guy
+- suppose
+- company
+- incredible
+- either
+- minutes
+- tonight
+- shoes
+- utterly
+- wasn
+- filled
+- gets
+- amazing
+- beautiful
+- hello
+- birth
+- prove
+- choice
+- friend
+- expect
+- says
+- blue
+- anywhere
+- died
+- weird
+- umm
+- blood
+- d
+- face
+- body
+- alive
+- diagram
+- goes
+- read
+- far
+- race
+- wind
+- fly
+- interested
+- california
+- coast
+- news
+- past
+- charles
+- floor
+- idiotic
+- indeed
+- absolutely
+- softball
+- answer
+- somehow
+- having
+- campus
+- completely
+- file
+- everybody
+- given
+- fair
+- front
+- telling
+- tried
+- sign
+- helping
+- dollar
+- used
+- takes
+- hair
+- behind
+- head
+- also
+- question
+- pull
+- brother
+- nonsense
+- kill
+- pocket
+- cold
+- mine
+- watching
+- shall
+- divorce
+- driver
+- m
+- makes
+- cried
+- security
+- suitcase
+- seems
+- control
+- set
+- letter
+- realized
+- paper
+- weeks
+- address
+- sweet
+- lose
+- huge
+- death
+- ones
+- living
+- glad
+- bed
+- until
+- thinks
+- wedding
+- pieces
+- parents
+- ready
+- almost
+- forgive
+- kissed
+- silver
+- during
+- forty
+- lives
+- grow
+- arrive
+- eyes
+- putting
+- quiet
+- poor
+- presents
+- sting
+- tired
+- row
+- anyhow
+- window
+- v
+- thousand
+- watch
+- ashamed
+- figure
+- vacation
+- application
+- left
+- certainly
+- calls
+- months
+- student
+- close
+- helpful
+- called
+- welcome
+- major
+- match
+- morning
+- fit
+- reach
+- door
+- wife
+- faith
+- noticed
+- several
+- killed
+- accident
+- rat
+- flop
+- hands
+- ear
+- dancing
+- hairs
+- bugging
+- dinner
+- bills
+- worked
+- bored
+- conversation
+- tunis
+- overbearing
+- grand
+- nine
+- amusing
+- vile
+- tempered
+- obviously
+- tomorrow
+- taken
+- eight
+- venice
+- worth
+- boy
+- realize
+- midnight
+- evil
+- sixteen
+- gotten
+- paying
+- bottle
+- smart
+- cindy
+- excuse
+- along
+- seven
+- children
+- figured
+- jobs
+- joke
+- charge
+- memorial
+- sitting
+- hardly
+- young
+- story
+- feels
+- pronouncing
+- insane
+- forgotten
+- fast
+- inspire
+- grub
+- tough
+- arguing
+- air
+- toss
+- instance
+- raining
+- pair
+- dry
+- socks
+- selfish
+- included
+- yours
+- mystery
+- mindedness
+- urgency
+- pure
+- urge
+- insulting
+- ideas
+- herself
+- period
+- missed
+- backwards
+- dance
+- worms
+- pop
+- except
+- perfect
+- blow
+- funny
+- listening
+- sadistic
+- bully
+- cruel
+- 'true'
+- second
+- acting
+- lucky
+- handle
+- loved
+- hit
+- shaking
+- destroyed
+- changed
+- book
+- eleven
+- animals
+- ice
+- cream
+- brings
+- frustrating
+- otherwise
+- onto
+- pregnant
+- operator
+- baltimore
+- san
+- diego
+- contract
+- brown
+- friends
+- pictures
+- internet
+- piece
+- high
+- anyone
+- tickets
+- inconvenience
+- gift
+- usually
+- green
+- city
+- couple
+- chuck
+- growing
+- pick
+- throw
+- yay
+- walking
+- grave
+- considerate
+- inspired
+- looked
+- mistake
+- believes
+- avoid
+- sucker
+- rock
+- strangers
+- missing
+- hide
+- geez
+- imagination
+- overseas
+- command
+- earth
+- monument
+- difference
+- zipped
+- kansas
+- reservations
+- ahh
+- formed
+- barefoot
+- shower
+- running
+- garage
+- knickerbocker
+- locker
+- wasting
+- roses
+- peaches
+- rosy
+- mention
+- shh
+- behave
+- exquisitely
+- beautifully
+- rolling
+- biting
+- scratching
+- panthers
+- suddenly
+- ought
+- dreadfully
+- pity
+- eye
+- world
+- making
+- bark
+- roll
+- hoops
+- insufferable
+- weak
+- upstairs
+- insist
+- boorish
+- conceited
+- impossible
+- torment
+- brute
+- perfectly
+- wicked
+- crawling
+- top
+- wish
+- wants
+- bank
+- plan
+- soon
+- plenty
+- bags
+- congratulations
+- play
+- carry
+- ignore
+- sudden
+- refrigerator
+- loot
+- fight
+- lights
+- swallows
+- goose
+- bumps
+- keeps
+- fighting
+- massive
+- celebration
+- sex
+- human
+- ours
+- light
+- minded
+- social
+- needed
+- anyway
+- words
+- problems
+- claim
+- reimburse
+- checked
+- airport
+- meet
+- e
+- responsibility
+- grunion
+- knees
+- thousands
+- important
+- shows
+- goddamn
+- strong
+- law
+- sara
+- brent
+- passport
+- aren
+- month
+- romantic
+- leaving
+- random
+- applied
+- interesting
+- regular
+- taking
+- harder
+- hurt
+- movie
+- freaking
+- record
+- airlines
+- responsible
+- honestly
+- grew
+- proud
+- hang
+- mrs
+- fellow
+- terrible
+- contradict
+- infuriate
+- throws
+- afraid
+- suffer
+- bloody
+- settled
+- thrash
+- may
+- son
+- faithful
+- moments
+- act
+- sleep
+- detroit
+- planning
+- yard
+- particularly
+- natural
+- phenomenon
+- highlight
+- flopping
+- laying
+- eggs
+- mating
+- orgy
+- magic
+- unexplainable
+- instincts
+- seaweed
+- instinctual
+- firecracker
+- spent
+- clasped
+- intimate
+- special
+- wishes
+- seriously
+- refreshments
+- ooh
+- pinpoint
+- marge
+- dishes
+- fat
+- ring
+- later
+- shivers
+- spine
+- sillier
+- poise
+- trumpets
+- squeakers
+- sockets
+- allure
+- contrary
+- violently
+- glass
+- temperamental
+- fiend
+- loathe
+- adder
+- riotous
+- mentioned
+- intemperate
+- tots
+- downstairs
+- mad
+- loose
+- lived
+- yelling
+- happening
+- promise
+- known
+- exciting
+- finish
+- college
+- atlanta
+- searching
+- fired
+- drinking
+- jesus
+- lock
+- plans
+- hole
+- santa
+- kitchen
+- invite
+- believing
+- ann
+- landing
+- eats
+- panties
+- sore
+- throat
+- unmistakable
+- capistrano
+- lemmings
+- cliffs
+- invitation
+- map
+- heaven
+- carpet
+- poodle
+- suicide
+- pact
+- turns
+- court
+- dies
+- mustn
+- vampire
+- identification
+- places
+- danger
+- hand
+- middle
+- situation
+- option
+- willing
+- paid
+- horrible
+- pain
+- anybody
+- paperwork
+- difficult
+- dream
+- sakes
+- matters
+- toes
+- become
+- habit
+- hold
+- survive
+- break
+- babe
+- shit
+- contact
+- land
+- water
+- transfer
+- backersen
+- desk
+- wallet
+- stolen
+- credit
+- cards
+- clearly
+- appreciate
+- complicated
+- uhuh
+- bucks
+- win
+- theatre
+- resume
+- riding
+- helps
+- less
+- planes
+- means
+- future
+- ran
+- red
+- wrote
+- loans
+- spend
+- dreaming
+- proof
+- shooting
+- crack
+- cracked
+- dares
+- invited
+- breaks
+- embarrassed
+- wondering
+- aw
+- style
+- granted
+- embarrassing
+- mixed
+- su
+- spawning
+- stubbed
+- toe
+- bodies
+- expectantly
+- meant
+- beginning
+- traumatized
+- freda
+- sooner
+- applies
+- philosophers
+- rots
+- trivial
+- torture
+- stiff
+- venom
+- fangs
+- wake
+- bended
+- voice
+- build
+- unbelievable
+- hiring
+- resumes
+- eventually
+- aggressive
+- awhile
+- especially
+- further
+- mass
+- pointless
+- claus
+- neither
+- mmm
+- cannes
+- figures
+- burnt
+- debate
+- exception
+- busy
+- safe
+- possible
+- spring
+- starting
+- buy
+- rest
+- office
+- complaint
+- accepted
+- ten
+- area
+- seats
+- foam
+- vibrations
+- drives
+- popped
+- slightly
+- exaggerated
+- scientific
+- proposed
+- bathroom
+- awful
+- scene
+- adders
+- afford
+- packet
+- forward
+- customer
+- brand
+- yellow
+- fifteen
+- brian
+- asking
+- percent
+- girlfriend
+- acceptance
+- patient
+- patience
+- dishonest
+- cheese
+- restaurant
+- t
+- sixty
+- direct
+- holiday
+- inn
+- refund
+- hmmm
+- receiving
+- sim
+- browns
+- unacceptable
+- northwest
+- dorky
+- putt
+- change
+- filling
+- z
+- x
+- simple
+- mail
+- request
+- raise
+- town
+- hadn
+- played
+- pennies
+- visa
+- visit
+- loves
+- list
+- environment
+- frustrated
+- ride
+- imagine
+- flew
+- nash
+- replace
+- paris
+- personal
+- issue
+- flights
+- track
+- angry
+- headstone
+- cemetery
+- cancer
+- poetry
+- palm
+- l
+- dropped
+- bunch
+- p
+- chair
+- broke
+- o
+- allow
+- nights
+- talent
+- ignoring
+- center
+- lovely
+- sneaking
+- whose
+- es
+- naturally
+- stays
+- wide
+- bought
+- arm
+- exact
+- curtsy
+- wiggle
+- superficial
+- paint
+- naked
+- vendome
+- rouser
+- younger
+- jealous
+- fascinating
+- duty
+- photographer
+- studio
+- cad
+- restraint
+- ill
+- knee
+- applying
+- questions
+- picture
+- fake
+- apartment
+- cash
+- drink
+- upset
+- sending
+- flying
+- speak
+- details
+- wherever
+- unfortunate
+- education
+- leaves
+- basically
+- hospital
+- messed
+- sounds
+- pinch
+- malibu
+- drop
+- team
+- professional
+- till
+- ambiguous
+- seeing
+- ugh
+- wet
+- heading
+- release
+- fire
+- inside
+- pr
+- includes
+- rub
+- ludicrous
+- wriggle
+- flippancy
+- acid
+- sweetness
+- curling
+- dressing
+- gown
+- broach
+- enjoyable
+- original
+- '''em'
+- early
+- ok
+- daughter
+- age
+- steps
+- rejected
+- starts
+- competitive
+- hired
+- worse
+- itself
+- nowhere
+- unfortunately
+- process
+- fault
+- decision
+- package
+- easy
+- transferred
+- straight
+- suckers
+- none
+- returning
+- throwing
+- cork
+- softest
+- breathe
+- road
+- catch
+- threw
+- canal
+- comb
+- towels
+- sacred
+- savor
+- delight
+- needn
+- late
+- web
+- website
+- rough
+- daddy
+- talked
+- feeling
+- talented
+- interview
+- food
+- looks
+- misplaced
+- theft
+- likely
+- stuck
+- tags
+- cult
+- everywhere
+- menu
+- choose
+- press
+- lady
+- bill
+- department
+- online
+- immediately
+- miles
+- notice
+- vote
+- heavens
+- yell
+- anna
+- tables
+- hasn
+- stole
+- losing
+- unfair
+- positive
+- boston
+- celebrate
+- system
+- turning
+- newspapers
+- pays
+- dare
+- jokes
+- swine
+- demand
+- building
+- finished
+- staying
+- cheap
+- anyways
+- okey
+- lobster
+- wonderful
+- harvard
+- engineering
+- summer
+- lawyer
+- mr
+- lax
+- delta
+- funeral
+- report
+- property
+- whoever
+- corporate
+- miso
+- soup
+- holy
+- olivia
+- camera
+- power
+- sold
+- testing
+- greens
+- explain
+- agreement
+- undecided
+- access
+- babies
+- street
+- vegas
+- slot
+- honeymoon
+- husband
+- penny
+- slots
+- wheel
+- cat
+- citizenship
+- england
+- fan
+- spending
+- craig
+- services
+- monster
+- baloney
+- saving
+- necessarily
+- carousel
+- cameras
+- airplane
+- sentimental
+- value
+- incredibly
+- shopping
+- jet
+- clothes
+- apologize
+- allowed
+- amount
+- candy
+- redlands
+- sprinklers
+- whenever
+- brain
+- park
+- holding
+- memorized
+- surgery
+- audience
+- joy
+- scholarships
+- commuting
+- h
+- ruined
+- mm
+- bet
+- neighborhood
+- sticking
+- woo
+- teach
+- class
+- confused
+- clock
+- foolish
+- ocean
+- distinctly
+- whispered
+- wishing
+- white
+- elliott
+- strange
+- quest
+- ultimate
+- truth
+- shan
+- word
+- disagreeable
+- wench
+- birthday
+- national
+- thin
+- rent
+- colors
+- citizen
+- account
+- '''til'
+- hire
+- short
+- fuse
+- america
+- audition
+- sponge
+- language
+- arriving
+- reimbursement
+- computer
+- cover
+- ass
+- dealing
+- quick
+- freaks
+- pitch
+- hitting
+- housing
+- force
+- scholarship
+- dirty
+- depends
+- helicopter
+- wild
+- sport
+- games
+- streets
+- although
+- mi
+- trust
+- cracker
+- curtsey
+- bicker
+- irons
+- besides
+- splendid
+- born
+- weekends
+- letting
+- tear
+- apart
+- touch
+- flipped
+- hot
+- outside
+- flowers
+- candles
+- approve
+- surprised
+- lead
+- ends
+- worthless
+- apparently
+- worker
+- annoy
+- belongings
+- disappeared
+- under
+- case
+- checking
+- admit
+- risk
+- agreed
+- yesterday
+- country
+- financial
+- aid
+- within
+- automated
+- systems
+- specific
+- rate
+- star
+- aisle
+- afternoon
+- maui
+- machine
+- waste
+- available
+- confirmed
+- thinkin
+- liked
+- kicked
+- intermittently
+- burned
+- desire
+- fade
+- passion
+- laughable
+- cunning
+- mirrors
+- painted
+- wooden
+- snake
+- suspicious
+- nosey
+- silly
+- wonders
+- order
+- standard
+- site
+- sense
+- dangerous
+- cute
+- whether
+- considering
+- opinion
+- f
+- few
+- guarantee
+- possessions
+- claims
+- sue
+- easier
+- cared
+- expected
+- trip
+- europe
+- its
+- circles
+- large
+- store
+- macy
+- rotary
+- instead
+- showed
+- hundreds
+- planned
+- someplace
+- sensitive
+- popping
+- opened
+- backrub
+- fantasy
+- damned
+- sheet
+- cut
+- purchase
+- amy
+- quit
+- clapping
+- onstage
+- eighteen
+- auditioning
+- rejection
+- prepared
+- thirty
+- master
+- kelly
+- natalie
+- pants
+- isabella
+- verizon
+- goodbye
+- fucking
+- challenge
+- slept
+- created
+- checkbook
+- argument
+- uhh
+- perhaps
+- loath
+- complete
+- sad
+- priorities
+- between
+- moving
+- song
+- temporary
+- pulling
+- smith
+- receptionist
+- extra
+- lodging
+- eh
+- la
+- cost
+- boss
+- peanuts
+- doctor
+- production
+- downtown
+- april
+- contracts
+- incompetent
+- realtor
+- fix
+- payphone
+- verify
+- electrical
+- outage
+- symptoms
+- nature
+- pilot
+- hook
+- realizes
+- bother
+- trade
+- event
+- meadow
+- faint
+- blues
+- bananas
+- overnight
+- station
+- attention
+- purchasing
+- terms
+- taser
+- excellent
+- counsel
+- sorority
+- golfing
+- library
+- dork
+- taco
+- branch
+- separate
+- sacrifices
+- mothers
+- kicking
+- videotape
+- stream
+- sitters
+- moved
+- computers
+- machines
+- bride
+- cruise
+- likes
+- tabs
+- plays
+- giant
+- renamed
+- brenda
+- lumber
+- janet
+- state
+- quarters
+- costs
+- escort
+- reliable
+- board
+- posting
+- trail
+- following
+- fantastic
+- mighty
+- recommending
+- generally
+- outline
+- affords
+- save
+- carpool
+- frustration
+- refuse
+- anger
+- fourth
+- lines
+- fourteen
+- mileage
+- candid
+- packed
+- replaced
+- expensive
+- lawsuit
+- cruising
+- bruising
+- president
+- mistakenly
+- behalf
+- listed
+- liable
+- held
+- sean
+- badge
+- employee
+- impression
+- cemeteries
+- urban
+- oasis
+- wandering
+- hers
+- pathetic
+- ground
+- stones
+- tumors
+- heather
+- built
+- prospect
+- garden
+- section
+- parties
+- feet
+- poems
+- curly
+- tree
+- crown
+- john
+- dunn
+- begin
+- wheelchair
+- reciting
+- envelope
+- grants
+- mold
+- minds
+- mess
+- rapper
+- ho
+- masters
+- teacher
+- dash
+- popular
+- seasoning
+- messing
+- ruin
+- woke
+- darkest
+- beating
+- bush
+- porch
+- fresh
+- rooms
+- sweetest
+- pets
+- cheeked
+- brooch
+- however
+- jones
+- voices
+- berating
+- christmas
+- shame
+- bunker
+- guard
+- spread
+- companies
+- shipping
+- shock
+- group
+- dual
+- unattached
+- engagement
+- sock
+- dude
+- lucked
+- blush
+- beige
+- loaded
+- craziest
+- offered
+- spoke
+- english
+- accent
+- illegal
+- jail
+- caught
+- hardcore
+- tropical
+- bahamas
+- tahiti
+- wealthy
+- royalty
+- removed
+- attitude
+- extremely
+- hostile
+- cutting
+- sentence
+- jumping
+- produce
+- field
+- shake
+- across
+- soaked
+- dying
+- georgia
+- educated
+- boarding
+- attendance
+- seat
+- offer
+- publicize
+- abuse
+- insinuating
+- smug
+- mouth
+- tossing
+- hanky
+- black
+- wheels
+- easily
+- overhead
+- compartment
+- data
+- collecting
+- lip
+- coffee
+- smoking
+- cigarettes
+- union
+- differently
+- numb
+- sickness
+- boom
+- mortality
+- affecting
+- slow
+- books
+- per
+- diem
+- victorian
+- houses
+- west
+- sider
+- commute
+- practice
+- neon
+- softballs
+- glow
+- co
+- ed
+- nationally
+- ranked
+- ping
+- pong
+- denigrate
+- rookie
+- donuts
+- recently
+- pitcher
+- hitter
+- mostly
+- shortstop
+- ex
+- trojans
+- sports
+- nicer
+- monica
+- player
+- type
+- helipad
+- fell
+- literally
+- doubt
+- cares
+- mustache
+- papers
+- crying
+- floorboards
+- sorted
+- everyday
+- seas
+- bringing
+- sacrifice
+- guilty
+- opening
+- return
+- jumped
+- distinctively
+- direction
+- tiny
+- action
+- passed
+- cheeks
+- darn
+- urgh
+- restrain
+- self
+- centered
+- registration
+- lunch
+- documents
+- identifications
+- deadline
+- carries
+- official
+- documentation
+- government
+- wireless
+- crucial
+- pulls
+- kinda
+- girly
+- radiant
+- ya
+- shine
+- invitations
+- response
+- mcdonald
+- level
+- member
+- pavement
+- indicators
+- prejudice
+- against
+- applications
+- hating
+- physically
+- amateur
+- crawl
+- dumber
+- cases
+- etiquette
+- bug
+- opinions
+- magically
+- irresponsible
+- carrousel
+- contents
+- main
+- liability
+- provides
+- shops
+- reimbursed
+- investigate
+- provide
+- uncommon
+- johnny
+- conscious
+- stories
+- africa
+- image
+- hurts
+- goout
+- gradual
+- impact
+- subside
+- heals
+- parts
+- football
+- recognizable
+- accomplished
+- prestige
+- load
+- worrying
+- decide
+- tour
+- friendly
+- ivy
+- walls
+- collegiate
+- g
+- choices
+- math
+- prestigious
+- departments
+- orientation
+- graduate
+- shiloh
+- valued
+- customers
+- previous
+- purchases
+- scheduling
+- highly
+- discounted
+- uses
+- corporation
+- hotels
+- rated
+- aisles
+- switch
+- fortunately
+- allows
+- spare
+- shuttle
+- appropriate
+- traveling
+- deals
+- shuttles
+- sleeps
+- gee
+- futile
+- moralists
+- unbearable
+- flippant
+- shibboleths
+- rush
+- madly
+- piazza
+- iron
+- dri
+- counter
+- applica
+- lonely
+- disappear
+- video
+- definitive
+- magazine
+- boyfriend
+- stage
+- golly
+- concert
+- crew
+- freak
+- guaranteed
+- nervous
+- hah
+- persistence
+- factors
+- types
+- male
+- female
+- consideration
+- cooking
+- reconsidering
+- uhm
+- retirement
+- foot
+- persistent
+- table
+- skewed
+- painting
+- outer
+- employment
+- unlucky
+- planet
+- normal
+- peoples
+- reading
+- difficulties
+- loading
+- mishap
+- cart
+- shipped
+- tracking
+- reim
+- tight
+- error
+- continue
+- 'false'
+- compensate
+- policy
+- gifts
+- nobodies
+- tag
+- originally
+- shoe
+- core
+- memories
+- kathy
+- lasted
+- gary
+- closed
+- surreal
+- troops
+- loving
+- los
+- angeles
+- schools
+- kinds
+- secrets
+- explore
+- rip
+- nuts
+- champions
+- leaning
+- towards
+- communications
+- broad
+- confined
+- ropes
+- recording
+- depending
+- leads
+- bypass
+- zero
+- pleasant
+- ebay
+- bye
+- steve
+- hint
+- asks
+- tone
+- pretend
+- protection
+- rid
+- submit
+- print
+- regarding
+- grievance
+- sites
+- protected
+- processed
+- careful
+- secure
+- unreliable
+- trash
+- kept
+- spotting
+- certain
+- specifically
+- pushing
+- headed
+- ears
+- watched
+- sends
+- ceaseless
+- wear
+- often
+- pleasure
+- sonya
+- promoted
+- nurses
+- mommy
+- va
+- videotaped
+- cousin
+- postpone
+- performance
+- swear
+- cast
+- spotlight
+- microphone
+- tripped
+- surprise
+- scored
+- points
+- members
+- loser
+- marrying
+- weddings
+- carats
+- lousy
+- chaperone
+- drowsy
+- deserve
+- cry
+- tears
+- happiness
+- marriage
+- commercials
+- refection
+- financially
+- studied
+- passing
+- russel
+- crowe
+- pooling
+- funds
+- owe
+- learning
+- role
+- auditions
+- denny
+- tip
+- teaching
+- oof
+- france
+- steal
+- keys
+- laughing
+- rosenkrantz
+- thingy
+- bopper
+- limit
+- whoa
+- ways
+- suffered
+- disease
+- handsome
+- gifted
+- parent
+- ripped
+- uveny
+- tricia
+- chemo
+- baseball
+- benny
+- nat
+- nation
+- bread
+- eat
+- beer
+- dorm
+- sometime
+- mattresses
+- reserved
+- grauman
+- scale
+- whooooo
+- acti
+- film
+- art
+- academy
+- films
+- fuck
+- ethiopia
+- cuddle
+- profanity
+- provider
+- satellites
+- average
+- compensating
+- unbeknownst
+- satellite
+- exaggerate
+- advising
+- addressed
+- fax
+- dumb
+- fritz
+- incoming
+- million
+- grown
+- fella
+- shootin
+- travel
+- sat
+- instinct
+- goosebumps
+- arms
+- danced
+- intimately
+- spart
+- strumpets
+- bristling
+- diamonds
+- taste
+- portion
+- side
+- stairs
+- condescending
+- copy
+- proceed
+- remove
+- missy
+- behaving
+- sweetie
+- deploy
+- specialist
+- increase
+- triple
+- promotion
+- retire
+- quiets
+- faster
+- career
+- lame
+- drew
+- barrymore
+- nasty
+- mouse
+- cheesy
+- jane
+- tarzan
+- engaged
+- esmeralda
+- hitched
+- spontaneous
+- character
+- conga
+- dim
+- pulled
+- chucky
+- sarah
+- guiding
+- graduated
+- apply
+- colleges
+- energy
+- busing
+- clerk
+- excuses
+- qualified
+- chang
+- investment
+- banking
+- deloitte
+- touche
+- temp
+- degrading
+- smarter
+- astronaut
+- biomedical
+- internship
+- plus
+- breaking
+- evicting
+- typing
+- shoot
+- degree
+- science
+- club
+- joking
+- doomed
+- maryland
+- cooperate
+- emergency
+- pounds
+- urn
+- deduction
+- sherlock
+- holmes
+- vessel
+- burst
+- caption
+- therefore
+- placed
+- firing
+- lobby
+- fastest
+- ibm
+- misplace
+- count
+- hanging
+- explanation
+- follow
+- footsteps
+- overboard
+- paralyzed
+- coma
+- fucked
+- studying
+- countries
+- goal
+- met
+- greatest
+- hopefully
+- mmmm
+- cinema
+- chapter
+- professionals
+- sipping
+- martinis
+- sushi
+- vat
+- assistance
+- starve
+- south
+- central
+- firm
+- police
+- officer
+- viacom
+- digits
+- speaking
+- network
+- charging
+- connect
+- outages
+- hurricane
+- katrina
+- chose
+- maam
+- proven
+- failing
+- receive
+- cuts
+- using
+- flip
+- writing
+- ms
+- fall
+- older
+- game
+- orange
+- pink
+- goodies
+- battling
+- sees
+- flat
+- stronger
+- acted
+- deserves
+- hats
+- shore
+- pokes
+- nah
+- paul
+- boats
+- dammit
+- enjoys
+- bound
+- harm
+- pleasured
+- lure
+- devil
+- rile
+- topic
+- initialed
+- lets
+- correctly
+- spelled
+- signed
+- shitty
+- timing
+- susie
+- tours
+- emotionally
+- bullshit
+- enlist
+- lie
+- traditional
+- church
+- cabins
+- flowery
+- naturey
+- midsummer
+- excitement
+- hoping
+- attacked
+- bears
+- trim
+- cooler
+- dog
+- tanish
+- contrast
+- cake
+- buffet
+- fried
+- chicken
+- mashed
+- potatoes
+- happier
+- thrilled
+- ecstatic
+- rushed
+- pressure
+- interviews
+- favors
+- bite
+- excessive
+- unemployed
+- cab
+- gas
+- possibly
+- extreme
+- trained
+- presentable
+- quote
+- buck
+- chugging
+- engine
+- realm
+- minimum
+- wage
+- fry
+- flipper
+- bottom
+- clear
+- affect
+- cle
+- dressed
+- shave
+- legs
+- presentation
+- eighty
+- success
+- position
+- training
+- mcdonalds
+- tv
+- rainbow
+- colored
+- crap
+- safely
+- destination
+- percoes
+- equivalent
+- amends
+- courtesy
+- inconveniencing
+- near
+- communicate
+- conditions
+- frequently
+- current
+- expecting
+- pissed
+- honor
+- grandmother
+- condition
+- inevitable
+- peace
+- general
+- mace
+- present
+- knife
+- puny
+- underwater
+- basket
+- weaving
+- lying
+- decided
+- works
+- worried
+- occasion
+- cruisers
+- vibe
+- greek
+- lessons
+- suck
+- celebrating
+- crush
+- throughout
+- test
+- waters
+- movies
+- vermont
+- cruiser
+- abused
+- frat
+- boys
+- dorms
+- dell
+- requests
+- fixed
+- dealt
+- worries
+- refunded
+- situa
+- relevant
+- ordered
+- orders
+- others
+- incorrectly
+- tomatoes
+- del
+- cents
+- attached
+- cuz
+- hoped
+- opportunity
+- rushing
+- goods
+- skipped
+- breath
+- kleenex
+- alaska
+- bearing
+- hated
+- holes
+- calf
+- witch
+- whore
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+joint_net_conf: null
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: 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: conformer
+encoder_conf:
+    output_size: 512
+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d
+    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
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    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
+required:
+- output_dir
+- token_list
+version: 0.10.7a1
+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/asr_train_asr_conformer_hubert_sentiment/RESULTS.md

@@ -0,0 +1,19 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sat Feb 12 23:11:32 EST 2022`
+- python version: `3.7.11 (default, Jul 27 2021, 14:32:16)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.7a1`
+- pytorch version: `pytorch 1.9.0+cu102`
+- Git hash: `f6cde1c419c814a14ccd40abe557a780508cbcdf`
+  - Commit date: `Fri Feb 11 12:25:33 2022 -0500`
+
+## Using Conformer based encoder, Transformer based decoder, and self-supervised learning features with spectral augmentation and predicting transcript along with sentiment
+- ASR config: [conf/tuning/train_asr_conformer_hubert.yaml](conf/tuning/train_asr_conformer_hubert.yaml)
+- token_type: word
+- Sentiment Labels: Positive, Neutral, Negative
+
+|dataset|Snt|Intent Classification Macro F1 (%)| Weighted F1 (%)| Micro F1 (%)|
+|---|---|---|---|---|
+|decode_asr_model_valid.acc.ave_10best/valid|754|66.5|76.4|75.7|
+|decode_asr_model_valid.acc.ave_10best/test|1650|62.0|65.5|65.8|

exp/asr_train_asr_conformer_hubert_sentiment/config.yaml

@@ -0,0 +1,2878 @@
+config: conf/tuning/train_asr_conformer_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_conformer_hubert_sentiment
+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: 50
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+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: 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
+valid_shape_file:
+- exp/asr_stats_raw_en_word/valid/speech_shape
+- exp/asr_stats_raw_en_word/valid/text_shape.word
+batch_type: folded
+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/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- i
+- you
+- Negative
+- to
+- it
+- '''s'
+- the
+- '''t'
+- that
+- and
+- Neutral
+- Positive
+- a
+- know
+- what
+- of
+- like
+- we
+- don
+- just
+- is
+- do
+- this
+- '''m'
+- me
+- have
+- can
+- in
+- for
+- 'no'
+- so
+- not
+- '''re'
+- my
+- but
+- mean
+- be
+- going
+- all
+- was
+- they
+- well
+- want
+- yeah
+- right
+- get
+- 'on'
+- there
+- he
+- oh
+- here
+- go
+- out
+- with
+- your
+- if
+- okay
+- are
+- she
+- at
+- '''ll'
+- '''ve'
+- got
+- think
+- about
+- up
+- see
+- then
+- why
+- how
+- time
+- really
+- one
+- now
+- or
+- as
+- back
+- look
+- her
+- him
+- been
+- because
+- 'yes'
+- would
+- didn
+- little
+- did
+- good
+- some
+- them
+- something
+- need
+- maybe
+- never
+- um
+- come
+- take
+- god
+- had
+- could
+- will
+- uh
+- am
+- people
+- thing
+- when
+- very
+- let
+- much
+- sorry
+- from
+- again
+- long
+- give
+- anything
+- too
+- make
+- fish
+- years
+- where
+- isn
+- three
+- said
+- things
+- nothing
+- help
+- work
+- tell
+- guess
+- over
+- 'off'
+- business
+- even
+- sir
+- any
+- his
+- around
+- were
+- way
+- who
+- new
+- kind
+- '''d'
+- our
+- everything
+- more
+- came
+- an
+- should
+- down
+- understand
+- only
+- great
+- else
+- man
+- line
+- us
+- ask
+- last
+- doing
+- say
+- waiting
+- other
+- lot
+- job
+- feel
+- yourself
+- point
+- thought
+- day
+- whole
+- away
+- coming
+- better
+- marry
+- always
+- these
+- still
+- wrong
+- two
+- sure
+- care
+- phone
+- probably
+- remember
+- annie
+- life
+- year
+- believe
+- gonna
+- supposed
+- went
+- first
+- talk
+- listen
+- alright
+- before
+- thinking
+- after
+- stuff
+- happy
+- ever
+- turn
+- thank
+- home
+- fine
+- into
+- than
+- call
+- money
+- stay
+- actually
+- every
+- hope
+- love
+- huh
+- married
+- wait
+- somewhere
+- has
+- being
+- father
+- larry
+- hell
+- wanted
+- trying
+- getting
+- guys
+- name
+- saying
+- bag
+- hear
+- girl
+- hey
+- flashlight
+- beach
+- put
+- leave
+- dollars
+- mind
+- augie
+- does
+- won
+- fifty
+- excited
+- hate
+- four
+- done
+- through
+- their
+- keep
+- car
+- lost
+- doesn
+- happen
+- wouldn
+- school
+- big
+- calm
+- night
+- '''cause'
+- id
+- another
+- though
+- myself
+- nobody
+- somebody
+- best
+- might
+- same
+- form
+- mom
+- nice
+- matter
+- spot
+- stop
+- told
+- by
+- shut
+- enough
+- five
+- joe
+- hard
+- find
+- course
+- chris
+- drunk
+- snap
+- luggage
+- rather
+- standing
+- someone
+- laugh
+- took
+- those
+- please
+- live
+- six
+- ridiculous
+- minute
+- looking
+- bring
+- show
+- start
+- brought
+- days
+- must
+- pretty
+- sort
+- talking
+- sand
+- child
+- working
+- send
+- next
+- hundred
+- whatever
+- many
+- moon
+- moment
+- champagne
+- s
+- problem
+- end
+- real
+- dear
+- happened
+- person
+- place
+- fill
+- awesome
+- house
+- such
+- cool
+- c
+- haven
+- knew
+- die
+- finally
+- glasses
+- stupid
+- least
+- dad
+- supervisor
+- totally
+- each
+- try
+- waited
+- idea
+- u
+- party
+- asked
+- anymore
+- sick
+- evening
+- license
+- kid
+- wow
+- flight
+- felt
+- pay
+- since
+- single
+- miss
+- without
+- different
+- mmhmm
+- free
+- sometimes
+- yet
+- couldn
+- view
+- hour
+- knows
+- drive
+- themselves
+- swim
+- ah
+- brandy
+- fact
+- ma
+- '''am'
+- already
+- part
+- sit
+- thanks
+- comes
+- check
+- everyone
+- started
+- kiss
+- weren
+- hotel
+- own
+- beast
+- bad
+- above
+- run
+- worst
+- grunions
+- darling
+- seem
+- baby
+- turned
+- gone
+- shouldn
+- exactly
+- reason
+- full
+- both
+- crazy
+- pack
+- bit
+- swimming
+- liquor
+- seemed
+- serious
+- cause
+- peter
+- burden
+- gosh
+- forgot
+- happens
+- alone
+- pass
+- letters
+- heard
+- manager
+- hours
+- baggage
+- card
+- number
+- argue
+- seen
+- walk
+- forget
+- kids
+- family
+- blanket
+- honey
+- open
+- quite
+- gotta
+- forms
+- mother
+- old
+- needs
+- times
+- airline
+- which
+- once
+- service
+- week
+- together
+- twenty
+- stand
+- made
+- fun
+- dead
+- sake
+- men
+- kate
+- today
+- plane
+- most
+- carla
+- driving
+- deal
+- information
+- wanna
+- definitely
+- while
+- yea
+- certificate
+- particular
+- lots
+- calling
+- fortune
+- write
+- entire
+- found
+- trouble
+- use
+- forever
+- woman
+- enjoy
+- room
+- damn
+- war
+- meaning
+- longer
+- jacket
+- ticket
+- twice
+- sent
+- wonder
+- small
+- amanda
+- cannot
+- able
+- half
+- ha
+- saw
+- bus
+- ago
+- hmm
+- hi
+- kidding
+- giving
+- gave
+- move
+- women
+- ahead
+- york
+- guy
+- suppose
+- company
+- incredible
+- either
+- minutes
+- tonight
+- shoes
+- utterly
+- wasn
+- filled
+- gets
+- amazing
+- beautiful
+- hello
+- birth
+- prove
+- choice
+- friend
+- expect
+- says
+- blue
+- anywhere
+- died
+- weird
+- umm
+- blood
+- d
+- face
+- body
+- alive
+- diagram
+- goes
+- read
+- far
+- race
+- wind
+- fly
+- interested
+- california
+- coast
+- news
+- past
+- charles
+- floor
+- idiotic
+- indeed
+- absolutely
+- softball
+- answer
+- somehow
+- having
+- campus
+- completely
+- file
+- everybody
+- given
+- fair
+- front
+- telling
+- tried
+- sign
+- helping
+- dollar
+- used
+- takes
+- hair
+- behind
+- head
+- also
+- question
+- pull
+- brother
+- nonsense
+- kill
+- pocket
+- cold
+- mine
+- watching
+- shall
+- divorce
+- driver
+- m
+- makes
+- cried
+- security
+- suitcase
+- seems
+- control
+- set
+- letter
+- realized
+- paper
+- weeks
+- address
+- sweet
+- lose
+- huge
+- death
+- ones
+- living
+- glad
+- bed
+- until
+- thinks
+- wedding
+- pieces
+- parents
+- ready
+- almost
+- forgive
+- kissed
+- silver
+- during
+- forty
+- lives
+- grow
+- arrive
+- eyes
+- putting
+- quiet
+- poor
+- presents
+- sting
+- tired
+- row
+- anyhow
+- window
+- v
+- thousand
+- watch
+- ashamed
+- figure
+- vacation
+- application
+- left
+- certainly
+- calls
+- months
+- student
+- close
+- helpful
+- called
+- welcome
+- major
+- match
+- morning
+- fit
+- reach
+- door
+- wife
+- faith
+- noticed
+- several
+- killed
+- accident
+- rat
+- flop
+- hands
+- ear
+- dancing
+- hairs
+- bugging
+- dinner
+- bills
+- worked
+- bored
+- conversation
+- tunis
+- overbearing
+- grand
+- nine
+- amusing
+- vile
+- tempered
+- obviously
+- tomorrow
+- taken
+- eight
+- venice
+- worth
+- boy
+- realize
+- midnight
+- evil
+- sixteen
+- gotten
+- paying
+- bottle
+- smart
+- cindy
+- excuse
+- along
+- seven
+- children
+- figured
+- jobs
+- joke
+- charge
+- memorial
+- sitting
+- hardly
+- young
+- story
+- feels
+- pronouncing
+- insane
+- forgotten
+- fast
+- inspire
+- grub
+- tough
+- arguing
+- air
+- toss
+- instance
+- raining
+- pair
+- dry
+- socks
+- selfish
+- included
+- yours
+- mystery
+- mindedness
+- urgency
+- pure
+- urge
+- insulting
+- ideas
+- herself
+- period
+- missed
+- backwards
+- dance
+- worms
+- pop
+- except
+- perfect
+- blow
+- funny
+- listening
+- sadistic
+- bully
+- cruel
+- 'true'
+- second
+- acting
+- lucky
+- handle
+- loved
+- hit
+- shaking
+- destroyed
+- changed
+- book
+- eleven
+- animals
+- ice
+- cream
+- brings
+- frustrating
+- otherwise
+- onto
+- pregnant
+- operator
+- baltimore
+- san
+- diego
+- contract
+- brown
+- friends
+- pictures
+- internet
+- piece
+- high
+- anyone
+- tickets
+- inconvenience
+- gift
+- usually
+- green
+- city
+- couple
+- chuck
+- growing
+- pick
+- throw
+- yay
+- walking
+- grave
+- considerate
+- inspired
+- looked
+- mistake
+- believes
+- avoid
+- sucker
+- rock
+- strangers
+- missing
+- hide
+- geez
+- imagination
+- overseas
+- command
+- earth
+- monument
+- difference
+- zipped
+- kansas
+- reservations
+- ahh
+- formed
+- barefoot
+- shower
+- running
+- garage
+- knickerbocker
+- locker
+- wasting
+- roses
+- peaches
+- rosy
+- mention
+- shh
+- behave
+- exquisitely
+- beautifully
+- rolling
+- biting
+- scratching
+- panthers
+- suddenly
+- ought
+- dreadfully
+- pity
+- eye
+- world
+- making
+- bark
+- roll
+- hoops
+- insufferable
+- weak
+- upstairs
+- insist
+- boorish
+- conceited
+- impossible
+- torment
+- brute
+- perfectly
+- wicked
+- crawling
+- top
+- wish
+- wants
+- bank
+- plan
+- soon
+- plenty
+- bags
+- congratulations
+- play
+- carry
+- ignore
+- sudden
+- refrigerator
+- loot
+- fight
+- lights
+- swallows
+- goose
+- bumps
+- keeps
+- fighting
+- massive
+- celebration
+- sex
+- human
+- ours
+- light
+- minded
+- social
+- needed
+- anyway
+- words
+- problems
+- claim
+- reimburse
+- checked
+- airport
+- meet
+- e
+- responsibility
+- grunion
+- knees
+- thousands
+- important
+- shows
+- goddamn
+- strong
+- law
+- sara
+- brent
+- passport
+- aren
+- month
+- romantic
+- leaving
+- random
+- applied
+- interesting
+- regular
+- taking
+- harder
+- hurt
+- movie
+- freaking
+- record
+- airlines
+- responsible
+- honestly
+- grew
+- proud
+- hang
+- mrs
+- fellow
+- terrible
+- contradict
+- infuriate
+- throws
+- afraid
+- suffer
+- bloody
+- settled
+- thrash
+- may
+- son
+- faithful
+- moments
+- act
+- sleep
+- detroit
+- planning
+- yard
+- particularly
+- natural
+- phenomenon
+- highlight
+- flopping
+- laying
+- eggs
+- mating
+- orgy
+- magic
+- unexplainable
+- instincts
+- seaweed
+- instinctual
+- firecracker
+- spent
+- clasped
+- intimate
+- special
+- wishes
+- seriously
+- refreshments
+- ooh
+- pinpoint
+- marge
+- dishes
+- fat
+- ring
+- later
+- shivers
+- spine
+- sillier
+- poise
+- trumpets
+- squeakers
+- sockets
+- allure
+- contrary
+- violently
+- glass
+- temperamental
+- fiend
+- loathe
+- adder
+- riotous
+- mentioned
+- intemperate
+- tots
+- downstairs
+- mad
+- loose
+- lived
+- yelling
+- happening
+- promise
+- known
+- exciting
+- finish
+- college
+- atlanta
+- searching
+- fired
+- drinking
+- jesus
+- lock
+- plans
+- hole
+- santa
+- kitchen
+- invite
+- believing
+- ann
+- landing
+- eats
+- panties
+- sore
+- throat
+- unmistakable
+- capistrano
+- lemmings
+- cliffs
+- invitation
+- map
+- heaven
+- carpet
+- poodle
+- suicide
+- pact
+- turns
+- court
+- dies
+- mustn
+- vampire
+- identification
+- places
+- danger
+- hand
+- middle
+- situation
+- option
+- willing
+- paid
+- horrible
+- pain
+- anybody
+- paperwork
+- difficult
+- dream
+- sakes
+- matters
+- toes
+- become
+- habit
+- hold
+- survive
+- break
+- babe
+- shit
+- contact
+- land
+- water
+- transfer
+- backersen
+- desk
+- wallet
+- stolen
+- credit
+- cards
+- clearly
+- appreciate
+- complicated
+- uhuh
+- bucks
+- win
+- theatre
+- resume
+- riding
+- helps
+- less
+- planes
+- means
+- future
+- ran
+- red
+- wrote
+- loans
+- spend
+- dreaming
+- proof
+- shooting
+- crack
+- cracked
+- dares
+- invited
+- breaks
+- embarrassed
+- wondering
+- aw
+- style
+- granted
+- embarrassing
+- mixed
+- su
+- spawning
+- stubbed
+- toe
+- bodies
+- expectantly
+- meant
+- beginning
+- traumatized
+- freda
+- sooner
+- applies
+- philosophers
+- rots
+- trivial
+- torture
+- stiff
+- venom
+- fangs
+- wake
+- bended
+- voice
+- build
+- unbelievable
+- hiring
+- resumes
+- eventually
+- aggressive
+- awhile
+- especially
+- further
+- mass
+- pointless
+- claus
+- neither
+- mmm
+- cannes
+- figures
+- burnt
+- debate
+- exception
+- busy
+- safe
+- possible
+- spring
+- starting
+- buy
+- rest
+- office
+- complaint
+- accepted
+- ten
+- area
+- seats
+- foam
+- vibrations
+- drives
+- popped
+- slightly
+- exaggerated
+- scientific
+- proposed
+- bathroom
+- awful
+- scene
+- adders
+- afford
+- packet
+- forward
+- customer
+- brand
+- yellow
+- fifteen
+- brian
+- asking
+- percent
+- girlfriend
+- acceptance
+- patient
+- patience
+- dishonest
+- cheese
+- restaurant
+- t
+- sixty
+- direct
+- holiday
+- inn
+- refund
+- hmmm
+- receiving
+- sim
+- browns
+- unacceptable
+- northwest
+- dorky
+- putt
+- change
+- filling
+- z
+- x
+- simple
+- mail
+- request
+- raise
+- town
+- hadn
+- played
+- pennies
+- visa
+- visit
+- loves
+- list
+- environment
+- frustrated
+- ride
+- imagine
+- flew
+- nash
+- replace
+- paris
+- personal
+- issue
+- flights
+- track
+- angry
+- headstone
+- cemetery
+- cancer
+- poetry
+- palm
+- l
+- dropped
+- bunch
+- p
+- chair
+- broke
+- o
+- allow
+- nights
+- talent
+- ignoring
+- center
+- lovely
+- sneaking
+- whose
+- es
+- naturally
+- stays
+- wide
+- bought
+- arm
+- exact
+- curtsy
+- wiggle
+- superficial
+- paint
+- naked
+- vendome
+- rouser
+- younger
+- jealous
+- fascinating
+- duty
+- photographer
+- studio
+- cad
+- restraint
+- ill
+- knee
+- applying
+- questions
+- picture
+- fake
+- apartment
+- cash
+- drink
+- upset
+- sending
+- flying
+- speak
+- details
+- wherever
+- unfortunate
+- education
+- leaves
+- basically
+- hospital
+- messed
+- sounds
+- pinch
+- malibu
+- drop
+- team
+- professional
+- till
+- ambiguous
+- seeing
+- ugh
+- wet
+- heading
+- release
+- fire
+- inside
+- pr
+- includes
+- rub
+- ludicrous
+- wriggle
+- flippancy
+- acid
+- sweetness
+- curling
+- dressing
+- gown
+- broach
+- enjoyable
+- original
+- '''em'
+- early
+- ok
+- daughter
+- age
+- steps
+- rejected
+- starts
+- competitive
+- hired
+- worse
+- itself
+- nowhere
+- unfortunately
+- process
+- fault
+- decision
+- package
+- easy
+- transferred
+- straight
+- suckers
+- none
+- returning
+- throwing
+- cork
+- softest
+- breathe
+- road
+- catch
+- threw
+- canal
+- comb
+- towels
+- sacred
+- savor
+- delight
+- needn
+- late
+- web
+- website
+- rough
+- daddy
+- talked
+- feeling
+- talented
+- interview
+- food
+- looks
+- misplaced
+- theft
+- likely
+- stuck
+- tags
+- cult
+- everywhere
+- menu
+- choose
+- press
+- lady
+- bill
+- department
+- online
+- immediately
+- miles
+- notice
+- vote
+- heavens
+- yell
+- anna
+- tables
+- hasn
+- stole
+- losing
+- unfair
+- positive
+- boston
+- celebrate
+- system
+- turning
+- newspapers
+- pays
+- dare
+- jokes
+- swine
+- demand
+- building
+- finished
+- staying
+- cheap
+- anyways
+- okey
+- lobster
+- wonderful
+- harvard
+- engineering
+- summer
+- lawyer
+- mr
+- lax
+- delta
+- funeral
+- report
+- property
+- whoever
+- corporate
+- miso
+- soup
+- holy
+- olivia
+- camera
+- power
+- sold
+- testing
+- greens
+- explain
+- agreement
+- undecided
+- access
+- babies
+- street
+- vegas
+- slot
+- honeymoon
+- husband
+- penny
+- slots
+- wheel
+- cat
+- citizenship
+- england
+- fan
+- spending
+- craig
+- services
+- monster
+- baloney
+- saving
+- necessarily
+- carousel
+- cameras
+- airplane
+- sentimental
+- value
+- incredibly
+- shopping
+- jet
+- clothes
+- apologize
+- allowed
+- amount
+- candy
+- redlands
+- sprinklers
+- whenever
+- brain
+- park
+- holding
+- memorized
+- surgery
+- audience
+- joy
+- scholarships
+- commuting
+- h
+- ruined
+- mm
+- bet
+- neighborhood
+- sticking
+- woo
+- teach
+- class
+- confused
+- clock
+- foolish
+- ocean
+- distinctly
+- whispered
+- wishing
+- white
+- elliott
+- strange
+- quest
+- ultimate
+- truth
+- shan
+- word
+- disagreeable
+- wench
+- birthday
+- national
+- thin
+- rent
+- colors
+- citizen
+- account
+- '''til'
+- hire
+- short
+- fuse
+- america
+- audition
+- sponge
+- language
+- arriving
+- reimbursement
+- computer
+- cover
+- ass
+- dealing
+- quick
+- freaks
+- pitch
+- hitting
+- housing
+- force
+- scholarship
+- dirty
+- depends
+- helicopter
+- wild
+- sport
+- games
+- streets
+- although
+- mi
+- trust
+- cracker
+- curtsey
+- bicker
+- irons
+- besides
+- splendid
+- born
+- weekends
+- letting
+- tear
+- apart
+- touch
+- flipped
+- hot
+- outside
+- flowers
+- candles
+- approve
+- surprised
+- lead
+- ends
+- worthless
+- apparently
+- worker
+- annoy
+- belongings
+- disappeared
+- under
+- case
+- checking
+- admit
+- risk
+- agreed
+- yesterday
+- country
+- financial
+- aid
+- within
+- automated
+- systems
+- specific
+- rate
+- star
+- aisle
+- afternoon
+- maui
+- machine
+- waste
+- available
+- confirmed
+- thinkin
+- liked
+- kicked
+- intermittently
+- burned
+- desire
+- fade
+- passion
+- laughable
+- cunning
+- mirrors
+- painted
+- wooden
+- snake
+- suspicious
+- nosey
+- silly
+- wonders
+- order
+- standard
+- site
+- sense
+- dangerous
+- cute
+- whether
+- considering
+- opinion
+- f
+- few
+- guarantee
+- possessions
+- claims
+- sue
+- easier
+- cared
+- expected
+- trip
+- europe
+- its
+- circles
+- large
+- store
+- macy
+- rotary
+- instead
+- showed
+- hundreds
+- planned
+- someplace
+- sensitive
+- popping
+- opened
+- backrub
+- fantasy
+- damned
+- sheet
+- cut
+- purchase
+- amy
+- quit
+- clapping
+- onstage
+- eighteen
+- auditioning
+- rejection
+- prepared
+- thirty
+- master
+- kelly
+- natalie
+- pants
+- isabella
+- verizon
+- goodbye
+- fucking
+- challenge
+- slept
+- created
+- checkbook
+- argument
+- uhh
+- perhaps
+- loath
+- complete
+- sad
+- priorities
+- between
+- moving
+- song
+- temporary
+- pulling
+- smith
+- receptionist
+- extra
+- lodging
+- eh
+- la
+- cost
+- boss
+- peanuts
+- doctor
+- production
+- downtown
+- april
+- contracts
+- incompetent
+- realtor
+- fix
+- payphone
+- verify
+- electrical
+- outage
+- symptoms
+- nature
+- pilot
+- hook
+- realizes
+- bother
+- trade
+- event
+- meadow
+- faint
+- blues
+- bananas
+- overnight
+- station
+- attention
+- purchasing
+- terms
+- taser
+- excellent
+- counsel
+- sorority
+- golfing
+- library
+- dork
+- taco
+- branch
+- separate
+- sacrifices
+- mothers
+- kicking
+- videotape
+- stream
+- sitters
+- moved
+- computers
+- machines
+- bride
+- cruise
+- likes
+- tabs
+- plays
+- giant
+- renamed
+- brenda
+- lumber
+- janet
+- state
+- quarters
+- costs
+- escort
+- reliable
+- board
+- posting
+- trail
+- following
+- fantastic
+- mighty
+- recommending
+- generally
+- outline
+- affords
+- save
+- carpool
+- frustration
+- refuse
+- anger
+- fourth
+- lines
+- fourteen
+- mileage
+- candid
+- packed
+- replaced
+- expensive
+- lawsuit
+- cruising
+- bruising
+- president
+- mistakenly
+- behalf
+- listed
+- liable
+- held
+- sean
+- badge
+- employee
+- impression
+- cemeteries
+- urban
+- oasis
+- wandering
+- hers
+- pathetic
+- ground
+- stones
+- tumors
+- heather
+- built
+- prospect
+- garden
+- section
+- parties
+- feet
+- poems
+- curly
+- tree
+- crown
+- john
+- dunn
+- begin
+- wheelchair
+- reciting
+- envelope
+- grants
+- mold
+- minds
+- mess
+- rapper
+- ho
+- masters
+- teacher
+- dash
+- popular
+- seasoning
+- messing
+- ruin
+- woke
+- darkest
+- beating
+- bush
+- porch
+- fresh
+- rooms
+- sweetest
+- pets
+- cheeked
+- brooch
+- however
+- jones
+- voices
+- berating
+- christmas
+- shame
+- bunker
+- guard
+- spread
+- companies
+- shipping
+- shock
+- group
+- dual
+- unattached
+- engagement
+- sock
+- dude
+- lucked
+- blush
+- beige
+- loaded
+- craziest
+- offered
+- spoke
+- english
+- accent
+- illegal
+- jail
+- caught
+- hardcore
+- tropical
+- bahamas
+- tahiti
+- wealthy
+- royalty
+- removed
+- attitude
+- extremely
+- hostile
+- cutting
+- sentence
+- jumping
+- produce
+- field
+- shake
+- across
+- soaked
+- dying
+- georgia
+- educated
+- boarding
+- attendance
+- seat
+- offer
+- publicize
+- abuse
+- insinuating
+- smug
+- mouth
+- tossing
+- hanky
+- black
+- wheels
+- easily
+- overhead
+- compartment
+- data
+- collecting
+- lip
+- coffee
+- smoking
+- cigarettes
+- union
+- differently
+- numb
+- sickness
+- boom
+- mortality
+- affecting
+- slow
+- books
+- per
+- diem
+- victorian
+- houses
+- west
+- sider
+- commute
+- practice
+- neon
+- softballs
+- glow
+- co
+- ed
+- nationally
+- ranked
+- ping
+- pong
+- denigrate
+- rookie
+- donuts
+- recently
+- pitcher
+- hitter
+- mostly
+- shortstop
+- ex
+- trojans
+- sports
+- nicer
+- monica
+- player
+- type
+- helipad
+- fell
+- literally
+- doubt
+- cares
+- mustache
+- papers
+- crying
+- floorboards
+- sorted
+- everyday
+- seas
+- bringing
+- sacrifice
+- guilty
+- opening
+- return
+- jumped
+- distinctively
+- direction
+- tiny
+- action
+- passed
+- cheeks
+- darn
+- urgh
+- restrain
+- self
+- centered
+- registration
+- lunch
+- documents
+- identifications
+- deadline
+- carries
+- official
+- documentation
+- government
+- wireless
+- crucial
+- pulls
+- kinda
+- girly
+- radiant
+- ya
+- shine
+- invitations
+- response
+- mcdonald
+- level
+- member
+- pavement
+- indicators
+- prejudice
+- against
+- applications
+- hating
+- physically
+- amateur
+- crawl
+- dumber
+- cases
+- etiquette
+- bug
+- opinions
+- magically
+- irresponsible
+- carrousel
+- contents
+- main
+- liability
+- provides
+- shops
+- reimbursed
+- investigate
+- provide
+- uncommon
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+- goout
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+- decide
+- tour
+- friendly
+- ivy
+- walls
+- collegiate
+- g
+- choices
+- math
+- prestigious
+- departments
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+- graduate
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+- customers
+- previous
+- purchases
+- scheduling
+- highly
+- discounted
+- uses
+- corporation
+- hotels
+- rated
+- aisles
+- switch
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+- allows
+- spare
+- shuttle
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+- deals
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+- shibboleths
+- rush
+- madly
+- piazza
+- iron
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+- counter
+- applica
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+- magazine
+- boyfriend
+- stage
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+- hah
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+- painting
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+- cart
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+- continue
+- 'false'
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+- tag
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+- shoe
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+- towards
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+- print
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+- pushing
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+- chaperone
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+- deserve
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+- tears
+- happiness
+- marriage
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+- studied
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+- academy
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+- fuck
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+- addressed
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+- million
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+- intimately
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+- diamonds
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+- copy
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+- caption
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+- firing
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+- explanation
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+- spelled
+- signed
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+- alaska
+- bearing
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+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+joint_net_conf: null
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: 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:
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+    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: conformer
+encoder_conf:
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+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d
+    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
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    attention_heads: 8
+    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
+required:
+- output_dir
+- token_list
+version: 0.10.7a1
+distributed: false

exp/asr_train_asr_conformer_hubert_sentiment/valid.acc.ave_10best.pth

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+oid sha256:9acb24d9fae18036599d12018cca42753867c2c612d715e947189c410f5a3609
+size 1717546921

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.7a1
+files:
+  asr_model_file: exp/asr_train_asr_conformer_hubert_sentiment/valid.acc.ave_10best.pth
+python: "3.7.11 (default, Jul 27 2021, 14:32:16) \n[GCC 7.5.0]"
+timestamp: 1645555399.922119
+torch: 1.9.0+cu102
+yaml_files:
+  asr_train_config: exp/asr_train_asr_conformer_hubert_sentiment/config.yaml