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slurp_slu_2pass
espnet/slurp_slu_2pass
slurp_slu_2pass is a automatic speech recognition model from espnet. Use it when you need speech turned into text. It is set up for espnet. The card lists the license as cc-by-4.0.
This model was trained by Siddhant using slurp recipe in espnet.
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At a glance
- Task
- Automatic Speech Recognition
- Library
- espnet
- License
- cc-by-4.0
- Access
- Public
- Created
- Sep 13, 2022
- Updated
- Sep 13, 2022
- SHA
- cdc0d54c
Datasets
Model card
From the Hugging Face model README
ESPnet2 ASR model
espnet/slurp_slu_2pass
This model was trained by Siddhant using slurp recipe in espnet.
Demo: How to use in ESPnet2
Follow the ESPnet installation instructions if you haven't done that already.
cd espnet
git checkout 3b54bfe52a294cdfce668c20d777bfa65f413745
pip install -e .
cd egs2/slurp/slu1
./run.sh --skip_data_prep false --skip_train true --download_model espnet/slurp_slu_2pass
RESULTS
Environments
- date:
Mon Jan 10 22:53:19 EST 2022 - python version:
3.9.5 (default, Jun 4 2021, 12:28:51) [GCC 7.5.0] - espnet version:
espnet 0.10.3a2 - pytorch version:
pytorch 1.8.1+cu102 - Git hash:
17758ad804fd7c4b6f88ef5601f475a241dc4605- Commit date:
Fri Oct 15 16:08:01 2021 -0400
- Commit date:
asr_train_asr_bert_conformer_deliberation_raw_en_word
WER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| inference_asr_model_valid.acc.ave_10best/devel | 8690 | 108484 | 84.1 | 10.3 | 5.6 | 3.2 | 19.2 | 55.1 |
| inference_asr_model_valid.acc.ave_10best/test | 13078 | 159666 | 83.9 | 10.4 | 5.7 | 3.2 | 19.2 | 53.2 |
CER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| inference_asr_model_valid.acc.ave_10best/devel | 8690 | 512732 | 92.1 | 3.9 | 4.1 | 3.3 | 11.2 | 55.1 |
| inference_asr_model_valid.acc.ave_10best/test | 13078 | 757056 | 92.0 | 3.9 | 4.1 | 3.3 | 11.3 | 53.2 |
TER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|
ASR config
<details><summary>expand</summary>config: conf/tuning/train_asr_bert_conformer_deliberation.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_bert_conformer_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: 50
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
- - valid
- acc
- max
keep_nbest_models: 10
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:
- ../../slurp_new/asr1/exp/asr_train_asr_conformer_raw_en_word/valid.acc.ave_10best.pth:encoder:encoder
ignore_init_mismatch: false
freeze_param:
- encoder
- postdecoder.model
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/devel/wav.scp
- speech
- sound
- - dump/raw/devel/text
- text
- text
- - dump/raw/devel/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
- s
- ▁to
- ▁i
- ▁me
- ▁you
- ▁what
- ▁a
- ▁is
- ▁my
- ▁please
- a
- ''''
- y
- ▁in
- ing
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- e
- ▁for
- i
- ▁on
- d
- t
- o
- u
- er
- p
- ▁of
- es
- re
- l
- ▁it
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- le
- ▁f
- ▁m
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- ▁d
- m
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- st
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- or
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- ▁tell
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- ▁not
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- f
- ▁today
- ▁e
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- ▁list
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- ▁are
- play_music
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- ▁l
- al
- v
- ent
- ▁n
- ▁be
- ▁an
- ▁st
- et
- ▁am
- general_praise
- ▁time
- weather_query
- ▁up
- ▁check
- calendar_query
- ▁w
- om
- ur
- ▁send
- ▁with
- ly
- w
- general_explain
- ad
- ▁th
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- ▁one
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- z
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- ▁add
- ou
- ▁again
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- ct
- general_affirm
- general_confirm
- ▁song
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- ▁meeting
- um
- ation
- ▁turn
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- ▁alarm
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- datetime_query
- ter
- ▁remind
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- qa_definition
- ▁said
- ▁calendar
- ll
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- ▁get
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- ot
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- ▁right
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- ut
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- ▁tweet
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- ir
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- ▁se
- ay
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- ▁com
- ▁there
- ▁ye
- ▁weather
- un
- ▁confirm
- ld
- calendar_remove
- ▁y
- ▁lights
- ▁more
- ▁v
- play_radio
- ▁does
- ▁po
- ▁now
- id
- email_querycontact
- ▁show
- ▁could
- ery
- op
- ▁day
- ▁pm
- ▁music
- ▁tomorrow
- ▁train
- ▁u
- ine
- ▁or
- ange
- qa_currency
- ice
- ▁contact
- ▁just
- ▁jo
- ▁think
- qa_stock
- end
- ss
- ber
- ▁tw
- ▁command
- ▁make
- ▁no
- ▁mo
- pe
- ▁find
- general_commandstop
- ▁when
- social_query
- ▁so
- ong
- ▁co
- ant
- ow
- ▁much
- ▁where
- ul
- ue
- ri
- ap
- ▁start
- ▁mar
- ▁by
- one
- ▁know
- ▁wor
- oo
- ▁give
- ▁let
- ▁events
- der
- ▁ro
- ▁pr
- ▁pl
- play_podcasts
- art
- us
- ▁work
- ▁current
- ol
- cooking_recipe
- nt
- ▁correct
- transport_query
- ia
- ▁stock
- ▁br
- ive
- ▁app
- ▁two
- ▁latest
- lists_query
- ▁some
- recommendation_events
- ab
- ▁go
- ▁but
- ook
- ke
- alarm_set
- play_audiobook
- ▁k
- ▁response
- ▁wr
- cast
- ▁open
- ▁cle
- ▁done
- ▁got
- ▁ca
- ite
- ase
- ▁thank
- iv
- ah
- ag
- ▁answer
- ie
- ▁five
- ▁book
- ist
- ▁rec
- ore
- ▁john
- ment
- ▁appreci
- ▁fri
- ack
- ▁remove
- ated
- ock
- ree
- j
- ▁good
- ▁many
- orn
- fe
- ▁radio
- ▁we
- int
- ▁facebook
- ▁cl
- ▁sev
- ▁schedule
- ard
- ▁per
- ▁li
- ▁going
- nd
- ain
- recommendation_locations
- ▁post
- lists_createoradd
- ff
- ▁su
- red
- iot_hue_lightoff
- lists_remove
- ▁ar
- een
- ▁say
- ro
- ▁volume
- ▁le
- ▁reply
- ▁complaint
- ▁out
- ▁delete
- ▁ne
- ame
- ▁detail
- ▁if
- im
- ▁happ
- orr
- ich
- em
- ▁ev
- ction
- ▁dollar
- ▁as
- alarm_query
- audio_volume_mute
- ac
- music_query
- ▁mon
- ther
- ▁thanks
- cel
- ▁who
- ave
- ▁service
- ▁mail
- ty
- ▁hear
- de
- ▁si
- ▁wh
- ood
- ell
- ▁con
- ▁once
- ound
- ▁don
- ▁loc
- ▁light
- ▁birthday
- ▁inf
- ort
- ffe
- ▁playlist
- el
- ening
- ▁us
- ▁un
- ▁has
- own
- ▁inc
- ai
- ▁speak
- age
- ▁mess
- ast
- ci
- ver
- ▁ten
- ▁underst
- ▁pro
- ▁q
- enty
- ▁ticket
- gh
- audio_volume_up
- ▁take
- ▁bo
- ally
- ome
- transport_ticket
- ind
- iot_hue_lightchange
- pp
- iot_coffee
- ▁res
- plain
- io
- lar
- takeaway_query
- ge
- takeaway_order
- email_addcontact
- play_game
- ak
- ▁fa
- transport_traffic
- music_likeness
- ▁rep
- act
- ust
- transport_taxi
- iot_hue_lightdim
- ▁mu
- ▁ti
- ick
- ▁ha
- ould
- general_joke
- '1'
- qa_maths
- ▁lo
- iot_cleaning
- q
- ake
- ill
- her
- iot_hue_lightup
- pl
- '2'
- alarm_remove
- orrect
- ▁cont
- mail
- out
- audio_volume_down
- book
- ail
- recommendation_movies
- ck
- ▁man
- ▁mus
- ▁che
- me
- ume
- ▁answ
- datetime_convert
- ▁late
- iot_wemo_on
- ▁twe
- music_settings
- iot_wemo_off
- orre
- ith
- ▁tom
- ▁fr
- ere
- ▁ad
- xt
- ▁ab
- ank
- general_greet
- now
- ▁meet
- ▁curre
- ▁respon
- ▁ag
- ght
- audio_volume_other
- ink
- ▁spe
- iot_hue_lighton
- ▁rem
- lly
- '?'
- urn
- ▁op
- ▁complain
- ▁comm
- let
- music_dislikeness
- ove
- ▁sch
- ather
- ▁rad
- edule
- ▁under
- icket
- lease
- ▁bir
- erv
- ▁birth
- ▁face
- ▁cur
- sw
- ▁serv
- ek
- aid
- '9'
- ▁vol
- edu
- '5'
- cooking_query
- lete
- ▁joh
- ▁det
- firm
- nder
- '0'
- irm
- '8'
- '&'
- _
- list
- pon
- qa_query
- '7'
- '3'
- '-'
- reci
- ▁doll
- <sos/eos>
transcript_token_list:
- <blank>
- <unk>
- the
- to
- i
- me
- you
- is
- what
- please
- my
- a
- for
- 'on'
- in
- of
- email
- this
- it
- have
- from
- and
- play
- olly
- that
- new
- can
- do
- how
- tell
- about
- at
- any
- today
- not
- time
- are
- check
- list
- send
- with
- an
- one
- emails
- last
- will
- am
- again
- set
- next
- would
- was
- up
- like
- turn
- said
- calendar
- meeting
- get
- what's
- right
- all
- did
- be
- need
- want
- song
- tweet
- add
- event
- your
- news
- 'off'
- weather
- there
- lights
- more
- now
- alarm
- pm
- music
- show
- confirm
- train
- could
- think
- does
- make
- command
- just
- find
- when
- tomorrow
- much
- where
- week
- by
- give
- events
- know
- day
- start
- two
- latest
- response
- that's
- remind
- done
- but
- thank
- stock
- some
- you've
- answer
- five
- open
- current
- many
- remove
- radio
- good
- book
- 'no'
- facebook
- going
- it's
- volume
- reply
- work
- delete
- go
- complaint
- contact
- if
- service
- let
- thanks
- so
- hear
- once
- correct
- john
- playlist
- birthday
- got
- post
- ten
- order
- sorry
- has
- date
- hey
- coffee
- who
- rate
- three
- exchange
- further
- light
- twenty
- price
- mail
- reminder
- explain
- podcast
- ticket
- down
- really
- clear
- seven
- schedule
- alarms
- say
- morning
- change
- twitter
- cancel
- number
- dollar
- stop
- out
- appreciated
- hundred
- wrong
- don't
- information
- address
- contacts
- read
- york
- us
- which
- should
- 'yes'
- details
- songs
- between
- nine
- anything
- s1
- received
- playing
- shut
- dot
- mind
- com
- google
- most
- put
- job
- traffic
- four
- best
- six
- create
- recent
- yeah
- happening
- friday
- name
- very
- area
- mom
- or
- take
- appointment
- yeap
- room
- world
- home
- hour
- message
- eight
- clarify
- s2
- party
- episode
- here
- elaborate
- alexa
- appreciate
- customer
- i'd
- sent
- thing
- march
- look
- tonight
- place
- try
- after
- definition
- call
- well
- times
- rock
- phone
- speak
- today's
- whats
- food
- thirty
- see
- joke
- every
- pizza
- write
- lists
- game
- shopping
- weekend
- rephrase
- month
- matter
- s
- update
- station
- vacuum
- great
- detail
- long
- gmail
- old
- repeat
- city
- audiobook
- perfectly
- status
- inbox
- mute
- local
- near
- restaurant
- thousand
- tuesday
- year
- we
- media
- before
- around
- resume
- musch
- her
- house
- taxi
- hours
- didn't
- describe
- answers
- understand
- incorrect
- word
- listen
- first
- item
- d
- trump
- save
- days
- socket
- recipe
- nice
- u
- reminders
- social
- search
- as
- monday
- subject
- location
- movie
- saturday
- euro
- dinner
- them
- ask
- let's
- scheduled
- plug
- i'm
- gotten
- question
- minutes
- friend
- favorite
- meetings
- define
- instructions
- exactly
- cook
- understood
- sentence
- thursday
- grocery
- correcly
- their
- words
- temperature
- person
- amazon
- catch
- company
- mean
- something
- correctly
- living
- fantastic
- help
- following
- dollars
- rain
- speakers
- instruction
- helpful
- increase
- consumer
- evening
- family
- upcoming
- jazz
- saying
- way
- switch
- forecast
- task
- cleaner
- love
- late
- boss
- wednesday
- yesterday
- updates
- lower
- people
- cool
- wonderful
- twelve
- afternoon
- color
- wake
- oh
- lunch
- perfect
- back
- understanding
- useful
- amazing
- his
- dim
- movies
- chicago
- things
- takeaway
- fifty
- unread
- happy
- available
- noon
- wouldn't
- night
- had
- appointments
- idea
- michael
- doing
- over
- doesn't
- select
- hi
- shit
- may
- they
- delivery
- nearest
- buy
- apple
- car
- left
- confirmed
- report
- worth
- robot
- uber
- wemo
- sunday
- excellent
- outside
- blue
- looking
- messages
- top
- wear
- point
- too
- i've
- country
- prices
- bring
- store
- awesome
- unclear
- ok
- mark
- speaker
- app
- sound
- hot
- live
- jackson
- bad
- recently
- currently
- smith
- pull
- whatever
- india
- messed
- kitchen
- ninety
- percent
- him
- use
- office
- brightness
- care
- gave
- description
- tom
- regarding
- meaning
- meet
- siri
- bob
- joe
- hmm
- leave
- sarah
- smart
- come
- chicken
- seventeen
- walmart
- bill
- enough
- choose
- louder
- our
- trending
- born
- london
- zone
- account
- cnn
- audio
- president
- isn't
- compose
- coming
- second
- manner
- pick
- album
- uhh
- plus
- provide
- erase
- notification
- played
- channel
- donald
- pound
- instagram
- made
- bbc
- recommend
- happened
- united
- replay
- shop
- free
- dammit
- nope
- b
- nearby
- pop
- shops
- california
- highest
- notifications
- shuffle
- fm
- chinese
- currency
- uh
- restaurants
- jack
- april
- robert
- only
- been
- why
- states
- friends
- skip
- important
- he
- samsung
- later
- notify
- bedroom
- john's
- mails
- eleven
- red
- exact
- cold
- cup
- rates
- incorrectly
- fifth
- money
- boston
- spoke
- tomorrow's
- forward
- respond
- funny
- wait
- business
- market
- star
- headlines
- third
- favorites
- bother
- retry
- stocks
- high
- g
- favourite
- george
- umbrella
- directions
- wedding
- content
- m
- close
- spoken
- concert
- run
- alert
- searching
- mary
- into
- artist
- located
- mike
- anyone
- snow
- tickets
- then
- reset
- garden
- route
- hello
- tall
- likes
- talk
- forty
- share
- feed
- were
- indian
- washington
- difference
- remember
- convert
- receive
- tune
- level
- asking
- capital
- life
- dad
- yen
- street
- raining
- mistake
- correctly?
- quite
- pandora
- jane
- town
- yet
- player
- park
- san
- american
- far
- sports
- raise
- popular
- display
- these
- couldn't
- mountain
- dentist
- importance
- unimportant
- complain
- clean
- continue
- euros
- los
- ready
- yahoo
- can't
- classical
- politics
- newest
- lighting
- miami
- trip
- horrible
- info
- added
- prepare
- iphone
- machine
- mother
- miles
- via
- chris
- tv
- since
- bathroom
- state
- cheese
- request
- items
- oops
- ah
- closest
- warm
- microsoft
- settings
- value
- keep
- brighter
- note
- everything
- wife
- decrease
- okay
- using
- rap
- election
- sunny
- eat
- usa
- eighty
- fifteen
- until
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- <blank>
- <unk>
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The model card is truncated. Read the rest on Hugging Face.
- Task
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- Created
- Sep 13, 2022
- Updated
- Sep 13, 2022