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espnet/fsc_challenge_slu_2pass_transformer1cd espnet
2git checkout 3b54bfe52a294cdfce668c20d777bfa65f413745
3pip install -e .
4cd egs2/fsc_challenge/slu1
5./run.sh --skip_data_prep false --skip_train true --download_model espnet/fsc_challenge_slu_2pass_transformerTue Feb 1 13:38:02 EST 20223.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]espnet 0.10.3a3pytorch 1.9.0+cu10297b9dad4dbca71702cb7928a126ec45d96414a3f
Mon Sep 13 22:55:04 2021 +0900| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| inference_asr_model_valid.acc.ave_5best/spk_test | 3349 | 17937 | 98.6 | 1.0 | 0.4 | 0.3 | 1.7 | 4.4 |
| inference_asr_model_valid.acc.ave_5best/spk_test_1 | 3349 | 17937 | 35.2 | 30.8 | 33.9 | 2.1 | 66.8 | 82.0 |
| inference_asr_model_valid.acc.ave_5best/spk_test_2 | 3349 | 17937 | 92.6 | 3.1 | 4.3 | 0.4 | 7.8 | 14.2 |
| inference_asr_model_valid.acc.ave_5best/spk_test_3 | 3349 | 17937 | 98.3 | 1.1 | 0.6 | 0.3 | 2.1 | 5.2 |
| inference_asr_model_valid.acc.ave_5best/spk_test_4 | 3349 | 17937 | 98.6 | 1.0 | 0.4 | 0.3 | 1.7 | 4.5 |
| inference_asr_model_valid.acc.ave_5best/spk_test_5 | 3349 | 17937 | 98.6 | 1.0 | 0.4 | 0.3 | 1.7 | 4.4 |
| inference_asr_model_valid.acc.ave_5best/utt_test | 4204 | 22540 | 87.7 | 10.2 | 2.2 | 2.8 | 15.1 | 42.9 |
| inference_asr_model_valid.acc.ave_5best/utt_test_1 | 4204 | 22540 | 30.4 | 34.6 | 34.9 | 3.0 | 72.5 | 96.4 |
| inference_asr_model_valid.acc.ave_5best/utt_test_2 | 4204 | 22540 | 82.1 | 12.3 | 5.6 | 3.0 | 20.9 | 51.6 |
| inference_asr_model_valid.acc.ave_5best/utt_test_3 | 4204 | 22540 | 87.2 | 10.3 | 2.5 | 2.8 | 15.6 | 43.3 |
| inference_asr_model_valid.acc.ave_5best/utt_test_4 | 4204 | 22540 | 87.5 | 10.2 | 2.2 | 2.8 | 15.2 | 43.0 |
| inference_asr_model_valid.acc.ave_5best/utt_test_5 | 4204 | 22540 | 87.6 | 10.2 | 2.2 | 2.8 | 15.2 | 43.0 |
| inference_asr_model_valid.acc.ave_5best/valid | 2597 | 13782 | 98.8 | 0.7 | 0.5 | 0.2 | 1.5 | 3.1 |
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| inference_asr_model_valid.acc.ave_5best/spk_test | 3349 | 152191 | 99.3 | 0.3 | 0.3 | 0.2 | 0.9 | 4.4 |
| inference_asr_model_valid.acc.ave_5best/spk_test_1 | 3349 | 152191 | 56.2 | 15.7 | 28.1 | 3.3 | 47.1 | 82.0 |
| inference_asr_model_valid.acc.ave_5best/spk_test_2 | 3349 | 152191 | 95.5 | 1.2 | 3.3 | 0.3 | 4.8 | 14.2 |
| inference_asr_model_valid.acc.ave_5best/spk_test_3 | 3349 | 152191 | 99.1 | 0.4 | 0.5 | 0.2 | 1.1 | 5.2 |
| inference_asr_model_valid.acc.ave_5best/spk_test_4 | 3349 | 152191 | 99.3 | 0.3 | 0.3 | 0.2 | 0.9 | 4.5 |
| inference_asr_model_valid.acc.ave_5best/spk_test_5 | 3349 | 152191 | 99.3 | 0.3 | 0.3 | 0.2 | 0.9 | 4.4 |
| inference_asr_model_valid.acc.ave_5best/utt_test | 4204 | 191435 | 93.8 | 4.0 | 2.1 | 2.9 | 9.1 | 42.9 |
| inference_asr_model_valid.acc.ave_5best/utt_test_1 | 4204 | 191435 | 52.8 | 17.8 | 29.4 | 4.3 | 51.4 | 96.4 |
| inference_asr_model_valid.acc.ave_5best/utt_test_2 | 4204 | 191435 | 90.2 | 5.0 | 4.9 | 3.0 | 12.9 | 51.6 |
| inference_asr_model_valid.acc.ave_5best/utt_test_3 | 4204 | 191435 | 93.5 | 4.1 | 2.4 | 2.9 | 9.4 | 43.3 |
| inference_asr_model_valid.acc.ave_5best/utt_test_4 | 4204 | 191435 | 93.8 | 4.0 | 2.2 | 2.9 | 9.1 | 43.0 |
| inference_asr_model_valid.acc.ave_5best/utt_test_5 | 4204 | 191435 | 93.8 | 4.0 | 2.2 | 2.9 | 9.1 | 43.0 |
| inference_asr_model_valid.acc.ave_5best/valid | 2597 | 117282 | 99.3 | 0.3 | 0.3 | 0.2 | 0.8 | 3.1 |
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|
config: conf/tuning/train_asr_hubert_transformer_adam_specaug_deliberation_transformer.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_transformer_raw_en_word
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: null
dist_rank: null
local_rank: 0
dist_master_addr: null
dist_master_port: null
dist_launcher: null
multiprocessing_distributed: false
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 80
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
- - train
- loss
- min
- - valid
- loss
- min
- - train
- acc
- max
- - valid
- acc
- max
keep_nbest_models: 5
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
use_tensorboard: true
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
pretrain_path: null
init_param:
- ../../fsc_challenge/asr1/exp/asr_train_asr_hubert_transformer_adam_specaug_old_raw_en_word/valid.acc.ave_5best.pth:encoder:encoder
ignore_init_mismatch: false
freeze_param:
- encoder
- postdecoder.model
- frontend.upstream
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 1000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_word/train/speech_shape
- exp/asr_stats_raw_en_word/train/text_shape.word
- exp/asr_stats_raw_en_word/train/transcript_shape.word
valid_shape_file:
- exp/asr_stats_raw_en_word/valid/speech_shape
- exp/asr_stats_raw_en_word/valid/text_shape.word
- exp/asr_stats_raw_en_word/valid/transcript_shape.word
batch_type: folded
valid_batch_type: null
fold_length:
- 80000
- 150
- 150
sort_in_batch: descending
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
train_data_path_and_name_and_type:
- - dump/raw/train/wav.scp
- speech
- sound
- - dump/raw/train/text
- text
- text
- - dump/raw/train/transcript
- transcript
- text
valid_data_path_and_name_and_type:
- - dump/raw/valid/wav.scp
- speech
- sound
- - dump/raw/valid/text
- text
- text
- - dump/raw/valid/transcript
- transcript
- text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
optim: adam
optim_conf:
lr: 0.0002
scheduler: warmuplr
scheduler_conf:
warmup_steps: 25000
token_list:
- <blank>
- <unk>
- the
- turn
- lights
- in
- up
- 'on'
- down
- temperature
- heat
- switch
- kitchen
- volume
- 'off'
- increase_volume_none
- bedroom
- washroom
- decrease_volume_none
- language
- bathroom
- decrease
- my
- to
- increase
- decrease_heat_washroom
- increase_heat_washroom
- music
- heating
- bring
- increase_heat_none
- too
- decrease_heat_none
- me
- change_language_none_none
- activate_lights_washroom
- set
- activate_lights_kitchen
- activate_music_none
- lamp
- deactivate_music_none
- increase_heat_bedroom
- i
- increase_heat_kitchen
- sound
- get
- decrease_heat_kitchen
- loud
- activate_lights_bedroom
- deactivate_lights_bedroom
- decrease_heat_bedroom
- need
- deactivate_lights_kitchen
- bring_newspaper_none
- newspaper
- bring_shoes_none
- shoes
- bring_socks_none
- socks
- activate_lights_none
- deactivate_lights_none
- louder
- go
- deactivate_lights_washroom
- change_language_Chinese_none
- chinese
- could
- you
- bring_juice_none
- juice
- deactivate_lamp_none
- make
- activate_lamp_none
- it
- stop
- play
- change
- quiet
- change_language_Korean_none
- korean
- some
- practice
- change_language_German_none
- german
- ok
- now
- main
- change_language_English_none
- english
- its
- hear
- pause
- this
- thats
- lower
- far
- audio
- please
- fetch
- phones
- a
- different
- start
- resume
- softer
- couldnt
- anything
- quieter
- put
- video
- is
- low
- max
- phone
- mute
- reduce
- use
- languages
- allow
- device
- system
- <sos/eos>
transcript_token_list:
- <blank>
- <unk>
- the
- turn
- in
- lights
- up
- down
- 'on'
- temperature
- heat
- kitchen
- switch
- 'off'
- volume
- bedroom
- language
- to
- washroom
- bathroom
- my
- increase
- decrease
- music
- heating
- bring
- me
- too
- i
- set
- sound
- get
- and
- lamp
- loud
- a
- need
- you
- shoes
- socks
- newspaper
- it
- light
- louder
- chinese
- could
- go
- make
- juice
- some
- main
- stop
- change
- quiet
- practice
- english
- german
- now
- play
- korean
- okay
- it's
- room
- that's
- of
- hear
- is
- different
- wash
- this
- lower
- fetch
- audio
- please
- far
- pause
- start
- use
- two
- phone
- low
- softer
- put
- bed
- video
- couldn't
- languages
- max
- quieter
- allow
- system
- mute
- phone's
- reduce
- resume
- anything
- device
- washer
- ten
- that
- which
- paper
- phones
- they
- so
- him
- news
- um
- from
- he
- out
- crease
- your
- ah
- better
- but
- late
- value
- k
- washing
- turned
- don't
- then
- o
- whites
- hating
- any
- said
- buy
- lies
- by
- watch
- give
- one
- done
- them
- hit
- place
- jews
- mites
- send
- for
- thing
- night
- not
- languish
- after
- was
- decreased
- lots
- pass
- dream
- bad
- life
- do
- search
- case
- increased
- corian
- we
- swish
- valium
- lamb
- or
- right
- row
- germans
- their
- 'no'
- soft
- time
- like
- own
- swiss
- can
- song
- nights
- lines
- eating
- bottom
- us
- are
- churn
- hate
- load
- top
- em
- take
- what's
- ok
- chain
- lates
- here
- with
- quite
- lice
- at
- lap
- am
- heap
- lampon
- temper
- tough
- hitting
- zone
- john
- three
- may
- vine
- bath
- keep
- into
- burn
- light's
- map
- meat
- eat
- sat
- new
- day
- white
- r
- what
- sheet
- line
- town
- through
- watchroom
- sign
- brain
- tan
- south
- kitten
- sit
- such
- should
- back
- rights
- shows
- knees
- choose
- meet
- likes
- sarks
- say
- frame
- boss
- land
- bar
- bites
- plays
- might
- our
- washerm
- bit
- she
- kit
- his
- tip
- she's
- fire
- free
- find
- bringing
- mics
- priest
- they're
- heats
- run
- shears
- fish
- stone
- tone
- there
- picture
- sent
- t
- bitum
- sweet
- sun
- ring
- love
- i'll
- pin
- vi
- try
- have
- bather
- be
- temp
- zoom
- all
- earn
- bethroom
- sucks
- fit
- as
- lives
- break
- sick
- arm
- thee
- miss
- basroom
- viam
- turns
- found
- dumb
- ladder
- trend
- vime
- viome
- if
- bathroomites
- tom
- during
- bat
- they'll
- wish
- way
- four
- about
- cheese
- mean
- nice
- ocean
- page
- turning
- still
- souths
- thy
- stand
- ding
- while
- who
- white's
- step
- switchy
- made
- mason
- see
- ashroom
- vice
- switched
- la
- ton
- washering
- favor
- via
- i'm
- betum
- create
- you're
- played
- green
- blank
- bassroom
- rim
- nap
- oh
- lay
- grease
- ice
- ball
- kitchens
- x
- nine
- her
- bridge
- pies
- pepper
- attempture
- rain
- wastrom
- peace
- b
- push
- bound
- lawyer
- these
- let
- fast
- star
- drone
- sauce
- practise
- veteran
- paul's
- fall
- temporary
- chop
- key
- bow
- daylights
- loader
- water
- twitch
- chains
- lion
- getting
- pars
- code
- fly
- makes
- offs
- lie
- jim
- tear
- sacks
- fine
- print
- five
- tap
- ye
- mind
- foot
- kiss
- fat
- writes
- will
- switcher
- de
- baton
- man
- yeah
- piece
- vol
- saw
- come
- m
- when
- talk
- round
- niece
- musing
- open
- throw
- bathing
- viim
- know
- head
- teacher
- 'true'
- term
- lord
- orshroom
- trace
- feature
- sock
- seas
- sweets
- layup
- slang
- stream
- drum
- d
- plan
- chun
- sell
- left
- leg
- settling
- men
- bathter
- 'false'
- stay
- chapter
- jane
- son
- rates
- q
- christie
- awesome
- tongue
- chaff
- there's
- outer
- clouder
- past
- red
- chair
- lab
- shares
- enough
- fund
- license
- semi-phones
- bones
- sown
- ups
- needs
- can't
- kitchenites
- drop
- let's
- french
- tempter
- source
- beth
- trying
- volumes
- slides
- atherm
- app
- battle
- drawing
- 'yes'
- trees
- twenty
- pleas
- large
- worship
- oz
- deep
- bathrooms
- loudest
- trim
- playing
- saudi
- volley
- its
- bite
- wall
- heater
- bond
- sand
- catch
- loss
- tender
- long
- dam
- heen
- might's
- fits
- sue
- eight
- pray
- sail
- sounds
- ain't
- lang
- spatroom
- part
- pitch
- matron
- jump
- wrong
- kills
- why
- band
- name
- ply
- piper
- thrown
- roll
- would
- self
- same
- js
- wash-rame
- bed-room
- lot's
- swits
- favour
- meter
- assume
- math
- heed
- stitch
- dawn
- gorian
- radio
- thumb
- pressure
- store
- dot
- meal
- seat
- welsh
- chin
- swift
- bing
- waste
- vassum
- making
- bend
- boil
- plain
- decrees
- square
- tomb
- finger
- temperatures
- speak
- pep
- bait
- stepper
- corey
- allium
- cloud
- state
- dan
- stole
- christy
- fight
- marshroom
- plate
- shown
- big
- bathrobe
- torn
- debate
- chande
- heaving
- switz
- batter
- wash-room
- trap
- ram
- jarman
- friend's
- tipture
- lampos
- flouter
- brand
- bass
- brit
- dome
- decree
- foam
- link
- sax
- seeking
- gain
- values
- beat
- watching
- dark
- creates
- midroom
- months
- camp
- forium
- compared
- race
- shines
- tempre
- pair
- weight
- read
- decays
- lump
- worse
- bus
- truth
- mice
- door
- sub
- draw
- cruci
- tar
- tend
- batting
- ms
- means
- buying
- late's
- legs
- therm
- mike
- linguish
- blaze
- mine
- peren
- walden
- arc
- cruise
- walling
- lakes
- passer
- russian
- rock
- funds
- curry
- patch
- per
- wait
- how
- days
- mamp
- paz
- just
- bringches
- must
- nor
- sing
- u
- blower
- clay
- heated
- resound
- fights
- wamp
- hearing
- basserm
- brewing
- produce
- sorry
- wound
- had
- food
- other
- quick
- an
- face
- flights
- fun
- downs
- wine
- vion
- wampoff
- lake
- lane
- last
- soften
- i'd
- check
- lowered
- heam
- ink
- twist
- think
- die
- crack
- degree
- washington
- friend
- doors
- number
- gave
- button
- tears
- lash
- many
- raised
- show
- action
- age
- engage
- says
- join
- under
- till
- save
- follow
- brings
- shot
- worst
- trainees
- night's
- bear
- rome
- l
- s
- roam
- da
- pasta
- spring
- languished
- tier
- bone
- pete
- next
- leads
- dick
- rate
- dig
- good
- six
- fought
- mesic
- beto
- fitch
- chimpashire
- carrying
- depritus
- laws
- youth
- ethroom
- baffer
- rule
- wing
- langus
- loudy
- re
- jeers
- pull
- lessons
- lighter
- took
- jew
- layout
- fats
- wit
- nace
- d's
- temple
- drawn
- person
- wastrong
- codio
- crank
- chunny
- inglace
- increases
- raleum
- z
- drones
- slide
- wet
- saucer
- embracer
- c
- bracher
- bathrum
- template
- musics
- radios
- glyta
- inglease
- sad
- shawn
- deeps
- nerve
- sobs
- blame
- best
- wandstrom
- rostrum
- sogs
- sayings
- itchen
- churnies
- ocana
- fom's
- witch
- clamp
- liked
- manguish
- lusher
- saying
- folium
- foium
- bae
- vendor
- edram
- bendroom
- bisium
- acainos
- walk
- slight
- pauses
- alm
- palima
- temperating
- loaded
- fifty
- banner
- thank
- hearts
- croom
- alima
- sats
- doing
- list
- masats
- mesus
- christa
- feet
- quote
- tandy
- bitroom
- chand
- fitjan
- west
- lampow
- lords
- press
- chili
- bedcom
- fin
- wasolates
- pastor
- breathe
- stout
- font's
- perian
- chich
- chitty
- bought
- indication
- fonts
- gen
- vash
- ashram
- india
- avashroom
- chrome
- home
- aria
- newspad
- steppad
- barthrome
- chant
- software
- chandy
- shui
- chandi
- keitelates
- belt
- trujandelaits
- indika
- chen
- shindy
- shoot
- district
- stum
- codeio
- debesh
- chandle
- digit
- prim
- size
- sodio
- roshroom
- vohima
- suppose
- shiny
- versus
- lowing
- doubt
- bake
- semithones
- waffroom
- crucial
- chippeture
- ray
- decreesadio
- kenchet
- decreesadi
- meta
- mang
- baum
- ate
- washram
- jacries
- premium
- sops
- tempure
- built
- zoo
- pring
- lowers
- opum
- dipture
- tetch
- basper
- peak
- bassorm
- pas
- switchofta
- lover
- flap
- incretes
- bastroom
- tikris
- didn't
- sweater
- bastom
- lets
- lampoff
- bedrim
- jumites
- bassum
- vaim
- badger
- lengths
- promise
- batroom
- dog
- bedrooms
- satio
- involve
- quiner
- samayum
- sulo
- fused
- butte
- decrysovalium
- subtuse
- silo
- tread
- fetchment
- lime
- stuff
- kin
- switzerland
- eaten
- sex
- sublinguisha
- seling
- singhush
- fitchmus
- ox
- seven
- mingle
- shakorean
- foams
- keeps
- setmingwich
- quorian
- swer
- smingh
- someites
- washroomites
- posse
- seeding
- haste
- rosh
- toff
- vein
- seating
- chemi
- sis
- debt
- lamish
- jinnies
- gennies
- linguishu
- tarn
- gym
- eats
- dough
- fedium
- isaac
- bender
- does
- healing
- speed
- adam
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- <blank>
- <unk>
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- leads
- dick
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ctc_weight: 0.5
ignore_id: -1
lsm_weight: 0.0
length_normalized_loss: false
report_cer: true
report_wer: true
sym_space: <space>
sym_blank: <blank>
extract_feats_in_collect_stats: true
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pre_postencoder_norm: false
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token_type: word
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speech_volume_normalize: null
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noise_db_range: '13_15'
frontend: s3prl
frontend_conf:
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download_dir: ./hub
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deliberationencoder: transformer
deliberationencoder_conf:
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input_layer: linear
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decoder: transformer
decoder_conf:
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decoder2: rnn
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postdecoder_conf:
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required:
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version: 0.10.3a3
distributed: false1@inproceedings{watanabe2018espnet,
2 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},
3 title={{ESPnet}: End-to-End Speech Processing Toolkit},
4 year={2018},
5 booktitle={Proceedings of Interspeech},
6 pages={2207--2211},
7 doi={10.21437/Interspeech.2018-1456},
8 url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
9}
10
11
12
131@misc{watanabe2018espnet,
2 title={ESPnet: End-to-End Speech Processing Toolkit},
3 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},
4 year={2018},
5 eprint={1804.00015},
6 archivePrefix={arXiv},
7 primaryClass={cs.CL}
8}