ESPnet2 pretrained model, Shinji Watanabe/gigaspeech_asr_train_asr_raw_en_bpe5000_valid.acc.ave, fs=16k, lang=en

This model was trained by Shinji Watanabe using gigaspeech recipe in espnet.

• Python API

  See https://github.com/espnet/espnet_model_zoo

• Evaluate in the recipe

  git clone https://github.com/espnet/espnet
  cd espnet
  git checkout dcb5bdb2ffa34a9f44255c0b073759c5b9b3f86e
  pip install -e .
  cd egs2/gigaspeech/asr1
  ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/gigaspeech_asr_train_asr_raw_en_bpe5000_valid.acc.ave
  

• Results

  
  # RESULTS
  ## Environments
  - date: `Tue Mar 23 10:03:49 EDT 2021`
  - python version: `3.8.5 (default, Sep  4 2020, 07:30:14)  [GCC 7.3.0]`
  - espnet version: `espnet 0.9.8`
  - pytorch version: `pytorch 1.7.1`
  - Git hash: `dcb5bdb2ffa34a9f44255c0b073759c5b9b3f86e`
    - Commit date: `Sat Mar 13 10:16:16 2021 -0500`
  
  ## asr_train_asr_raw_en_bpe5000
  ### WER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_asr_asr_model_valid.acc.ave/dev|2043|51075|92.9|4.5|2.6|2.1|9.2|65.6|
  |decode_asr_asr_model_valid.acc.ave/test|9627|175116|90.5|7.0|2.5|6.1|15.6|69.3|
  
  ### CER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_asr_asr_model_valid.acc.ave/dev|2043|271188|97.5|0.9|1.6|1.7|4.2|65.6|
  |decode_asr_asr_model_valid.acc.ave/test|9627|909930|96.5|1.6|1.9|5.6|9.0|69.3|
  
  ### TER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_asr_asr_model_valid.acc.ave/dev|2043|63598|93.3|3.9|2.8|2.1|8.8|65.6|
  |decode_asr_asr_model_valid.acc.ave/test|9627|218851|90.8|6.1|3.1|7.0|16.2|69.3|

• ASR config

  config: conf/train_asr.yaml
  print_config: false
  log_level: INFO
  dry_run: false
  iterator_type: sequence
  output_dir: exp/asr_train_asr_raw_en_bpe5000
  ngpu: 1
  seed: 0
  num_workers: 1
  num_att_plot: 3
  dist_backend: nccl
  dist_init_method: env://
  dist_world_size: 4
  dist_rank: 0
  local_rank: 0
  dist_master_addr: localhost
  dist_master_port: 37831
  dist_launcher: null
  multiprocessing_distributed: true
  unused_parameters: false
  sharded_ddp: false
  cudnn_enabled: true
  cudnn_benchmark: false
  cudnn_deterministic: true
  collect_stats: false
  write_collected_feats: false
  max_epoch: 20
  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: 4
  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
  detect_anomaly: false
  pretrain_path: null
  init_param: []
  freeze_param: []
  num_iters_per_epoch: null
  batch_size: 20
  valid_batch_size: null
  batch_bins: 35000000
  valid_batch_bins: null
  train_shape_file:
  - exp/asr_stats_raw_en_bpe5000/train/speech_shape
  - exp/asr_stats_raw_en_bpe5000/train/text_shape.bpe
  valid_shape_file:
  - exp/asr_stats_raw_en_bpe5000/valid/speech_shape
  - exp/asr_stats_raw_en_bpe5000/valid/text_shape.bpe
  batch_type: numel
  valid_batch_type: null
  fold_length:
  - 80000
  - 150
  sort_in_batch: descending
  sort_batch: descending
  multiple_iterator: false
  chunk_length: 500
  chunk_shift_ratio: 0.5
  num_cache_chunks: 1024
  train_data_path_and_name_and_type:
  -   - dump/raw/train/wav.scp
      - speech
      - kaldi_ark
  -   - dump/raw/train/text
      - text
      - text
  valid_data_path_and_name_and_type:
  -   - dump/raw/dev/wav.scp
      - speech
      - kaldi_ark
  -   - dump/raw/dev/text
      - text
      - text
  allow_variable_data_keys: false
  max_cache_size: 0.0
  max_cache_fd: 32
  valid_max_cache_size: null
  optim: adam
  optim_conf:
      lr: 0.0015
  scheduler: warmuplr
  scheduler_conf:
      warmup_steps: 25000
  token_list:
  - 
  - 
  - S
  - ▁THE
  - ▁TO
  - ▁OF
  - ▁A
  - ▁AND
  - ''''
  - ▁THAT
  - ▁IN
  - ▁YOU
  - ▁I
  - ▁IT
  - T
  - ▁IS
  - ▁WAS
  - ED
  - ▁WE
  - ▁FOR
  - ING
  - ▁THIS
  - D
  - ▁ON
  - ▁BE
  - ▁WITH
  - ▁HAVE
  - ▁SO
  - ▁HE
  - RE
  - ▁THEY
  - ▁ARE
  - ▁NOT
  - ▁AS
  - ▁LIKE
  - ▁AT
  - ▁KNOW
  - ▁WHAT
  - LY
  - ▁CAN
  - ▁DO
  - ▁ABOUT
  - ▁ALL
  - ▁HIS
  - M
  - ▁HAD
  - '-'
  - ▁ONE
  - ▁OR
  - ▁FROM
  - ▁THERE
  - ▁ME
  - ▁MY
  - ▁BUT
  - ▁JUST
  - ▁YOUR
  - ▁AN
  - ▁BY
  - Y
  - ▁IF
  - ▁OUT
  - ▁PEOPLE
  - ▁UP
  - ▁HER
  - ER
  - ▁WERE
  - ▁THINK
  - E
  - N
  - ▁WOULD
  - ▁SHE
  - ▁THEIR
  - ▁WHO
  - ▁MORE
  - ▁OUR
  - ▁THEM
  - ▁WHEN
  - ▁WHICH
  - ▁VERY
  - ▁WILL
  - ▁SOME
  - ▁TIME
  - ▁BEEN
  - R
  - ▁GET
  - ▁HAS
  - ▁GOING
  - ▁HIM
  - VE
  - ▁REALLY
  - ▁HOW
  - ▁DON
  - ▁NO
  - ▁THEN
  - LL
  - ▁GO
  - ▁BECAUSE
  - ▁NOW
  - AL
  - ▁INTO
  - ▁THESE
  - ▁OTHER
  - ▁RIGHT
  - ▁SEE
  - ▁SAID
  - ▁HERE
  - ▁WAY
  - ▁TWO
  - ▁US
  - ▁WANT
  - ▁COULD
  - ▁S
  - ▁SAY
  - ▁OVER
  - ▁AH
  - ES
  - ▁WHERE
  - ▁BACK
  - ▁ALSO
  - ▁THOSE
  - ▁THINGS
  - ▁MAKE
  - ▁KIND
  - ▁MUCH
  - IN
  - ▁WELL
  - ▁GOOD
  - ▁DID
  - L
  - ▁FIRST
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  - ▁LITTLE
  - ▁RE
  - C
  - ▁NEW
  - ▁WORK
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  - ▁LOT
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  - LE
  - ▁MAN
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  - ▁COME
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  - G
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  - ▁ACTUALLY
  - ▁LOOK
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  - ▁TAKE
  - ▁EVEN
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  - W
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  - ▁SHOULD
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  - ATION
  - ▁UM
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  - ▁DAY
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  - ▁LIFE
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  - ▁UN
  - ION
  - ▁DIFFERENT
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  - ▁LET
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  - ▁POINT
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  - ▁DOING
  - ▁LAST
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  - ▁AROUND
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  - ▁SORT
  - H
  - AR
  - ▁LOVE
  - MENT
  - IVE
  - ▁FIND
  - ▁WHY
  - ▁TALK
  - ▁FIVE
  - IL
  - ▁TELL
  - LA
  - ▁END
  - LI
  - ▁AM
  - ▁THOUGHT
  - NESS
  - ▁PLACE
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  - ▁E
  - ▁ALWAYS
  - ▁SHOW
  - ▁GIVE
  - ▁DIDN
  - ▁FEEL
  - Z
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  - ▁QUESTION
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  - ▁UNDER
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  - NE
  - EL
  - ▁BIT
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  - ▁FOUR
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  - ▁SURE
  - ▁O
  - ▁PERSON
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  - ▁BETTER
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  - ▁HEAD
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  - ▁MUST
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  - ▁MOMENT
  - IA
  - ▁NUMBER
  - IST
  - ET
  - X
  - ▁DATA
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  - ▁GOD
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  - ▁BOOK
  - ▁BEST
  - ▁SET
  - ▁PO
  - ▁HAVING
  - GE
  - ▁WITHOUT
  - ▁KEEP
  - ▁LOOKING
  - ▁CHANGE
  - OL
  - ▁SECOND
  - ▁LA
  - ▁FACE
  - ▁CASE
  - ▁FAR
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  - ▁HARD
  - TE
  - ▁PRO
  - ▁LEFT
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  - ▁MR
  - ▁IDEA
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  - ▁ANYTHING
  - ID
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  - ▁USED
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  - ▁WAR
  - SH
  - ▁EXAMPLE
  - ▁STORY
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  - ▁LIVE
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  - ▁QUITE
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  - ▁POWER
  - ▁UNDERSTAND
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  - ▁BELIEVE
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  - ▁THANK
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  - ▁CARE
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  - ▁MATTER
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  - '4'
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  - ▁JIM
  - ▁ESTABLISH
  - ▁TOMORROW
  - ▁CENT
  - ▁SERVER
  - ▁USERS
  - ▁INDIA
  - ▁STRIKE
  - ▁SOLDIERS
  - IVITY
  - ▁SUBSCRIBE
  - ▁COMMERCIAL
  - ▁AGREEMENT
  - ▁NPR
  - ▁EXTRAORDINARY
  - ▁KITCHEN
  - ▁VERSUS
  - ▁EXACT
  - ▁BREAD
  - ▁GROWN
  - ▁COUNSEL
  - ▁TEARS
  - ▁SUNDAY
  - ▁KINGDOM
  - '0000005'
  - ▁SECURE
  - ▁COFFEE
  - ▁ROYAL
  - ▁VIRTUAL
  - ▁SMITH
  - ▁DEMOCRATIC
  - ▁UNTO
  - ITUDE
  - ▁GRASS
  - ▁INTERNAL
  - ▁FASTER
  - ▁HAN
  - ▁TROOPS
  - ▁HELPFUL
  - ▁INCLUDED
  - ▁LIMITED
  - ▁CHAPTER
  - ▁BIRDS
  - ▁CLASSES
  - ▁ACADEMIC
  - ▁EXPENSIVE
  - ANA
  - ▁REACTION
  - ▁BODIES
  - ▁AGREED
  - ▁ERA
  - ▁SMOKE
  - ▁CHRISTMAS
  - ▁COMPANION
  - OU
  - ▁KISS
  - ▁INSTITUTE
  - ▁SURVIVE
  - ▁INCREASED
  - ▁NEIGHBORHOOD
  - ▁COAL
  - ▁SCORE
  - ▁IDEAL
  - ▁MUSLIM
  - ▁IDENTITY
  - ▁BUSY
  - ▁UNIVERSAL
  - ▁RESIDENT
  - ▁SERIOUSLY
  - ▁ZE
  - ▁NOTION
  - ▁CATHOLIC
  - HAR
  - ▁AMAZON
  - ▁RESPONSIBLE
  - ▁GAY
  - ▁PULLED
  - ▁CONSTANT
  - ▁AFRICA
  - ▁CONSTANTLY
  - ▁IMPORTANCE
  - ▁TIRED
  - ▁DRAG
  - ▁OBVIOUS
  - ▁DRIVER
  - ▁ISLAM
  - ▁Q
  - ▁GIANT
  - ▁DISORDER
  - ▁EXISTENCE
  - ▁TAR
  - ▁DEPRESSION
  - ▁NOSE
  - HEAD
  - ▁FRI
  - ▁ANALYSIS
  - ▁HOLY
  - CUT
  - ▁SPIN
  - ▁DONALD
  - ▁BONE
  - ▁KNOCK
  - ▁SUSPECT
  - ▁HOUSING
  - ▁EXTREME
  - ▁YOUNGER
  - ▁EMPTY
  - ▁FOLD
  - ▁OPPOSED
  - ▁RIDE
  - ▁MONITOR
  - ▁BIBLE
  - IUS
  - ▁MILK
  - ▁SHARING
  - ▁BOMB
  - ▁PARTIES
  - ▁HIGHEST
  - ▁LIT
  - ▁SEVERE
  - ▁REPEATED
  - ▁WASTE
  - ▁SILVER
  - ▁COURAGE
  - ▁BAY
  - ▁DETERMINED
  - ▁TRAUMA
  - ▁FAVOUR
  - ▁ENGAGE
  - UOUS
  - ▁PICKED
  - ▁INTERACT
  - ▁MANAGED
  - VILLE
  - ▁SHORE
  - ▁AUDIO
  - ▁FAULT
  - ▁SOUTHERN
  - ▁TAIL
  - '04'
  - ▁ASSOCIATED
  - ▁INSTRUMENT
  - ▁PAIR
  - ▁WONDERING
  - ▁BOB
  - ▁SUFFICIENT
  - ▁ANXIOUS
  - ▁POETRY
  - ▁INVOLVE
  - ▁ARREST
  - ▁MINOR
  - ▁INSTAGRAM
  - ▁SMELL
  - ▁SCHEDULE
  - IEN
  - ▁URGE
  - ▁WRAP
  - ▁DESK
  - ▁WIL
  - ▁HASN
  - ▁TRANSPORT
  - ▁DOZEN
  - ▁RECOMMENDATION
  - ▁FOREVER
  - ▁FLASH
  - ▁BRANCH
  - ▁AGENT
  - CHAN
  - ▁FLIGHT
  - ▁REWARD
  - ▁ENABLE
  - ▁WHISPER
  - ▁BREAST
  - ▁DER
  - ▁MEAT
  - ▁SUGAR
  - ▁CAREFUL
  - ▁PHILOSOPHER
  - ▁MOBILE
  - ▁PIPE
  - ▁LEE
  - ▁PERSONALLY
  - ▁PLEASANT
  - ▁APPROVE
  - ▁TRAIL
  - ▁ENTERTAIN
  - ▁FACULTY
  - CAN
  - ▁ESTABLISHED
  - ▁MARRY
  - LON
  - ▁PRIME
  - ▁SHOE
  - OV
  - ▁CLOSER
  - RIA
  - ▁FIXED
  - ▁EARN
  - ▁PURCHASE
  - ▁TECHNIQUE
  - ▁JOINED
  - ▁SCRIPT
  - ▁SPOKEN
  - NEW
  - ▁REPORTED
  - ▁ADVANCED
  - ▁FARMER
  - ▁GOTTA
  - ▁LARGEST
  - ▁COMMITTED
  - ▁JEFF
  - CKER
  - ▁SUBMIT
  - ▁HIDE
  - ▁ACKNOWLEDGE
  - GATE
  - ▁SALT
  - ▁INSPIRE
  - ▁READER
  - ▁SYMPTOM
  - ▁ADAPT
  - ▁CAO
  - ▁SERVED
  - ▁INSTRUCTION
  - ▁DIVISION
  - ▁RELEASED
  - ▁GENETIC
  - ▁MISSING
  - ▁BOND
  - ANCY
  - ▁EGYPT
  - ▁EVOLUTION
  - Q
  - ▁FEE
  - ▁NURSE
  - ▁ADMIT
  - UNG
  - ▁PILL
  - ▁EXCHANGE
  - ▁HOPEFULLY
  - ▁INSTALL
  - ▁PHRASE
  - ▁EXPERIENCED
  - CLOCK
  - ▁CAREFULLY
  - ▁COLOUR
  - ▁LOVELY
  - ▁STUCK
  - ▁INSURANCE
  - ▁DEVELOPING
  - ▁TOWER
  - ▁SELLING
  - ▁DESERVE
  - ▁DIET
  - ▁PRIEST
  - ▁VARIETY
  - ▁RUSSIA
  - ▁MOUNT
  - ▁GRAY
  - ▁CORN
  - BASED
  - ▁GREEK
  - ▁STUDIO
  - ▁DESERT
  - ▁SENATOR
  - ▁VICE
  - ▁HIDDEN
  - ▁LIBERAL
  - ▁ACTIVITIES
  - ▁TRANSITION
  - ▁PHIL
  - ▁WHENEVER
  - ▁RESOLUTION
  - ▁ERROR
  - ▁INTRODUCE
  - ISON
  - ▁AGENCY
  - ▁RAP
  - ▁DYING
  - ▁TELEVISION
  - ▁GERMANY
  - ▁VOLUME
  - ▁NERVOUS
  - ▁NEIGHBOR
  - ▁ILLNESS
  - LOW
  - ▁WIRE
  - ▁MUSEUM
  - ▁TREATED
  - ▁HEIGHT
  - ▁PASSAGE
  - ▁WEARING
  - ▁NORTHERN
  - ▁COW
  - MINATION
  - ▁FLAG
  - ▁CUSTOMER
  - ▁DEMOCRACY
  - ▁PAINTING
  - RATED
  - WOOD
  - ▁RAM
  - ▁GAP
  - ▁LADIES
  - ▁JEWISH
  - ▁CONSCIOUS
  - FER
  - ▁MASK
  - ▁HUMANITY
  - ▁REMOVE
  - ▁CONFIRM
  - ▁PAL
  - ▁IMAGINATION
  - ▁ADAM
  - ▁JOURNALIST
  - RATING
  - ▁POLICIES
  - ▁PRIVILEGE
  - ▁STRIP
  - ▁DRAWN
  - ▁AFFECTED
  - ▁VIOLENT
  - ▁NUCLEAR
  - FIELD
  - ▁MERELY
  - ▁FORTUNE
  - ▁PALE
  - ▁ENCOUNTER
  - ▁INCIDENT
  - ▁ELI
  - ▁PRISONER
  - ▁LUCK
  - ▁JOINING
  - ▁PRESENTED
  - ▁MAGAZINE
  - ▁SUPREME
  - ▁NOBLE
  - ▁FANTASTIC
  - ▁CRACK
  - ▁HARDER
  - ▁LYING
  - ▁POSSESS
  - ▁CONFESS
  - ▁BEHAVIOUR
  - ▁OBAMA
  - ▁ESTATE
  - ▁SOLID
  - ▁EAGER
  - GGER
  - ▁PLATE
  - ▁TALENT
  - ▁SAVED
  - ▁JUDGMENT
  - ▁INTELLECTUAL
  - ▁OVERALL
  - ▁ELECTRIC
  - ▁COMMUNICATE
  - ▁ZONE
  - ▁EXPLAINED
  - ▁DICK
  - ▁EXPLANATION
  - ▁ANGER
  - ▁BEACH
  - ▁APPARENTLY
  - ▁ORIGIN
  - ▁FORGIVE
  - ▁COUSIN
  - ▁GOLDEN
  - ▁POSSIBILITY
  - ▁PERMIT
  - ▁PLEASED
  - ▁ALTERNATIVE
  - ▁AFTERWARDS
  - ▁CONSISTENT
  - ▁METAL
  - PU
  - ▁VALUABLE
  - ▁RANDOM
  - KO
  - ▁LITERATURE
  - ▁RESTAURANT
  - ▁CRITIC
  - ▁BAL
  - ▁SLATE
  - ▁LOGIC
  - ▁EMERGE
  - ▁FUCK
  - ▁RECORDING
  - ▁SUGGESTED
  - ▁COMPARED
  - ▁ALEX
  - ▁PEA
  - ▁RUIN
  - ▁RESOLVE
  - ▁DRIVEN
  - ▁CABIN
  - LESSLY
  - ▁NEURO
  - LIA
  - ▁OCCURRED
  - ▁POTENTIALLY
  - ▁OBTAIN
  - ▁MATH
  - ▁PROVIDER
  - ILLA
  - ▁CHAMBER
  - ▁DEFINITION
  - ▁LUNCH
  - ▁EXCUSE
  - ▁SWORD
  - ▁CLE
  - BURG
  - ▁CLOTH
  - '05'
  - ▁MARILLA
  - LAW
  - ▁CHART
  - ▁CONCLUSION
  - ▁FOOL
  - ▁HACK
  - ASE
  - ▁ROOF
  - ▁HONOUR
  - ▁TREMENDOUS
  - ETTE
  - ▁HIP
  - ▁UNUSUAL
  - ▁TRANSFER
  - ▁SNAP
  - TOWN
  - ▁CLOSELY
  - ▁EVA
  - ▁DEFENSE
  - ▁DELAY
  - ▁GENDER
  - ▁FIFTH
  - ▁PRA
  - ▁COAT
  - ▁DISTINGUISH
  - ▁REMOTE
  - ▁WH
  - PAN
  - ▁SYMBOL
  - ▁REPRESENTATIVE
  - ▁HENRY
  - ▁ALARM
  - GIE
  - ▁YU
  - ▁BLAME
  - ▁PERCEIVE
  - ▁DARKNESS
  - ▁RENT
  - ▁ROUTE
  - ▁ALTER
  - ▁ATTITUDE
  - ▁SCOTT
  - ▁ENVIRONMENTAL
  - ▁JANE
  - ▁EXCEPTION
  - ▁CLASSIC
  - ▁GENERATE
  - ▁CLIMB
  - ▁UPPER
  - ▁SHOOT
  - ▁BRAVE
  - ▁ORDINARY
  - ▁THERAPY
  - ▁PASSING
  - ▁LOSING
  - ▁PROOF
  - ▁THREW
  - ▁DISH
  - ▁ZO
  - ▁HOR
  - ▁DUST
  - ▁LECTURE
  - ▁TYPICALLY
  - ▁MINI
  - ▁SHEET
  - ▁LOOSE
  - ▁SECRETARY
  - ▁CONSERVATIVE
  - ▁FANCY
  - ▁FRIDAY
  - ▁DETECT
  - ▁WEEKEND
  - ▁THOMAS
  - ▁REMOVED
  - ▁VAL
  - ▁TENDER
  - ▁PRIDE
  - ▁LABEL
  - ▁REAR
  - ▁ESSENTIAL
  - ▁WISDOM
  - ▁NARRATIVE
  - FLOW
  - ▁ADJUST
  - ▁DOLLAR
  - ▁CHILDHOOD
  - ▁BOTTLE
  - ▁TRACE
  - ▁FUCKING
  - ▁BLOG
  - ▁DIFFICULTY
  - ▁KEN
  - LIST
  - ▁APARTMENT
  - ▁FOX
  - ▁CONVENTION
  - ▁FIN
  - ▁PLANE
  - ▁CYCLE
  - ▁PLENTY
  - ▁REJECT
  - ▁ENGAGEMENT
  - ▁CONSCIOUSNESS
  - ▁ATTORNEY
  - ▁FUEL
  - ▁MARTIN
  - ▁CONTAINER
  - ▁STATUS
  - ▁CLASSROOM
  - ▁REPEAT
  - ▁EXCELLENT
  - ▁LOUIS
  - LOCK
  - ▁LATTER
  - ▁PRINCIPAL
  - ▁RELATIVE
  - ▁CASH
  - ▁AUGUST
  - ▁SEC
  - ▁RAIL
  - ▁FAINT
  - ▁CHEMICAL
  - ▁CREW
  - ▁SLIGHT
  - ▁DOWNLOAD
  - ▁DOMESTIC
  - ▁BITTER
  - ▁BREAKFAST
  - ▁RELIEF
  - ▁CHEST
  - ▁PORTION
  - ▁IMPRESSION
  - ▁AWAKE
  - ▁DISTURB
  - ▁COVID
  - ▁OPERATE
  - ▁SAKE
  - ▁RENDER
  - ▁GOVERN
  - ▁ORGANIZE
  - ▁ACCEPTED
  - ▁KUBERNETES
  - ▁RICHARD
  - ▁GENTLEMEN
  - ▁CONFIDENT
  - ▁OL
  - ▁EVIDENT
  - ▁ESTIMATE
  - ▁ADDICT
  - COMING
  - ▁EXPECTATION
  - ▁KOREA
  - ▁SAMPLE
  - ▁DISTINCT
  - ▁INTENDED
  - ▁CHRIS
  - ▁ACCURATE
  - ▁CONTRIBUTE
  - ▁PARIS
  - ▁TONGUE
  - ▁PROPOSED
  - ▁APPLIED
  - ▁DISAGREE
  - ▁DYNAMIC
  - CAST
  - ▁EMERGENCY
  - ▁RESOURCE
  - ▁CANADA
  - ▁SCAN
  - ▁CARBON
  - ▁ALCOHOL
  - ▁DECLINE
  - ▁REGULATION
  - ▁PROVIDING
  - ▁PANDEMIC
  - ▁FLEE
  - ▁DECADE
  - ▁VIRTUE
  - ▁DECLARED
  - ▁TELE
  - ▁TEETH
  - TAKE
  - ▁MIC
  - ▁DRAMATIC
  - ▁AGENDA
  - ▁TIE
  - ▁CONCLUDE
  - ▁INSIGHT
  - ▁SHOOK
  - ▁SHU
  - ▁SECTOR
  - ▁KRISTA
  - ▁INDICATE
  - ▁ELDER
  - ▁ELIZABETH
  - ▁KIT
  - ▁SMOOTH
  - ▁ENJOYED
  - ▁BLANK
  - ▁EXISTING
  - ▁COMPETITION
  - ▁PROMISED
  - ▁LUC
  - ▁TECHNOLOGIES
  - ▁JI
  - ▁SAVING
  - ▁MAIL
  - ▁FLOOD
  - ▁MECHANISM
  - ▁REMARKABLE
  - ▁UNLIKE
  - ▁CONSIDERATION
  - ▁TREND
  - ▁STORAGE
  - ▁LATIN
  - ▁VEHICLE
  - STONE
  - ▁TAB
  - ▁FASCINATING
  - ▁COMBINE
  - ▁TRUCK
  - ▁RISING
  - ▁RELATIVELY
  - ▁TRIBE
  - ▁CELEBRATE
  - ▁DETERMINE
  - ▁MONO
  - ▁INTRODUCED
  - ▁ENTERPRISE
  - ▁ANNOUNCED
  - ▁DISCOVERY
  - ▁SINGING
  - ▁RESERVE
  - ▁TAP
  - ▁VESSEL
  - ▁FEEDBACK
  - ▁GLA
  - ▁ROBOT
  - ▁FORGOTTEN
  - ▁BRILLIANT
  - ▁GRATEFUL
  - ▁VOLUNTEER
  - ▁PROFILE
  - ▁RAY
  - ▁ADVISE
  - ▁INSIST
  - ▁CRASH
  - ▁DEEPER
  - ▁HIGHLIGHT
  - OCK
  - ▁RESTRICT
  - ▁DESPERATE
  - ▁STUPID
  - ▁PROFOUND
  - ▁LISTENERS
  - ▁NATURALLY
  - ▁FLYING
  - ▁LOAN
  - ▁REGIME
  - ▁SPONSOR
  - ▁MYSTERY
  - ▁DIANA
  - ▁CREATION
  - ▁CHARLES
  - ▁GHOST
  - ▁TEMPLE
  - ▁ENSURE
  - ▁UNFORTUNATELY
  - ▁PURSUE
  - ▁JAIL
  - ▁PRIZE
  - ▁PLEA
  - ▁TWENTIETH
  - ▁PITCH
  - ▁CAVE
  - ▁CONSENT
  - ▁DIRT
  - ▁LANDSCAPE
  - ▁RECALL
  - ▁TEXAS
  - ▁ENTREPRENEUR
  - ▁RABBI
  - APP
  - ▁WORSHIP
  - ▁PAYMENT
  - ▁PEER
  - ▁CRUEL
  - ▁ADVENTURE
  - ▁FACING
  - ▁PRETEND
  - ▁SURPRISING
  - ▁FALLEN
  - ▁PUSHED
  - ▁HAL
  - ▁POOL
  - ▁HORRIBLE
  - ▁PROMOTE
  - CRIB
  - ▁CONVERT
  - ▁THROWN
  - ▁REFUGE
  - ▁EFFICIENT
  - ▁LUCKY
  - STEIN
  - ▁CUL
  - ▁VIRGINIA
  - ▁ASSISTANCE
  - ▁REVENUE
  - ▁CORRESPOND
  - ▁CEASE
  - ▁FRIENDSHIP
  - ▁LOVING
  - ▁ABSOLUTE
  - ▁PRESERVE
  - ▁INTENSE
  - ▁SCHEME
  - ▁OBSERVATION
  - ▁MUSCLE
  - PATH
  - CAP
  - ▁MOTOR
  - ▁GUILTY
  - ▁WARNING
  - ▁PHASE
  - ▁EXHIBIT
  - ▁STIR
  - ▁PIG
  - ▁MIKE
  - ▁OBSERVED
  - ▁REPLY
  - ▁SPARK
  - ▁UNKNOWN
  - ▁HOOK
  - ▁STRING
  - STREAM
  - ▁MILE
  - ▁PROPERLY
  - FRIEND
  - ▁ROME
  - ▁REFUSED
  - ▁DEPTH
  - ▁GRAB
  - ▁MAID
  - NIE
  - ▁DASH
  - ▁SACRIFICE
  - ▁TRANSACTION
  - ▁REASONABLE
  - ▁EMPEROR
  - ▁POUR
  - ▁CLOCK
  - ▁WANDER
  - OGRAPHY
  - LONG
  - ▁BENEATH
  - ▁BOLD
  - POLI
  - ▁SETTLED
  - ▁SUGGESTION
  - ▁STUDIED
  - ▁SYDNEY
  - ▁INTERACTION
  - ▁REGISTER
  - ▁SCIENTIST
  - ▁SLASH
  - ▁FRAMEWORK
  - ▁FATE
  - ▁CHICKEN
  - ▁OBSERVE
  - ▁GENTLE
  - ▁PROPOSAL
  - ▁CAPABLE
  - ▁RELATE
  - ▁WAGE
  - ▁TALE
  - ▁INNOVATION
  - ▁REPORTER
  - ▁FORMAT
  - ▁TWIN
  - ▁PARLIAMENT
  - ▁COMMIT
  - ▁OPERATING
  - ▁EFFECTIVELY
  - ▁TRAP
  - RIDGE
  - ▁INPUT
  - ▁INTERVENTION
  - ▁CHICAGO
  - ▁DISTRIBUTE
  - ▁SHELTER
  - BOX
  - ▁STAKE
  - ▁BURST
  - ▁TIPPETT
  - ▁STEAL
  - ▁SHAKE
  - ▁DEFEAT
  - ▁DROVE
  - ▁EXCLAIMED
  - ▁RADICAL
  - ▁RESIST
  - ▁MAXIM
  - ▁TEMPERATURE
  - ▁IMPROVEMENT
  - ▁SPLIT
  - ▁BEAST
  - WORTH
  - ▁FREQUENTLY
  - ▁RAPIDLY
  - ▁CROWN
  - ▁SUICIDE
  - ▁ARCHITECTURE
  - ▁SCREAM
  - ▁SHOOTING
  - ▁CLINICAL
  - ▁EVOLVE
  - ▁BROOK
  - ▁ASSOCIATE
  - ▁ENEMIES
  - ▁STEAM
  - ▁PACKAGE
  - ▁LEAP
  - ▁TWEET
  - ▁VICTORIA
  - ▁MONDAY
  - ▁COMBINATION
  - ▁PROVISION
  - ▁ABANDON
  - ▁POSSESSION
  - ▁GER
  - ▁AFFECTION
  - ▁MOOD
  - ▁EXAMINE
  - ▁LATEST
  - ▁DNA
  - ▁JEWS
  - ▁CONSTRUCTION
  - ▁POVERTY
  - ▁AMENDMENT
  - ▁WEBINAR
  - ▁HOUSEHOLD
  - ▁FLIP
  - ▁ANNOUNCE
  - ▁EASTERN
  - ▁PAINFUL
  - ▁DESPITE
  - ▁INTERRUPT
  - ▁ASSIST
  - PHA
  - ▁DANIEL
  - ▁PRECISE
  - VIEW
  - ▁TEMPER
  - ▁HATH
  - ▁JOHNSON
  - ▁OWE
  - ▁DEVIL
  - ▁CLUSTER
  - ▁STRUGGLING
  - ▁STACK
  - ▁GRU
  - ▁CHEEK
  - ▁JUNE
  - ▁ALGORITHM
  - CEPTION
  - ▁TRIGGER
  - ▁SIGH
  - ▁BURDEN
  - BORN
  - ▁BOIL
  - ▁DESCEND
  - ▁GEO
  - ▁FORMULA
  - ▁PALACE
  - ▁EQUIPMENT
  - ▁RACIAL
  - ▁PHILIP
  - ▁IMMEDIATE
  - ▁EXPOSED
  - ▁DISASTER
  - ▁BRITAIN
  - ▁NEIGHBOUR
  - ▁INVITED
  - ▁SWIFT
  - ▁TIN
  - ▁LIBERTY
  - ▁CONSTRUCT
  - ▁HOPING
  - ▁ADVOCATE
  - ▁VICTORY
  - ▁PALM
  - ▁MIRROR
  - ▁TAPE
  - ▁PARTICIPATE
  - ▁HONESTLY
  - ▁MATT
  - ▁DECK
  - ▁COMMITMENT
  - ▁GAZE
  - ▁SYRIA
  - ▁EDUCATE
  - ▁RIP
  - ▁DISCIPLINE
  - ▁REGRET
  - ▁CONVINCED
  - ▁LABOUR
  - ▁SORROW
  - ▁PERSIST
  - ▁VOTING
  - ▁SPANISH
  - ▁ANNUAL
  - ▁MANIFEST
  - ▁FOUGHT
  - ▁CHOSE
  - ▁RELEVANT
  - ▁PLUG
  - ▁FLOAT
  - ▁VACCINE
  - ▁DISTRESS
  - ▁COOPER
  - ▁PROPHET
  - ▁BIDEN
  - ▁ALTOGETHER
  - ▁SUBSTANCE
  - ▁CHOSEN
  - ▁ASLEEP
  - ▁CLIP
  - ▁STEEL
  - ▁HORROR
  - GROUND
  - ▁TRIUMPH
  - ▁ANDREW
  - ▁CRAFT
  - ▁PACE
  - ▁FORMAL
  - '06'
  - ▁VENTURE
  - YEAR
  - ▁FLAME
  - ▁INITIATIVE
  - ▁WALES
  - ▁COMPASSION
  - ▁TERRITORY
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  - ▁WIDOW
  - ▁MATHEMATICS
  - ▁FOREHEAD
  - ▁ILLUSTRATE
  - ▁NEGRO
  - ▁CREEK
  - ▁CIRCUMSTANCE
  - ▁POWDER
  - ▁EMERGING
  - ▁SAUCE
  - ▁EXPANSION
  - ▁INTEGRATION
  - ▁LOBBY
  - ▁CONTROVERSIAL
  - ▁TEENAGER
  - ▁REVENGE
  - ▁DEPOSIT
  - ▁COUNTENANCE
  - ▁HARVEST
  - ▁ELEPHANT
  - ▁UNEMPLOYMENT
  - ▁PROSECUTOR
  - ▁SOCIETIES
  - ▁IGNORANCE
  - ▁MONKEY
  - ▁COMPLIMENT
  - ▁AFGHANISTAN
  - ▁ANALYZE
  - ▁RECKON
  - ▁CONTEMPORARY
  - ▁NURSING
  - ▁RITUAL
  - ▁CHARLIE
  - ▁WRECK
  - ▁EXHALE
  - ▁ARRAY
  - ▁SKETCH
  - ▁INDULGE
  - ▁MANUFACTURING
  - ▁SOPHISTICATED
  - ▁JUNIOR
  - ▁ACCORD
  - ▁BLEND
  - ▁DROWN
  - ▁MERRY
  - ▁CONSUMPTION
  - ▁MECHANICAL
  - ▁PEPPER
  - ▁COLORADO
  - ▁BOOST
  - ▁MANUSCRIPT
  - ▁CONVENIENT
  - ▁MOLECULE
  - ▁CALCULATION
  - ▁DOMINATE
  - ▁MONUMENT
  - ▁ACCUSTOMED
  - OLOGIES
  - ▁IMPROVING
  - ▁CRAWL
  - ▁BRAZIL
  - ▁ASSASSIN
  - ▁DIAGNOSIS
  - ▁DISABILITIES
  - ▁NINTH
  - ▁PREJUDICE
  - ▁ATLANTIC
  - ▁NONSENSE
  - ▁CHEMISTRY
  - ▁STATUE
  - ▁NEGOTIATION
  - ▁SATELLITE
  - ▁INTEGRITY
  - ▁DEPRESSED
  - ▁INCORPORATE
  - ▁CARPET
  - ▁DETERMINATION
  - ▁FEAST
  - ▁FROZEN
  - ▁KENNEDY
  - ▁ENLIGHTEN
  - ▁INEVITABLE
  - ▁TEMPLATE
  - SCHOOL
  - ▁ABORTION
  - ▁DELEGATE
  - KNOWN
  - ▁PRECEDE
  - ▁GOSPEL
  - ▁GALLERY
  - ▁MAGNIFICENT
  - ▁MEMORIAL
  - ▁SELDOM
  - ▁LEVERAGE
  - ▁RELIABLE
  - ▁NETFLIX
  - ▁UPSTAIRS
  - ▁ARBITR
  - '0000011'
  - ▁CONVERSION
  - ▁CAUTIOUS
  - ▁NAVIGATE
  - ▁FIGURING
  - ▁TRAGIC
  - ▁SPHERE
  - ▁FOSSIL
  - ▁EXPLOSION
  - ▁ENFORCE
  - ▁KELLY
  - ▁CHOOSING
  - ▁HEBREW
  - ▁OXFORD
  - ▁OFFENSIVE
  - ▁CEILING
  - ▁GLORIOUS
  - ▁BUZZ
  - ▁RHYTHM
  - ▁AGRICULTURE
  - ▁DISCRIMINATION
  - ▁EMPATHY
  - ▁ENCOURAGING
  - ▁ACCOMPANIED
  - ▁SKEPTIC
  - ▁JERRY
  - ▁CONSPIRACY
  - ▁BASKETBALL
  - ▁MODULE
  - ▁TACKLE
  - ▁DIABETES
  - ▁LUXURY
  - ▁CONGRATULATIONS
  - ▁IGNORANT
  - ▁PROHIBIT
  - ▁CATALOG
  - ▁EXAMINATION
  - ▁TUNNEL
  - ▁SEPARATION
  - ▁ZHANG
  - ▁PEARL
  - ▁SLEEVE
  - ▁MEXICAN
  - ▁AFFIRM
  - ▁PATRIOT
  - ▁INHERENT
  - ▁CONCENTRATION
  - ▁TRANSPARENT
  - ▁BARBARA
  - ▁EAGLE
  - ▁TERRIBLY
  - ▁CURRENCY
  - PIECE
  - ▁CRAP
  - ▁PENALTY
  - ▁QUANTUM
  - THINK
  - ▁HERITAGE
  - ▁ENTHUSIASM
  - ▁TRUNK
  - ▁SUSPICIOUS
  - ▁SCOTLAND
  - ▁QUANTITY
  - ▁THRESHOLD
  - ▁DELETE
  - ▁SAUDI
  - ▁HAWK
  - ▁PAKISTAN
  - ▁EARLIEST
  - ▁JURISDICTION
  - ▁CERTIFICATE
  - ▁GUITAR
  - ▁SENSIBLE
  - ▁RYAN
  - ▁ENVELOPE
  - ▁GLIMPSE
  - ▁FLEXIBLE
  - ▁IMPATIENT
  - ▁LEGISLATURE
  - ▁CORONA
  - '0000013'
  - ▁COMPELLED
  - ▁BULLETPROOF
  - ▁MAINTENANCE
  - ▁NEGOTIATE
  - ▁COMPREHENSIVE
  - ▁FREQUENCY
  - ▁PARTICIPATION
  - ▁WHISK
  - '0000017'
  - ▁TREMBLING
  - ▁VIRGIN
  - ▁OBSTACLE
  - ▁RESIDENCE
  - ▁VIVID
  - ▁DEMONSTRATION
  - ▁SNEAK
  - ▁PLUNGE
  - ▁EARTHQUAKE
  - ▁COINCIDE
  - ▁PHYSIO
  - ▁UNFAIR
  - ▁PENCIL
  - ▁DOMINANT
  - ▁OPTIMIZE
  - ▁PHILADELPHIA
  - ▁PROBABILITY
  - ▁ASSUMING
  - ▁JULIE
  - ▁SIGNIFICANCE
  - ▁ADEQUATE
  - ▁NEVERTHELESS
  - ▁STITCH
  - ▁ADMIRATION
  - ▁ROBUST
  - ▁OPERA
  - ▁SIGNATURE
  - ▁ILLUSION
  - ▁LEATHER
  - ▁COMPUTING
  - ▁ADMINISTRATOR
  - ▁EXCLUDE
  - 
  init: null
  input_size: null
  ctc_conf:
      ignore_nan_grad: true
  model_conf:
      ctc_weight: 0.3
      lsm_weight: 0.1
      length_normalized_loss: false
  use_preprocessor: true
  token_type: bpe
  bpemodel: data/en_token_list/bpe_unigram5000/bpe.model
  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: default
  frontend_conf:
      n_fft: 512
      hop_length: 256
      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: global_mvn
  normalize_conf:
      stats_file: exp/asr_stats_raw_en_bpe5000/train/feats_stats.npz
  preencoder: null
  preencoder_conf: {}
  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
  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: 0.9.8
  distributed: true

• LM config

  NONE