ESPnet2 pretrained model, Shinji Watanabe/spgispeech_asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe5000_valid.acc.ave, fs=16k, lang=en

This model was trained by Shinji Watanabe using spgispeech 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 ddd205f05e4a323a0aeb5cae81604a7bb5abfa45
  pip install -e .
  cd egs2/spgispeech/asr1
  ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/spgispeech_asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe5000_valid.acc.ave
  

• Results

  
  # RESULTS
  ## Environments
  - date: `Thu Mar  4 09:32:06 EST 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: `fde26e9b249045a76e6cf809c85f9ab7118c2028`
    - Commit date: `Thu Mar 4 09:06:55 2021 -0500`
  
  ## asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe5000
  ### WER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|95401|98.2|1.3|0.5|0.4|2.2|32.5|
  |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|946469|98.1|1.3|0.5|0.4|2.3|33.6|
  
  ### CER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|543236|99.4|0.2|0.4|0.3|0.9|32.5|
  |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|5393048|99.4|0.2|0.4|0.3|1.0|33.6|
  
  ### TER
  
  |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
  |---|---|---|---|---|---|---|---|---|
  |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|102933|98.0|1.2|0.7|0.4|2.4|32.5|
  |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|1022838|97.9|1.3|0.8|0.4|2.5|33.6|

• ASR config

  config: conf/tuning/train_asr_conformer6_n_fft512_hop_length256.yaml
  print_config: false
  log_level: INFO
  dry_run: false
  iterator_type: sequence
  output_dir: exp/asr_train_asr_conformer6_n_fft512_hop_length256_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: 46040
  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: 35
  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
  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_nodev/wav.scp
      - speech
      - sound
  -   - dump/raw/train_nodev/text
      - text
      - text
  valid_data_path_and_name_and_type:
  -   - dump/raw/dev_4k/wav.scp
      - speech
      - sound
  -   - dump/raw/dev_4k/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:
  - 
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  - ▁solutions
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  - ▁update
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  - ▁slide
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  - ▁shareholders
  - ▁prior
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  - ▁group
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  - ▁whether
  - ar
  - ▁understand
  - ▁expenses
  - ▁continuing
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  - ▁primarily
  - ▁amount
  - ch
  - ▁retail
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  - ▁questions
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  - ▁space
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  - ne
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  - ▁percentage
  - ▁contracts
  - ▁guys
  - ▁quickly
  - ▁channel
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  - ▁without
  - ▁leadership
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  - ▁o
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  - ▁generate
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  - ▁comes
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  - ▁color
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  - ▁play
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  - ▁regulatory
  - ▁forecast
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  - ▁relationships
  - tic
  - ▁stronger
  - ▁ive
  - ▁largest
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  - ▁thought
  - ▁
  - ▁form
  - ▁discussion
  - ▁develop
  - ▁goal
  - ▁20
  - ▁deals
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  - ▁60
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  - ▁translate
  - ▁winning
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  - ▁13
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  - ▁africa
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  - ▁latest
  - ▁origination
  - ▁learn
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  - ▁president
  - ▁absolute
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  - ▁owners
  - ▁western
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  - ▁conscious
  - ▁intelligent
  - ▁variance
  - ▁preserve
  - ▁attend
  - ▁collaborative
  - ▁association
  - ▁multifamily
  - ▁congress
  - ▁controlled
  - ▁missed
  - ▁acute
  - ▁enthusiastic
  - ▁resilience
  - ▁everywhere
  - ▁resort
  - ▁aviation
  - ▁rico
  - ▁surprising
  - ▁submitted
  - ▁omnichannel
  - ▁spirit
  - ▁sudden
  - ▁avenue
  - ▁array
  - ▁density
  - ▁outdoor
  - ▁calculated
  - build
  - power
  - ▁specialist
  - ▁consolidating
  - ▁breakdown
  - ▁optionalit
  - ▁rigorous
  - ▁predictions
  - ▁educate
  - ▁anchor
  - ▁proper
  - ▁advice
  - ▁novel
  - ▁nonrecurring
  - ▁subsidiary
  - ▁protein
  - ▁deem
  - ▁peter
  - ▁treasury
  - ▁inspection
  - ▁impression
  - ▁termination
  - ▁outperformance
  - ▁acceptable
  - ▁negotiation
  - ▁consumable
  - ▁discrete
  - ▁velocity
  - ▁throw
  - ▁emea
  - ▁accountability
  - ▁struggle
  - ▁empower
  - ▁loyal
  - ▁strip
  - ▁crisis
  - ▁geo
  - wise
  - ▁defend
  - ▁vital
  - ▁algorithm
  - ▁urgency
  - ▁pathway
  - ▁reposition
  - ▁analytic
  - ▁electrical
  - ▁pleasure
  - ▁proxy
  - ▁failure
  - ▁extreme
  - ▁blood
  - ▁derivative
  - ▁robotic
  - ▁certification
  - ▁accident
  - ▁impressed
  - ▁discretionary
  - stream
  - ▁dimension
  - ▁articulat
  - ▁recession
  - ▁triple
  - ▁stockholders
  - ▁silver
  - ▁frequently
  - ▁inclusion
  - ▁medicaid
  - ▁molecule
  - ▁glass
  - ▁vegas
  - product
  - ▁authority
  - ▁reinvestment
  - ▁jv
  - ▁upgrading
  - equ
  - ▁spoken
  - ▁sku
  - ▁engineers
  - ▁eagle
  - ▁jersey
  - ▁exposed
  - ▁unexpected
  - ▁unfold
  - ▁agility
  - ▁bestinclass
  - ▁sweet
  - ▁alongside
  - ▁society
  - ▁worry
  - ▁comparing
  - ▁studio
  - ▁granular
  - ▁keen
  - ▁alberta
  - ▁breakeven
  - ▁christmas
  - ▁goforward
  - ▁twice
  - ▁workflow
  - ▁imaging
  - ▁scan
  - ▁perception
  - ▁grand
  - ▁authorization
  - ▁concrete
  - ▁receipt
  - ▁absence
  - ▁australian
  - ▁radi
  - ▁comparative
  - ▁negotiating
  - ▁nutrition
  - ▁replacing
  - ▁guiding
  - ▁stretch
  - ▁underscore
  - ▁apartment
  - ▁younger
  - ▁collateral
  - ▁script
  - ▁resume
  - ▁plastic
  - ▁turkey
  - ware
  - ▁dilution
  - ▁anniversary
  - ▁phil
  - ▁computing
  - ▁substitute
  - ▁river
  - ▁disappointing
  - ▁specialized
  - '50'
  - ▁determination
  - ▁powder
  - ▁oncology
  - ▁japanese
  - ▁imply
  - ▁rationalization
  - ▁finalize
  - ▁preclinical
  - ▁undertaking
  - ▁register
  - ▁hospitality
  - ▁thrilled
  - ▁valley
  - ▁secular
  - ▁music
  - ▁cultural
  - ▁holistic
  - ▁lowcost
  - ▁hurt
  - ▁outsourcing
  - ▁adult
  - ▁invite
  - ▁reorganization
  - ▁unified
  - ▁reservoir
  - ▁motion
  - ▁glad
  - ▁visual
  - ▁regime
  - ▁theater
  - ▁academic
  - ▁concentrate
  - ▁cancellation
  - ▁diluted
  - ▁inorganic
  - ▁deleveraging
  - ▁french
  - ▁bolster
  - ▁simplification
  - ▁writing
  - ▁headquarters
  - ▁submit
  - ▁resonate
  - ▁midwest
  - ▁university
  - ▁brokerage
  - plus
  - ▁relevance
  - ▁text
  - ▁boston
  - ▁practical
  - ▁midst
  - ▁max
  - ▁nobody
  - ▁intangible
  - ▁snow
  - ▁bankruptcy
  - ▁overlap
  - ▁doug
  - ▁modernization
  - ▁cargo
  - ▁wallet
  - ▁merit
  - ▁revolving
  - ▁aluminum
  - ▁stabilizing
  - ▁recommend
  - ▁procedure
  - ▁immune
  - ▁valid
  - ▁restore
  - ▁coffee
  - ▁arrive
  - ▁reconcile
  - performance
  - ▁referral
  - '20'
  - ▁children
  - ▁geographically
  - ▁accretion
  - ▁reversal
  - ▁tissue
  - ▁tomorrow
  - ▁nimble
  - ▁uplift
  - ▁nevertheless
  - ▁revolver
  - ▁willingness
  - ▁convenient
  - ▁deterioration
  - ▁contingent
  - ▁parameters
  - ▁pursuit
  - ▁cyber
  - '95'
  - ▁root
  - ▁costeffective
  - ▁lumber
  - ▁singapore
  - ▁arpu
  - ▁gift
  - ▁fail
  - ▁borrowers
  - ▁town
  - ▁convertible
  - ▁journal
  - ▁fish
  - charge
  - ▁temperature
  - ▁character
  - ▁modification
  - ▁ocean
  - ▁suspect
  - ▁possibilities
  - ▁flood
  - ▁solely
  - ▁brazilian
  - ▁experiment
  - ▁colorado
  - ▁foresee
  - quartertoquarter
  - ▁inefficienc
  - ▁notwithstanding
  - ▁spike
  - ▁transit
  - ▁interconnect
  - ▁analyzing
  - ▁qualify
  - ▁banner
  - ▁maturit
  - growth
  - ▁eliminating
  - ▁retire
  - ▁virginia
  - ▁accuracy
  - ▁redemption
  - ▁recruitment
  - ▁click
  - ▁guidelines
  - ▁restrictions
  - ▁broadbased
  - ▁continent
  - ▁grocery
  - ▁additive
  - ▁chunk
  - ▁formulation
  - ▁intervention
  - ▁hence
  - ▁silicon
  - ▁unprecedented
  - ▁expire
  - ▁kids
  - ▁apparent
  - ▁stories
  - ▁poised
  - ▁anymore
  - ▁redesign
  - ▁hawaii
  - ▁likelihood
  - ▁gotomarket
  - ▁plate
  - ▁aspiration
  - ▁correlation
  - ▁qualification
  - ▁underwrite
  - ▁engineered
  - ▁consequently
  - ▁craft
  - ▁foremost
  - ▁consent
  - ▁colombia
  - ▁tactical
  - ▁forget
  - ▁eric
  - ▁permitting
  - ▁healthier
  - force
  - ▁mechanical
  - ▁poland
  - ▁realignment
  - ▁refinery
  - ▁replicate
  - ▁outpace
  - ▁chairman
  - ▁doubling
  - contract
  - ▁generator
  - ▁rick
  - ▁appliance
  - ▁contrast
  - ▁candidate
  - efficient
  - ▁ontario
  - ▁saving
  - ▁borrow
  - ▁proving
  - ▁friday
  - ▁photo
  - ▁assistance
  - ▁worried
  - ▁judge
  - ▁refund
  - ▁hundred
  - ▁embark
  - ▁ultra
  - ▁greenfield
  - ▁consensus
  - ▁accessories
  - ▁flagship
  - ▁entrepreneur
  - ▁diamond
  - ▁expiration
  - ▁forefront
  - ▁venue
  - ▁default
  - ▁placing
  - ▁choosing
  - ▁fluctuate
  - ▁attendance
  - ▁hike
  - ▁dallas
  - ▁fragmented
  - ▁classified
  - ▁optical
  - ▁revolution
  - ▁institution
  - ▁chronic
  - ▁conviction
  - ▁demonstration
  - ▁overwhelm
  - ▁struggling
  - ▁sky
  - ▁broken
  - ▁decreasing
  - ▁sweden
  - turn
  - ▁heightened
  - ▁pennsylvania
  - ▁intake
  - ▁genetic
  - mobile
  - ▁crystal
  - ▁reaffirm
  - ▁regulator
  - ▁transact
  - ▁dropped
  - ▁advertise
  - ▁decelerat
  - ▁unsecure
  - ▁worst
  - ▁perpetual
  - ▁trouble
  - ▁gather
  - ▁walmart
  - ▁accrue
  - ▁pulp
  - ▁caught
  - ological
  - ▁uptake
  - ▁furniture
  - ▁pronounced
  - '10'
  - ▁ohio
  - ▁quantity
  - ▁routine
  - ▁mindset
  - ▁resonat
  - ▁severity
  - ▁debate
  - modal
  - ▁diminish
  - ▁riskadjusted
  - ▁shutdown
  - ▁initiate
  - ▁circuit
  - ▁coach
  - ▁muted
  - ▁autonomous
  - ▁flip
  - ▁mistake
  - ▁slate
  - ▁ambitious
  - ▁dispute
  - ▁probability
  - ▁residents
  - ▁residual
  - ▁border
  - ▁grain
  - ▁upsell
  - bank
  - ▁cluster
  - ▁equities
  - ▁simplified
  - ▁agricultural
  - ▁grateful
  - ▁harvey
  - ▁microsoft
  - ▁intact
  - ▁communicating
  - ▁annuity
  - ▁calculate
  - ▁authentic
  - spec
  - ▁requiring
  - ▁surplus
  - ▁instant
  - ▁allocating
  - ▁facebook
  - ▁universal
  - ▁witness
  - ▁jason
  - ▁teleconference
  - ▁expert
  - ▁coupon
  - ▁ancillary
  - ▁civil
  - ▁garden
  - ▁restart
  - ▁illinois
  - ▁emissions
  - ▁impossible
  - ▁chapter
  - ▁premise
  - ▁baked
  - ▁elevate
  - ▁filter
  - ivity
  - ▁perceive
  - ▁nursing
  - ▁realign
  - ▁distinguish
  - ▁refocus
  - ▁friction
  - ▁crack
  - ▁royalties
  - ▁college
  - ▁longstanding
  - ▁overnight
  - ▁incumbent
  - ▁endtoend
  - ▁snap
  - ▁millennial
  - ▁manifest
  - ▁regain
  - ▁rebate
  - ▁dining
  - ▁imperative
  - sphere
  - ▁tenure
  - ▁indonesia
  - ▁promoting
  - ▁transcript
  - ▁principle
  - ▁bottle
  - ▁flag
  - ▁atlantic
  - ▁diligent
  - ▁phoenix
  - ▁instruct
  - ▁neuro
  - ▁george
  - ▁prescribe
  - ▁heritage
  - ▁accrual
  - ▁nationwide
  - ▁replenish
  - ▁article
  - ▁british
  - ▁stepped
  - ▁appointment
  - ▁dominant
  - ▁zealand
  - free
  - '00000'
  - ▁advisor
  - ▁delinquenc
  - ▁speculate
  - ▁inspire
  - ▁envision
  - ▁affordabilit
  - ▁crucial
  - ▁secret
  - ▁integral
  - ▁landlord
  - ▁streamlining
  - ▁modify
  - ▁quota
  - ▁province
  - ▁isolation
  - ▁beach
  - ▁albeit
  - ▁disaster
  - ▁entrant
  - ▁erosion
  - ▁relied
  - ▁elimination
  - ▁republic
  - ▁logistic
  - ▁opposite
  - ▁signature
  - ▁decisionmaking
  - ▁midsingle
  - mitted
  - ▁privilege
  - ▁shortfall
  - ▁correlate
  - ▁frozen
  - ▁ordinary
  - ▁omni
  - ▁neighborhood
  - ▁implies
  - ▁curtail
  - ▁charging
  - ▁institute
  - ▁patience
  - ▁temporarily
  - ▁systematic
  - ▁argue
  - ▁eligible
  - ▁leisure
  - ▁reception
  - ▁implant
  - ▁atlanta
  - ▁northwest
  - ▁vacation
  - ▁minus
  - realized
  - ▁exploit
  - ▁differentiating
  - ▁sugar
  - ▁premature
  - ▁thrive
  - ▁fraud
  - ▁revpar
  - ▁flash
  - ▁revisit
  - ▁lumpi
  - ▁endeavor
  - ▁mountain
  - ▁securitization
  - ▁dental
  - ▁convention
  - ▁highermargin
  - ▁skew
  - ▁bandwidth
  - ▁catastrophe
  - ▁netherlands
  - ▁midterm
  - specific
  - ▁taste
  - ▁dairy
  - ▁eager
  - ▁liberty
  - ▁oklahoma
  - ▁phasing
  - ▁accumulate
  - ▁unemployment
  - ▁softening
  - ▁depressed
  - ▁airplane
  - ▁prevail
  - ▁analog
  - ▁footwear
  - ▁terminate
  - ▁arizona
  - abilities
  - ▁pioneer
  - ▁cancel
  - ▁agriculture
  - ▁thermal
  - ▁composite
  - ▁argument
  - ▁wellpositioned
  - ▁medication
  - ▁neither
  - ▁excuse
  - ▁qualitative
  - ▁concert
  - ▁determining
  - ▁michigan
  - ▁mirror
  - ▁thereafter
  - ▁manual
  - ▁applies
  - ▁horizontal
  - ▁prepaid
  - ▁repricing
  - ▁indicating
  - ▁queue
  - ▁observe
  - ▁amended
  - weight
  - ▁encounter
  - ▁inhibitor
  - ▁meanwhile
  - ▁toronto
  - ▁inclusive
  - ▁stopped
  - ▁robert
  - ▁concluding
  - ▁configuration
  - ▁pleasant
  - ▁cook
  - ▁clarification
  - ▁buffer
  - ▁relocation
  - ▁parcel
  - ▁convey
  - ▁showcase
  - ▁severance
  - ▁inbound
  - ▁inquiries
  - ▁trailing
  - ▁drink
  - ▁snack
  - ▁chemistry
  - ▁energized
  - ▁removing
  - ▁modified
  - ▁circle
  - ▁kitchen
  - ▁vacancy
  - ▁plug
  - ▁southwest
  - ▁steep
  - ▁illustrat
  - ▁scheduling
  - ▁celebrate
  - ▁diabetes
  - ▁alpha
  - ▁frequent
  - ▁achievable
  - ▁molecular
  - ▁bounce
  - ▁quiet
  - ▁cumulative
  - ▁capacities
  - ▁bolton
  - ▁comparability
  - ▁phenomenon
  - ▁steward
  - ▁reseller
  - ▁pertain
  - ▁resiliency
  - ▁awful
  - ▁shoot
  - ▁clinicians
  - ▁measuring
  - ▁pleasing
  - ▁maturing
  - ▁prototype
  - ▁survival
  - ▁rural
  - ▁heavier
  - ▁immuno
  - ▁universe
  - ▁louisiana
  - ▁marketleading
  - ▁weakening
  - ▁somehow
  - ▁credibility
  - ▁battle
  - ▁declare
  - ▁involving
  - ▁columbia
  - ▁ounces
  - ▁significance
  - ▁compromise
  - ▁feasibility
  - ▁mexican
  - ▁tobacco
  - ▁england
  - ▁chicken
  - ▁archive
  - ▁gauge
  - ▁ought
  - ▁enforcement
  - ▁remediation
  - ▁relaunch
  - ▁dictate
  - ▁legislative
  - ▁modular
  - ▁cushion
  - ▁voluntary
  - demand
  - ▁distress
  - ▁quantitative
  - ▁releasing
  - ▁statutory
  - ▁roadmap
  - ▁ryan
  - ▁mortality
  - ▁scratch
  - ▁syndicate
  - ▁turbine
  - ▁breast
  - ▁james
  - ▁absent
  - ▁crm
  - ▁discontinu
  - ▁milk
  - ▁missouri
  - ▁salaries
  - ▁concurrent
  - ▁coordinate
  - ▁tonnage
  - ▁automatically
  - ▁catalog
  - ▁martin
  - ▁minnesota
  - ▁deficit
  - ▁reorganiz
  - responsibilities
  - ▁multinational
  - ▁opioid
  - ▁salespeople
  - ▁distance
  - thanexpected
  - ▁compliant
  - ▁dilutive
  - ▁proximity
  - ▁zero
  - ▁tuckin
  - ▁incorporating
  - ▁migrating
  - ▁mediumterm
  - ▁undergoing
  - ▁scalabilit
  - ▁geopolitical
  - ▁uniform
  - ▁solving
  - ▁intermediate
  - ▁angeles
  - ▁saudi
  - ▁stimulate
  - ▁nominal
  - ▁midteens
  - ▁speculation
  - ▁freedom
  - iconic
  - ▁distraction
  - ▁shock
  - ▁describing
  - ▁jewelry
  - ▁sleep
  - ▁squeeze
  - ▁gasoline
  - ▁refurbish
  - ▁unmatch
  - ▁golf
  - ▁associate
  - ▁removal
  - ▁wheel
  - ▁interior
  - ▁noninterest
  - ▁prohibit
  - ▁finaliz
  - ▁consultation
  - ▁kansas
  - 
  init: null
  input_size: null
  ctc_conf:
      dropout_rate: 0.0
      ctc_type: builtin
      reduce: true
      ignore_nan_grad: false
  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: 0.9.7
  distributed: true

• LM config

  config: conf/train_lm.yaml
  print_config: false
  log_level: INFO
  dry_run: false
  iterator_type: sequence
  output_dir: exp/lm_train_lm_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: 55073
  dist_launcher: null
  multiprocessing_distributed: true
  cudnn_enabled: true
  cudnn_benchmark: false
  cudnn_deterministic: true
  collect_stats: false
  write_collected_feats: false
  max_epoch: 40
  patience: 3
  val_scheduler_criterion:
  - valid
  - loss
  early_stopping_criterion:
  - valid
  - loss
  - min
  best_model_criterion:
  -   - valid
      - loss
      - min
  keep_nbest_models: 1
  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
  unused_parameters: false
  use_tensorboard: true
  use_wandb: false
  wandb_project: null
  wandb_id: null
  pretrain_path: null
  init_param: []
  freeze_param: []
  num_iters_per_epoch: null
  batch_size: 256
  valid_batch_size: null
  batch_bins: 1000000
  valid_batch_bins: null
  train_shape_file:
  - exp/lm_stats_en_bpe5000/train/text_shape.bpe
  valid_shape_file:
  - exp/lm_stats_en_bpe5000/valid/text_shape.bpe
  batch_type: folded
  valid_batch_type: null
  fold_length:
  - 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/lm_train.txt
      - text
      - text
  valid_data_path_and_name_and_type:
  -   - dump/raw/dev_4k/text
      - text
      - text
  allow_variable_data_keys: false
  max_cache_size: 0.0
  max_cache_fd: 32
  valid_max_cache_size: null
  optim: sgd
  optim_conf: {}
  scheduler: null
  scheduler_conf: {}
  token_list:
  - 
  - 
  - ▁the
  - ▁to
  - ▁and
  - ▁of
  - ▁we
  - ▁in
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  - ▁possibilities
  - ▁flood
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  - ▁apparent
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  - ▁anymore
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  - ▁hawaii
  - ▁likelihood
  - ▁gotomarket
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  - ▁aspiration
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  - ▁refinery
  - ▁replicate
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  - ▁overwhelm
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  - ▁simplified
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  - ▁annuity
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  - ▁instant
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  - ▁facebook
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  - ▁teleconference
  - ▁expert
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  - ▁netherlands
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  - ▁taste
  - ▁dairy
  - ▁eager
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  - ▁oklahoma
  - ▁phasing
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  - ▁arizona
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  - ▁qualitative
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  - ▁michigan
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  - ▁thereafter
  - ▁manual
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  - ▁horizontal
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  - weight
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  - ▁inclusive
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  - ▁robert
  - ▁concluding
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  - ▁pleasant
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  - ▁convey
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  - ▁inbound
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  - ▁drink
  - ▁snack
  - ▁chemistry
  - ▁energized
  - ▁removing
  - ▁modified
  - ▁circle
  - ▁kitchen
  - ▁vacancy
  - ▁plug
  - ▁southwest
  - ▁steep
  - ▁illustrat
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  - ▁celebrate
  - ▁diabetes
  - ▁alpha
  - ▁frequent
  - ▁achievable
  - ▁molecular
  - ▁bounce
  - ▁quiet
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  - ▁comparability
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  - ▁steward
  - ▁reseller
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  - ▁resiliency
  - ▁awful
  - ▁shoot
  - ▁clinicians
  - ▁measuring
  - ▁pleasing
  - ▁maturing
  - ▁prototype
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  - ▁rural
  - ▁heavier
  - ▁immuno
  - ▁universe
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  - ▁marketleading
  - ▁weakening
  - ▁somehow
  - ▁credibility
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  - ▁significance
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  - ▁england
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  - ▁archive
  - ▁gauge
  - ▁ought
  - ▁enforcement
  - ▁remediation
  - ▁relaunch
  - ▁dictate
  - ▁legislative
  - ▁modular
  - ▁cushion
  - ▁voluntary
  - demand
  - ▁distress
  - ▁quantitative
  - ▁releasing
  - ▁statutory
  - ▁roadmap
  - ▁ryan
  - ▁mortality
  - ▁scratch
  - ▁syndicate
  - ▁turbine
  - ▁breast
  - ▁james
  - ▁absent
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  - ▁discontinu
  - ▁milk
  - ▁missouri
  - ▁salaries
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  - ▁coordinate
  - ▁tonnage
  - ▁automatically
  - ▁catalog
  - ▁martin
  - ▁minnesota
  - ▁deficit
  - ▁reorganiz
  - responsibilities
  - ▁multinational
  - ▁opioid
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  - ▁distance
  - thanexpected
  - ▁compliant
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  - ▁proximity
  - ▁zero
  - ▁tuckin
  - ▁incorporating
  - ▁migrating
  - ▁mediumterm
  - ▁undergoing
  - ▁scalabilit
  - ▁geopolitical
  - ▁uniform
  - ▁solving
  - ▁intermediate
  - ▁angeles
  - ▁saudi
  - ▁stimulate
  - ▁nominal
  - ▁midteens
  - ▁speculation
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  - iconic
  - ▁distraction
  - ▁shock
  - ▁describing
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  - ▁gasoline
  - ▁refurbish
  - ▁unmatch
  - ▁golf
  - ▁associate
  - ▁removal
  - ▁wheel
  - ▁interior
  - ▁noninterest
  - ▁prohibit
  - ▁finaliz
  - ▁consultation
  - ▁kansas
  - 
  init: null
  model_conf:
      ignore_id: 0
  use_preprocessor: true
  token_type: bpe
  bpemodel: data/en_token_list/bpe_unigram5000/bpe.model
  non_linguistic_symbols: null
  cleaner: null
  g2p: null
  lm: seq_rnn
  lm_conf:
      rnn_type: lstm
      nlayers: 2
      unit: 2024
  required:
  - output_dir
  - token_list
  version: 0.9.7
  distributed: true