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236a1657485f406c94cab962265e3f6c_tokenizer.vocab

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+instead
+affect
+zero
+available
+team
+application
+separate
+absolutely
+christ
+##ization
+europe
+budget
+damage
+myself
+private
+figure
+provision
+collect
+similar
+regulation
+approach
+themselves
+construct
+petition
+material
+improve
+york
+parliament
+broad
+companies
+nature
+piece
+threat
+energy
+behind
+significant
+response
+definitely
+guide
+beyond
+amendment
+measure
+criminal
+original
+brother
+impact
+##q

model_config.yaml

@@ -0,0 +1,3276 @@
+sample_rate: 16000
+compute_eval_loss: false
+log_prediction: true
+model_defaults:
+  enc_hidden: 512
+  pred_hidden: 640
+  joint_hidden: 640
+train_ds:
+  manifest_filepath:
+  - - /raid/local//bucket1/tarred_audio_manifest.json
+  - - /raid/local//bucket2/tarred_audio_manifest.json
+  - - /raid/local//bucket3/tarred_audio_manifest.json
+  - - /raid/local//bucket4/tarred_audio_manifest.json
+  - - /raid/local//bucket5/tarred_audio_manifest.json
+  - - /raid/local//bucket6/tarred_audio_manifest.json
+  - - /raid/local//bucket7/tarred_audio_manifest.json
+  - - /raid/local//bucket8/tarred_audio_manifest.json
+  sample_rate: 16000
+  batch_size: 1
+  shuffle: true
+  num_workers: 4
+  pin_memory: true
+  use_start_end_token: false
+  trim_silence: false
+  max_duration: 25
+  min_duration: 0.1
+  is_tarred: true
+  tarred_audio_filepaths:
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket1/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket2/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket3/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket4/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket5/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket6/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket7/audio__OP_0..8191_CL_.tar
+  - - /data2/nemo_asr/nemo_asr_set_3.0//bucket8/audio__OP_0..8191_CL_.tar
+  shuffle_n: 2048
+  bucketing_strategy: fully_randomized
+  bucketing_batch_size:
+  - 72
+  - 64
+  - 56
+  - 48
+  - 40
+  - 32
+  - 24
+  - 16
+validation_ds:
+  manifest_filepath:
+  - /manifests/librispeech/librivox-dev-other.json
+  - /manifests/librispeech/librivox-dev-clean.json
+  - /manifests/librispeech/librivox-test-other.json
+  - /manifests/librispeech/librivox-test-clean.json
+  sample_rate: 16000
+  batch_size: 16
+  shuffle: false
+  num_workers: 8
+  pin_memory: true
+  use_start_end_token: false
+test_ds:
+  manifest_filepath:
+  - /manifests/librispeech/librivox-dev-other.json
+  - /manifests/librispeech/librivox-dev-clean.json
+  - /manifests/librispeech/librivox-test-other.json
+  - /manifests/librispeech/librivox-test-clean.json
+  sample_rate: 16000
+  batch_size: 16
+  shuffle: false
+  num_workers: 8
+  pin_memory: true
+  use_start_end_token: false
+tokenizer:
+  dir: /tokenizers/NeMo_ASR_SET/English/asr_set_3.0/tokenizer_spe_unigram_v1024/
+  type: bpe
+  model_path: nemo:2503ec8f45bf4a04b852c0b302a973e8_tokenizer.model
+  vocab_path: nemo:a4398a6af7324038a05d5930e49f4cf2_vocab.txt
+  spe_tokenizer_vocab: nemo:236a1657485f406c94cab962265e3f6c_tokenizer.vocab
+preprocessor:
+  _target_: nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor
+  sample_rate: 16000
+  normalize: NA
+  window_size: 0.025
+  window_stride: 0.01
+  window: hann
+  features: 80
+  n_fft: 512
+  frame_splicing: 1
+  dither: 1.0e-05
+  pad_to: 0
+spec_augment:
+  _target_: nemo.collections.asr.modules.SpectrogramAugmentation
+  freq_masks: 2
+  time_masks: 10
+  freq_width: 27
+  time_width: 0.05
+encoder:
+  _target_: nemo.collections.asr.modules.ConformerEncoder
+  feat_in: 80
+  feat_out: -1
+  n_layers: 17
+  d_model: 512
+  subsampling: dw_striding
+  subsampling_factor: 8
+  subsampling_conv_channels: 256
+  causal_downsampling: true
+  reduction: null
+  reduction_position: null
+  reduction_factor: 1
+  ff_expansion_factor: 4
+  self_attention_model: rel_pos
+  n_heads: 8
+  att_context_size:
+  - - 70
+    - 13
+  - - 70
+    - 6
+  - - 70
+    - 1
+  - - 70
+    - 0
+  att_context_style: chunked_limited
+  xscaling: true
+  untie_biases: true
+  pos_emb_max_len: 5000
+  conv_kernel_size: 9
+  conv_norm_type: layer_norm
+  conv_context_size: causal
+  dropout: 0.1
+  dropout_pre_encoder: 0.1
+  dropout_emb: 0.0
+  dropout_att: 0.1
+decoder:
+  _target_: nemo.collections.asr.modules.RNNTDecoder
+  normalization_mode: null
+  random_state_sampling: false
+  blank_as_pad: true
+  prednet:
+    pred_hidden: 640
+    pred_rnn_layers: 1
+    t_max: null
+    dropout: 0.2
+  vocab_size: 1024
+joint:
+  _target_: nemo.collections.asr.modules.RNNTJoint
+  log_softmax: null
+  preserve_memory: false
+  fuse_loss_wer: true
+  fused_batch_size: 2
+  jointnet:
+    joint_hidden: 640
+    activation: relu
+    dropout: 0.2
+    encoder_hidden: 512
+    pred_hidden: 640
+  num_classes: 1024
+  vocabulary:
+  - <unk>
+  - s
+  - ▁the
+  - ▁a
+  - t
+  - ▁to
+  - ▁and
+  - ▁that
+  - ''''
+  - ▁of
+  - ▁i
+  - ▁in
+  - d
+  - ed
+  - ing
+  - ▁it
+  - ▁you
+  - 'n'
+  - e
+  - ▁is
+  - 'y'
+  - er
+  - ▁for
+  - m
+  - ▁was
+  - ▁we
+  - re
+  - ly
+  - r
+  - ▁he
+  - ▁s
+  - ▁be
+  - c
+  - ▁this
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+  - ▁on
+  - ▁have
+  - g
+  - a
+  - ▁not
+  - or
+  - p
+  - ▁they
+  - ▁with
+  - o
+  - al
+  - ▁but
+  - ▁c
+  - ▁are
+  - ▁re
+  - ▁there
+  - ar
+  - b
+  - l
+  - le
+  - ▁know
+  - ▁as
+  - in
+  - u
+  - ▁what
+  - ▁do
+  - ▁or
+  - ▁
+  - ▁at
+  - ation
+  - w
+  - ll
+  - f
+  - ▁one
+  - ��e
+  - ▁f
+  - ri
+  - ▁if
+  - ▁b
+  - ent
+  - ▁all
+  - ▁de
+  - ▁can
+  - it
+  - ▁would
+  - ▁me
+  - il
+  - ▁like
+  - ▁an
+  - ce
+  - ▁no
+  - ▁t
+  - ment
+  - i
+  - ve
+  - k
+  - ▁from
+  - ▁just
+  - ▁by
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+  - ▁had
+  - ion
+  - ▁think
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+  - ch
+  - 'on'
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+  - th
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+  - en
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+  - ity
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+  - nd
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+  - ▁those
+  - ▁ho
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+  - ect
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+  - ▁m
+  - ut
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+  - ▁into
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+  - ▁take
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+  - ▁only
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+  - one
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+  - co
+  - ▁com
+  - ▁man
+  - ta
+  - ▁good
+  - ated
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+  - ▁first
+  - ▁mr
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+  - ▁dr
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+  - ▁k
+  - ci
+  - ▁app
+  - um
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+  - ▁exp
+  - ▁under
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+  - po
+  - ight
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+  - est
+  - mp
+  - ▁okay
+  - ine
+  - ti
+  - mo
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+  - ▁come
+  - ▁day
+  - ▁oh
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+  - at
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+  - ▁than
+  - ▁pri
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+  - ▁tra
+  - ish
+  - ical
+  - ▁something
+  - iv
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+  - ▁may
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+  - ▁act
+  - ▁got
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+  - ▁through
+  - ful
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+  - ▁hundred
+  - om
+  - man
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+  - ual
+  - ▁kind
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+  - ting
+  - ▁things
+  - ell
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+  - pe
+  - ard
+  - he
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+  - ▁year
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+  - ▁reason
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+  - ca
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+  - ▁same
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+  - ie
+  - ach
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+  - ▁again
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+  - ▁claim
+  - ▁op
+  - ugh
+  - ▁show
+  - tic
+  - ial
+  - ▁still
+  - ▁government
+  - ok
+  - ▁th
+  - ▁long
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+  - ▁being
+  - ▁plan
+  - ▁own
+  - am
+  - ian
+  - ▁evidence
+  - ot
+  - mb
+  - ▁most
+  - ▁ru
+  - mit
+  - ▁thank
+  - ious
+  - ▁person
+  - em
+  - ▁use
+  - na
+  - ▁sha
+  - ▁r
+  - ▁believe
+  - mi
+  - ▁school
+  - ▁record
+  - ition
+  - ▁imp
+  - ound
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+  - 'no'
+  - ▁cha
+  - ite
+  - ▁clear
+  - ▁help
+  - dic
+  - ea
+  - ▁high
+  - ▁judge
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+  - go
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+  - ▁both
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+  - ▁found
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+  - ▁pay
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+  - ▁another
+  - for
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+  - lic
+  - ▁number
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+  - ens
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+  - port
+  - ▁fun
+  - ▁h
+  - ▁term
+  - ▁end
+  - rr
+  - ▁must
+  - ▁home
+  - ▁hu
+  - ▁wi
+  - side
+  - ▁certain
+  - ▁name
+  - ▁understand
+  - ▁money
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+  - ▁interest
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+  - ▁came
+  - ▁house
+  - land
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+  - ▁require
+  - ▁says
+  - min
+  - ▁member
+  - our
+  - ating
+  - ber
+  - ▁jo
+  - ▁might
+  - vo
+  - ▁support
+  - ries
+  - son
+  - ▁problem
+  - ling
+  - ▁old
+  - ▁pe
+  - ▁second
+  - ▁def
+  - ness
+  - ▁decision
+  - row
+  - ▁dollars
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+  - ▁conf
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+  - ▁saying
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+  - ▁far
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+  - ▁public
+  - ▁war
+  - ▁trans
+  - ▁live
+  - ▁ask
+  - ▁real
+  - rate
+  - ▁important
+  - ▁thought
+  - ▁done
+  - ▁between
+  - ▁argument
+  - ▁rep
+  - ▁consider
+  - ▁anything
+  - ▁direct
+  - less
+  - ▁ja
+  - ▁doing
+  - ▁course
+  - line
+  - ▁month
+  - ▁word
+  - ▁care
+  - ▁provide
+  - ap
+  - ▁honor
+  - ba
+  - ator
+  - j
+  - ▁report
+  - ▁exc
+  - ▁service
+  - ▁tri
+  - nk
+  - ▁world
+  - ▁without
+  - ▁ju
+  - ▁against
+  - ible
+  - ▁used
+  - ▁always
+  - ▁able
+  - ship
+  - ▁rule
+  - ▁matter
+  - ▁while
+  - par
+  - ▁maybe
+  - ▁miss
+  - ▁around
+  - ▁u
+  - ▁today
+  - ▁friend
+  - ▁ti
+  - ▁big
+  - bu
+  - ▁next
+  - ju
+  - ▁thirty
+  - ▁pass
+  - ▁y
+  - ▁business
+  - ▁test
+  - ▁fo
+  - ▁nothing
+  - ▁turn
+  - ▁process
+  - com
+  - ▁el
+  - ▁better
+  - ▁commission
+  - ▁week
+  - ▁move
+  - ▁trial
+  - ▁open
+  - ▁each
+  - ▁specific
+  - ▁feel
+  - ▁cap
+  - ency
+  - ▁particular
+  - ability
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+  - gra
+  - ▁present
+  - ▁looking
+  - duc
+  - ▁fra
+  - ▁correct
+  - ▁allow
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+  - ign
+  - serv
+  - ▁city
+  - ▁agree
+  - ▁having
+  - ▁defendant
+  - ▁keep
+  - ▁follow
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+  - ▁add
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+  - hi
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+  - ▁develop
+  - ▁country
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+  - ▁sort
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+  - ▁qua
+  - ex
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+  - ▁hard
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+  - ▁asked
+  - ▁during
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+  - ▁already
+  - ▁address
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+  - ▁bill
+  - gue
+  - ▁cause
+  - ▁gen
+  - ▁free
+  - ▁continue
+  - ▁fifty
+  - ▁contract
+  - ▁european
+  - ▁rest
+  - ▁few
+  - ▁water
+  - ▁line
+  - ▁position
+  - ▁percent
+  - ▁enough
+  - ▁sea
+  - ▁har
+  - ▁america
+  - ▁full
+  - ▁since
+  - ▁everything
+  - ▁bring
+  - ▁lead
+  - ▁probably
+  - ▁children
+  - ▁tax
+  - ▁face
+  - ▁best
+  - ▁concern
+  - ▁sign
+  - ▁mhm
+  - ▁minute
+  - ▁bit
+  - ▁stand
+  - ▁situation
+  - ▁speak
+  - ▁hope
+  - ▁yet
+  - ▁discuss
+  - ▁standard
+  - ▁brief
+  - ▁statute
+  - ▁officer
+  - ▁ok
+  - ▁respect
+  - ▁together
+  - ▁agreement
+  - ▁room
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+  - ▁market
+  - ▁however
+  - ▁getting
+  - ▁else
+  - ▁true
+  - ▁counsel
+  - ttle
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+  - ▁effect
+  - ▁example
+  - ▁less
+  - ▁cost
+  - ▁left
+  - ▁group
+  - ▁level
+  - ▁policy
+  - ▁town
+  - ▁small
+  - ▁child
+  - ▁president
+  - ▁large
+  - ▁later
+  - ▁protect
+  - ▁decide
+  - way
+  - ▁making
+  - ▁regard
+  - ▁book
+  - ▁pretty
+  - ▁author
+  - ▁hour
+  - ▁idea
+  - ▁include
+  - ▁exactly
+  - ▁power
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+  - ▁result
+  - ▁singapore
+  - ▁either
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+  - ▁stop
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+  - ▁current
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+  - ▁individual
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+  - ▁further
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+  - ▁council
+  - ▁until
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+  - ▁control
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+  - ▁create
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+  - ▁third
+  - ▁remember
+  - ▁himself
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+  - ▁itself
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+  - ▁short
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+  - ▁common
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+  - ▁document
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+  - ▁proceed
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+  - ▁along
+  - ▁mother
+  - ▁increase
+  - ▁meeting
+  - ▁girl
+  - ▁couple
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+  - ▁local
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+  - ▁brought
+  - ▁fifteen
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+  - ▁white
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+  - ▁serve
+  - ▁attorney
+  - ▁education
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+  - ▁request
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+  - ▁basically
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+  - ▁across
+  - ▁sentence
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+  - ▁drug
+  - ▁accept
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+  - ▁employee
+  - ▁nice
+  - ▁crime
+  - ibility
+  - ▁circumstance
+  - ▁occur
+  - ▁citizen
+  - ▁woman
+  - ▁witness
+  - ▁explain
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+  - ▁front
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+  - ▁break
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+  - ▁especially
+  - ▁trust
+  - ▁insurance
+  - ▁economic
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+  - ▁circuit
+  - ▁cross
+  - ▁instead
+  - ▁affect
+  - ▁zero
+  - ▁available
+  - ▁team
+  - ▁application
+  - ▁separate
+  - ▁absolutely
+  - ▁christ
+  - ization
+  - ▁europe
+  - ▁budget
+  - ▁damage
+  - ▁myself
+  - ▁private
+  - ▁figure
+  - ▁provision
+  - ▁collect
+  - ▁similar
+  - ▁regulation
+  - ▁approach
+  - ▁themselves
+  - ▁construct
+  - ▁petition
+  - ▁material
+  - ▁improve
+  - ▁york
+  - ▁parliament
+  - ▁broad
+  - ▁companies
+  - ▁nature
+  - ▁piece
+  - ▁threat
+  - ▁energy
+  - ▁behind
+  - ▁significant
+  - ▁response
+  - ▁definitely
+  - ▁guide
+  - ▁beyond
+  - ▁amendment
+  - ▁measure
+  - ▁criminal
+  - ▁original
+  - ▁brother
+  - ▁impact
+  - q
+decoding:
+  strategy: greedy_batch
+  greedy:
+    max_symbols: 10
+  beam:
+    beam_size: 5
+    return_best_hypothesis: false
+    score_norm: true
+    tsd_max_sym_exp: 50
+    alsd_max_target_len: 2.0
+aux_ctc:
+  ctc_loss_weight: 0.3
+  use_cer: false
+  ctc_reduction: mean_batch
+  decoder:
+    _target_: nemo.collections.asr.modules.ConvASRDecoder
+    feat_in: 512
+    num_classes: 1024
+    vocabulary:
+    - <unk>
+    - s
+    - ▁the
+    - ▁a
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+    - ▁to
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+    - ▁are
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+    - l
+    - le
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+    - in
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+    - ▁do
+    - ▁or
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+    - ll
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+    - ri
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+    - ent
+    - ▁all
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+    - ▁can
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+    - ▁would
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+    - ▁no
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+    - ▁had
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+    - ch
+    - 'on'
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+    - ▁my
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+    - ra
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+    - ▁two
+    - ▁right
+    - ▁court
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+    - lo
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+    - ▁co
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+    - age
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+    - ▁going
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+    - de
+    - ▁ma
+    - ver
+    - ▁mean
+    - ▁su
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+    - ng
+    - ▁lo
+    - ▁sa
+    - ▁la
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+    - ▁us
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+    - ▁pre
+    - ance
+    - ▁want
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+    - ge
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+    - ▁po
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+    - able
+    - ▁say
+    - ▁where
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+    - ction
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+    - ▁bo
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+    - ect
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+    - ke
+    - ence
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+    - ▁into
+    - ▁need
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+    - ies
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+    - ▁mi
+    - ▁take
+    - un
+    - ▁only
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+    - ▁look
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+    - one
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+    - co
+    - ▁com
+    - ▁man
+    - ta
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+    - ated
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+    - ig
+    - ▁act
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+    - om
+    - man
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+    - ell
+    - ▁down
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+    - ard
+    - he
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+    - ▁year
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+    - ▁reason
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+    - mb
+    - ▁most
+    - ▁ru
+    - mit
+    - ▁thank
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+    - ▁face
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+    - ▁child
+    - ▁president
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+    - ▁later
+    - ▁protect
+    - ▁decide
+    - way
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+    - ▁regard
+    - ▁book
+    - ▁pretty
+    - ▁author
+    - ▁hour
+    - ▁idea
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+    - ▁power
+    - ▁limit
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+    - ▁night
+    - ▁ya
+    - ▁jury
+    - ▁leave
+    - ▁quite
+    - ▁cover
+    - ▁grow
+    - ▁result
+    - ▁singapore
+    - ▁either
+    - ▁company
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