nemojoblib / model_config.yaml
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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
- ▁so
- ▁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
- ▁his
- ▁had
- ion
- ▁think
- es
- ch
- 'on'
- ▁about
- th
- ▁my
- ck
- en
- ▁were
- ▁your
- ur
- ▁will
- ic
- ▁go
- ▁con
- ▁she
- li
- an
- ▁out
- ter
- ▁because
- se
- la
- ▁when
- ▁st
- ▁has
- ▁don
- ▁which
- ir
- ra
- ▁p
- ▁two
- ▁right
- ▁court
- ▁some
- ▁pa
- ▁pro
- lo
- ate
- ▁time
- ▁uh
- te
- ▁up
- ▁our
- ▁g
- ▁case
- ▁w
- ▁her
- ▁well
- ro
- ▁their
- ▁who
- ▁been
- ▁yeah
- ▁said
- ers
- ▁mo
- ▁other
- ▁see
- ive
- tion
- el
- ▁more
- ▁se
- vi
- ▁any
- ▁get
- ▁also
- ▁fa
- ▁here
- ▁un
- ▁now
- ▁co
- ▁people
- age
- ist
- ul
- ▁how
- ▁going
- h
- ▁very
- ▁then
- ▁could
- de
- ▁ma
- ver
- ▁mean
- ▁su
- id
- ng
- ▁lo
- ▁sa
- ▁la
- ▁sp
- ▁us
- ol
- ▁pre
- ance
- ▁want
- ▁work
- ld
- ▁did
- ge
- ▁state
- ▁po
- ▁dis
- ity
- able
- ▁say
- ▁where
- et
- ▁ra
- us
- ▁li
- ry
- ction
- ▁um
- nd
- ne
- ▁even
- ▁him
- ▁ba
- ad
- ▁these
- ▁part
- ▁really
- lu
- ▁them
- ▁those
- ▁ho
- v
- ▁bo
- ▁ex
- ect
- ▁over
- ▁make
- ru
- ▁ro
- is
- ▁fi
- ▁m
- ut
- ke
- ence
- ▁bu
- ▁ch
- ▁comp
- me
- ted
- ▁en
- ▁fact
- z
- ▁into
- ▁need
- ure
- ▁way
- ies
- end
- ▁mi
- ▁take
- un
- ▁only
- ▁should
- as
- ▁look
- ▁three
- one
- ▁v
- co
- ▁com
- ▁man
- ta
- ▁good
- ated
- ▁back
- ▁first
- ▁mr
- ▁point
- x
- ▁new
- ant
- ▁vi
- ▁dr
- ff
- ▁k
- ci
- ▁app
- um
- ▁n
- ▁exp
- ▁under
- ▁after
- po
- ight
- ▁d
- est
- mp
- ▁okay
- ine
- ti
- mo
- qu
- ▁da
- ▁come
- ▁day
- ▁oh
- ▁issue
- at
- ▁question
- ▁than
- ▁pri
- ho
- ten
- ▁ca
- ▁off
- ain
- ▁di
- ▁o
- ▁much
- ▁five
- ow
- ▁ha
- ▁thousand
- ▁six
- ▁give
- ▁let
- ▁le
- ary
- ous
- sh
- ▁yes
- ▁four
- ▁before
- ▁call
- ▁ga
- ▁ne
- ▁law
- ma
- ▁tra
- ish
- ical
- ▁something
- iv
- ▁why
- ▁may
- ▁talk
- ▁actually
- ig
- ▁act
- ▁got
- ▁car
- ▁through
- ful
- ▁made
- ▁hundred
- om
- man
- ia
- ▁didn
- ual
- ▁kind
- ▁sta
- ting
- ▁things
- ell
- ▁down
- im
- ▁years
- ▁lot
- ▁ri
- pe
- ard
- he
- ▁gra
- ▁year
- ▁every
- ▁eight
- ▁reason
- ▁seven
- ca
- ise
- ▁twenty
- ▁many
- ▁per
- op
- ▁little
- ▁mar
- ▁same
- ▁find
- ▁different
- ▁wa
- pp
- ▁nine
- if
- ▁does
- ie
- ach
- cu
- ▁never
- ▁thing
- ▁whether
- ward
- ▁again
- ▁put
- ▁claim
- ▁op
- ugh
- ▁show
- tic
- ial
- ▁still
- ▁government
- ok
- ▁th
- ▁long
- ▁gu
- ▁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
- ▁place
- ities
- ▁happen
- ▁ph
- ▁great
- ative
- ha
- 'no'
- ▁cha
- ite
- ▁clear
- ▁help
- dic
- ea
- ▁high
- ▁judge
- ▁al
- ▁last
- di
- qui
- ▁sure
- tra
- go
- ▁sh
- ▁both
- ▁read
- ving
- ▁district
- ▁ref
- ▁sub
- ▁hi
- ▁such
- ▁ten
- ▁start
- ▁doesn
- ph
- ▁change
- ay
- ▁count
- ▁ob
- ▁found
- ▁du
- ▁ki
- ▁pay
- ▁order
- ▁another
- for
- ▁hand
- lic
- ▁number
- ▁too
- ▁ta
- ni
- ens
- ▁tell
- ven
- port
- ▁fun
- ▁h
- ▁term
- ▁end
- rr
- ▁must
- ▁home
- ▁hu
- ▁wi
- side
- ▁certain
- ▁name
- ▁understand
- ▁money
- ize
- ▁pu
- ▁interest
- ip
- ▁came
- ▁house
- land
- ▁men
- ▁require
- ▁says
- min
- ▁member
- our
- ating
- ber
- ▁jo
- ▁might
- vo
- ▁support
- ries
- son
- ▁problem
- ling
- ▁old
- ▁pe
- ▁second
- ▁def
- ness
- ▁decision
- row
- ▁dollars
- ▁mu
- ▁conf
- use
- ▁ah
- ▁va
- ▁life
- ▁inter
- ▁play
- va
- ▁saying
- ▁pi
- ▁far
- ▁went
- ▁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
- ▁system
- gra
- ▁present
- ▁looking
- duc
- ▁fra
- ▁correct
- ▁allow
- ▁side
- ign
- serv
- ▁city
- ▁agree
- ▁having
- ▁defendant
- ▁keep
- ▁follow
- ▁invest
- ▁add
- ▁information
- ▁whole
- ▁general
- hi
- ▁away
- ▁upon
- ▁win
- ▁based
- ▁program
- ▁develop
- ▁country
- ified
- ▁sort
- ▁board
- ▁qua
- ex
- ▁family
- ▁close
- ▁dec
- ▁though
- ▁hard
- ▁answer
- ▁guess
- ▁job
- ▁trying
- ▁je
- ▁asked
- ▁during
- ▁fee
- ▁love
- ▁already
- ▁address
- ▁ever
- ▁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
- ▁least
- ▁market
- ▁however
- ▁getting
- ▁else
- ▁true
- ▁counsel
- ttle
- ▁err
- ▁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
- ▁limit
- ▁watch
- ▁night
- ▁ya
- ▁jury
- ▁leave
- ▁quite
- ▁cover
- ▁grow
- ▁result
- ▁singapore
- ▁either
- ▁company
- ▁stop
- ▁community
- ▁million
- ▁current
- ▁federal
- ▁united
- ▁mind
- ▁step
- ▁class
- ▁police
- ▁remain
- ▁health
- ▁final
- ▁represent
- ▁light
- ▁treat
- ▁review
- ▁testimony
- ▁bank
- ▁product
- ▁appeal
- ▁half
- ▁cannot
- ▁involve
- ▁charge
- ▁knew
- ▁learn
- ▁eye
- ▁language
- ▁individual
- ▁receive
- ▁further
- ▁mister
- ▁view
- ▁council
- ▁until
- ▁human
- ▁stuff
- ▁student
- ▁become
- ▁walk
- ▁control
- ▁check
- ▁seems
- ▁strong
- ▁period
- ▁please
- ▁food
- ▁type
- ▁complete
- ▁purpose
- ▁account
- ▁project
- ▁sense
- ▁national
- ▁appear
- ▁simply
- ▁return
- ▁benefit
- ▁employ
- ▁create
- ▁wrong
- ▁whatever
- ▁morning
- ▁suggest
- ▁condition
- ▁amount
- ▁object
- ▁third
- ▁remember
- ▁himself
- ▁property
- ▁itself
- ▁somebody
- ▁suppose
- ▁future
- ▁short
- ▁opinion
- ▁several
- ▁common
- ▁taking
- ▁notice
- ▁office
- ▁almost
- ▁father
- ▁document
- ▁judgment
- ▁experience
- ▁uhhuh
- ▁committee
- ▁parent
- ▁legal
- ▁client
- ▁major
- ▁congress
- ▁rather
- ▁proceed
- ▁possible
- ▁plea
- ▁subject
- ▁along
- ▁mother
- ▁increase
- ▁meeting
- ▁girl
- ▁couple
- ▁north
- ▁local
- ▁sometimes
- ▁brought
- ▁fifteen
- ▁organ
- ▁difference
- ▁entire
- ▁security
- ▁department
- ▁south
- ▁vote
- ▁basis
- ▁twelve
- ▁conduct
- ▁street
- ▁social
- ▁wonder
- ▁supreme
- ▁difficult
- ▁travel
- ▁opportunity
- ▁defense
- ▁plaintiff
- ▁white
- ▁focus
- ▁therefore
- ▁challenge
- ▁value
- ▁except
- ▁among
- ▁ground
- ▁serve
- ▁attorney
- ▁education
- ▁credit
- ▁request
- ▁women
- ▁basically
- ▁political
- ▁determine
- ▁access
- ▁across
- ▁sentence
- ▁perform
- ▁everybody
- ▁black
- ▁drug
- ▁accept
- ▁eleven
- ▁establish
- ▁design
- ▁success
- ▁including
- ▁john
- ▁employee
- ▁nice
- ▁crime
- ibility
- ▁circumstance
- ▁occur
- ▁citizen
- ▁woman
- ▁witness
- ▁explain
- ▁additional
- ▁history
- ▁front
- ▁medical
- ▁death
- ification
- ▁financial
- ▁break
- ▁connect
- ▁perhaps
- ▁sorry
- ▁especially
- ▁trust
- ▁insurance
- ▁economic
- ▁effort
- ▁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
- 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
- ▁so
- ▁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
- ▁his
- ▁had
- ion
- ▁think
- es
- ch
- 'on'
- ▁about
- th
- ▁my
- ck
- en
- ▁were
- ▁your
- ur
- ▁will
- ic
- ▁go
- ▁con
- ▁she
- li
- an
- ▁out
- ter
- ▁because
- se
- la
- ▁when
- ▁st
- ▁has
- ▁don
- ▁which
- ir
- ra
- ▁p
- ▁two
- ▁right
- ▁court
- ▁some
- ▁pa
- ▁pro
- lo
- ate
- ▁time
- ▁uh
- te
- ▁up
- ▁our
- ▁g
- ▁case
- ▁w
- ▁her
- ▁well
- ro
- ▁their
- ▁who
- ▁been
- ▁yeah
- ▁said
- ers
- ▁mo
- ▁other
- ▁see
- ive
- tion
- el
- ▁more
- ▁se
- vi
- ▁any
- ▁get
- ▁also
- ▁fa
- ▁here
- ▁un
- ▁now
- ▁co
- ▁people
- age
- ist
- ul
- ▁how
- ▁going
- h
- ▁very
- ▁then
- ▁could
- de
- ▁ma
- ver
- ▁mean
- ▁su
- id
- ng
- ▁lo
- ▁sa
- ▁la
- ▁sp
- ▁us
- ol
- ▁pre
- ance
- ▁want
- ▁work
- ld
- ▁did
- ge
- ▁state
- ▁po
- ▁dis
- ity
- able
- ▁say
- ▁where
- et
- ▁ra
- us
- ▁li
- ry
- ction
- ▁um
- nd
- ne
- ▁even
- ▁him
- ▁ba
- ad
- ▁these
- ▁part
- ▁really
- lu
- ▁them
- ▁those
- ▁ho
- v
- ▁bo
- ▁ex
- ect
- ▁over
- ▁make
- ru
- ▁ro
- is
- ▁fi
- ▁m
- ut
- ke
- ence
- ▁bu
- ▁ch
- ▁comp
- me
- ted
- ▁en
- ▁fact
- z
- ▁into
- ▁need
- ure
- ▁way
- ies
- end
- ▁mi
- ▁take
- un
- ▁only
- ▁should
- as
- ▁look
- ▁three
- one
- ▁v
- co
- ▁com
- ▁man
- ta
- ▁good
- ated
- ▁back
- ▁first
- ▁mr
- ▁point
- x
- ▁new
- ant
- ▁vi
- ▁dr
- ff
- ▁k
- ci
- ▁app
- um
- ▁n
- ▁exp
- ▁under
- ▁after
- po
- ight
- ▁d
- est
- mp
- ▁okay
- ine
- ti
- mo
- qu
- ▁da
- ▁come
- ▁day
- ▁oh
- ▁issue
- at
- ▁question
- ▁than
- ▁pri
- ho
- ten
- ▁ca
- ▁off
- ain
- ▁di
- ▁o
- ▁much
- ▁five
- ow
- ▁ha
- ▁thousand
- ▁six
- ▁give
- ▁let
- ▁le
- ary
- ous
- sh
- ▁yes
- ▁four
- ▁before
- ▁call
- ▁ga
- ▁ne
- ▁law
- ma
- ▁tra
- ish
- ical
- ▁something
- iv
- ▁why
- ▁may
- ▁talk
- ▁actually
- ig
- ▁act
- ▁got
- ▁car
- ▁through
- ful
- ▁made
- ▁hundred
- om
- man
- ia
- ▁didn
- ual
- ▁kind
- ▁sta
- ting
- ▁things
- ell
- ▁down
- im
- ▁years
- ▁lot
- ▁ri
- pe
- ard
- he
- ▁gra
- ▁year
- ▁every
- ▁eight
- ▁reason
- ▁seven
- ca
- ise
- ▁twenty
- ▁many
- ▁per
- op
- ▁little
- ▁mar
- ▁same
- ▁find
- ▁different
- ▁wa
- pp
- ▁nine
- if
- ▁does
- ie
- ach
- cu
- ▁never
- ▁thing
- ▁whether
- ward
- ▁again
- ▁put
- ▁claim
- ▁op
- ugh
- ▁show
- tic
- ial
- ▁still
- ▁government
- ok
- ▁th
- ▁long
- ▁gu
- ▁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
- ▁place
- ities
- ▁happen
- ▁ph
- ▁great
- ative
- ha
- 'no'
- ▁cha
- ite
- ▁clear
- ▁help
- dic
- ea
- ▁high
- ▁judge
- ▁al
- ▁last
- di
- qui
- ▁sure
- tra
- go
- ▁sh
- ▁both
- ▁read
- ving
- ▁district
- ▁ref
- ▁sub
- ▁hi
- ▁such
- ▁ten
- ▁start
- ▁doesn
- ph
- ▁change
- ay
- ▁count
- ▁ob
- ▁found
- ▁du
- ▁ki
- ▁pay
- ▁order
- ▁another
- for
- ▁hand
- lic
- ▁number
- ▁too
- ▁ta
- ni
- ens
- ▁tell
- ven
- port
- ▁fun
- ▁h
- ▁term
- ▁end
- rr
- ▁must
- ▁home
- ▁hu
- ▁wi
- side
- ▁certain
- ▁name
- ▁understand
- ▁money
- ize
- ▁pu
- ▁interest
- ip
- ▁came
- ▁house
- land
- ▁men
- ▁require
- ▁says
- min
- ▁member
- our
- ating
- ber
- ▁jo
- ▁might
- vo
- ▁support
- ries
- son
- ▁problem
- ling
- ▁old
- ▁pe
- ▁second
- ▁def
- ness
- ▁decision
- row
- ▁dollars
- ▁mu
- ▁conf
- use
- ▁ah
- ▁va
- ▁life
- ▁inter
- ▁play
- va
- ▁saying
- ▁pi
- ▁far
- ▁went
- ▁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
- ▁system
- gra
- ▁present
- ▁looking
- duc
- ▁fra
- ▁correct
- ▁allow
- ▁side
- ign
- serv
- ▁city
- ▁agree
- ▁having
- ▁defendant
- ▁keep
- ▁follow
- ▁invest
- ▁add
- ▁information
- ▁whole
- ▁general
- hi
- ▁away
- ▁upon
- ▁win
- ▁based
- ▁program
- ▁develop
- ▁country
- ified
- ▁sort
- ▁board
- ▁qua
- ex
- ▁family
- ▁close
- ▁dec
- ▁though
- ▁hard
- ▁answer
- ▁guess
- ▁job
- ▁trying
- ▁je
- ▁asked
- ▁during
- ▁fee
- ▁love
- ▁already
- ▁address
- ▁ever
- ▁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
- ▁least
- ▁market
- ▁however
- ▁getting
- ▁else
- ▁true
- ▁counsel
- ttle
- ▁err
- ▁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
- ▁limit
- ▁watch
- ▁night
- ▁ya
- ▁jury
- ▁leave
- ▁quite
- ▁cover
- ▁grow
- ▁result
- ▁singapore
- ▁either
- ▁company
- ▁stop
- ▁community
- ▁million
- ▁current
- ▁federal
- ▁united
- ▁mind
- ▁step
- ▁class
- ▁police
- ▁remain
- ▁health
- ▁final
- ▁represent
- ▁light
- ▁treat
- ▁review
- ▁testimony
- ▁bank
- ▁product
- ▁appeal
- ▁half
- ▁cannot
- ▁involve
- ▁charge
- ▁knew
- ▁learn
- ▁eye
- ▁language
- ▁individual
- ▁receive
- ▁further
- ▁mister
- ▁view
- ▁council
- ▁until
- ▁human
- ▁stuff
- ▁student
- ▁become
- ▁walk
- ▁control
- ▁check
- ▁seems
- ▁strong
- ▁period
- ▁please
- ▁food
- ▁type
- ▁complete
- ▁purpose
- ▁account
- ▁project
- ▁sense
- ▁national
- ▁appear
- ▁simply
- ▁return
- ▁benefit
- ▁employ
- ▁create
- ▁wrong
- ▁whatever
- ▁morning
- ▁suggest
- ▁condition
- ▁amount
- ▁object
- ▁third
- ▁remember
- ▁himself
- ▁property
- ▁itself
- ▁somebody
- ▁suppose
- ▁future
- ▁short
- ▁opinion
- ▁several
- ▁common
- ▁taking
- ▁notice
- ▁office
- ▁almost
- ▁father
- ▁document
- ▁judgment
- ▁experience
- ▁uhhuh
- ▁committee
- ▁parent
- ▁legal
- ▁client
- ▁major
- ▁congress
- ▁rather
- ▁proceed
- ▁possible
- ▁plea
- ▁subject
- ▁along
- ▁mother
- ▁increase
- ▁meeting
- ▁girl
- ▁couple
- ▁north
- ▁local
- ▁sometimes
- ▁brought
- ▁fifteen
- ▁organ
- ▁difference
- ▁entire
- ▁security
- ▁department
- ▁south
- ▁vote
- ▁basis
- ▁twelve
- ▁conduct
- ▁street
- ▁social
- ▁wonder
- ▁supreme
- ▁difficult
- ▁travel
- ▁opportunity
- ▁defense
- ▁plaintiff
- ▁white
- ▁focus
- ▁therefore
- ▁challenge
- ▁value
- ▁except
- ▁among
- ▁ground
- ▁serve
- ▁attorney
- ▁education
- ▁credit
- ▁request
- ▁women
- ▁basically
- ▁political
- ▁determine
- ▁access
- ▁across
- ▁sentence
- ▁perform
- ▁everybody
- ▁black
- ▁drug
- ▁accept
- ▁eleven
- ▁establish
- ▁design
- ▁success
- ▁including
- ▁john
- ▁employee
- ▁nice
- ▁crime
- ibility
- ▁circumstance
- ▁occur
- ▁citizen
- ▁woman
- ▁witness
- ▁explain
- ▁additional
- ▁history
- ▁front
- ▁medical
- ▁death
- ification
- ▁financial
- ▁break
- ▁connect
- ▁perhaps
- ▁sorry
- ▁especially
- ▁trust
- ▁insurance
- ▁economic
- ▁effort
- ▁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
greedy: {}
loss:
loss_name: default
warprnnt_numba_kwargs:
fastemit_lambda: 0.005
clamp: -1.0
variational_noise:
start_step: 0
std: 0.0
optim:
name: adamw
lr: 2.0
betas:
- 0.9
- 0.98
weight_decay: 0.001
sched:
name: NoamAnnealing
d_model: 512
warmup_steps: 20000
warmup_ratio: null
min_lr: 1.0e-06
labels:
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- ▁the
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- ▁to
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- ▁i
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- ing
- ▁it
- ▁you
- 'n'
- e
- ▁is
- 'y'
- er
- ▁for
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- ▁was
- ▁we
- re
- ly
- r
- ▁he
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- ▁be
- c
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- ▁on
- ▁have
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- or
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- ▁they
- ▁with
- o
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- ▁c
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- ▁re
- ▁there
- ar
- b
- l
- le
- ▁know
- ▁as
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- ▁what
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- w
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- ▁one
- ▁e
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- ent
- ▁all
- ▁de
- ▁can
- it
- ▁would
- ▁me
- il
- ▁like
- ▁an
- ce
- ▁no
- ▁t
- ment
- i
- ve
- k
- ▁from
- ▁just
- ▁by
- ▁his
- ▁had
- ion
- ▁think
- es
- ch
- 'on'
- ▁about
- th
- ▁my
- ck
- en
- ▁were
- ▁your
- ur
- ▁will
- ic
- ▁go
- ▁con
- ▁she
- li
- an
- ▁out
- ter
- ▁because
- se
- la
- ▁when
- ▁st
- ▁has
- ▁don
- ▁which
- ir
- ra
- ▁p
- ▁two
- ▁right
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- lo
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- ▁time
- ▁uh
- te
- ▁up
- ▁our
- ▁g
- ▁case
- ▁w
- ▁her
- ▁well
- ro
- ▁their
- ▁who
- ▁been
- ▁yeah
- ▁said
- ers
- ▁mo
- ▁other
- ▁see
- ive
- tion
- el
- ▁more
- ▁se
- vi
- ▁any
- ▁get
- ▁also
- ▁fa
- ▁here
- ▁un
- ▁now
- ▁co
- ▁people
- age
- ist
- ul
- ▁how
- ▁going
- h
- ▁very
- ▁then
- ▁could
- de
- ▁ma
- ver
- ▁mean
- ▁su
- id
- ng
- ▁lo
- ▁sa
- ▁la
- ▁sp
- ▁us
- ol
- ▁pre
- ance
- ▁want
- ▁work
- ld
- ▁did
- ge
- ▁state
- ▁po
- ▁dis
- ity
- able
- ▁say
- ▁where
- et
- ▁ra
- us
- ▁li
- ry
- ction
- ▁um
- nd
- ne
- ▁even
- ▁him
- ▁ba
- ad
- ▁these
- ▁part
- ▁really
- lu
- ▁them
- ▁those
- ▁ho
- v
- ▁bo
- ▁ex
- ect
- ▁over
- ▁make
- ru
- ▁ro
- is
- ▁fi
- ▁m
- ut
- ke
- ence
- ▁bu
- ▁ch
- ▁comp
- me
- ted
- ▁en
- ▁fact
- z
- ▁into
- ▁need
- ure
- ▁way
- ies
- end
- ▁mi
- ▁take
- un
- ▁only
- ▁should
- as
- ▁look
- ▁three
- one
- ▁v
- co
- ▁com
- ▁man
- ta
- ▁good
- ated
- ▁back
- ▁first
- ▁mr
- ▁point
- x
- ▁new
- ant
- ▁vi
- ▁dr
- ff
- ▁k
- ci
- ▁app
- um
- ▁n
- ▁exp
- ▁under
- ▁after
- po
- ight
- ▁d
- est
- mp
- ▁okay
- ine
- ti
- mo
- qu
- ▁da
- ▁come
- ▁day
- ▁oh
- ▁issue
- at
- ▁question
- ▁than
- ▁pri
- ho
- ten
- ▁ca
- ▁off
- ain
- ▁di
- ▁o
- ▁much
- ▁five
- ow
- ▁ha
- ▁thousand
- ▁six
- ▁give
- ▁let
- ▁le
- ary
- ous
- sh
- ▁yes
- ▁four
- ▁before
- ▁call
- ▁ga
- ▁ne
- ▁law
- ma
- ▁tra
- ish
- ical
- ▁something
- iv
- ▁why
- ▁may
- ▁talk
- ▁actually
- ig
- ▁act
- ▁got
- ▁car
- ▁through
- ful
- ▁made
- ▁hundred
- om
- man
- ia
- ▁didn
- ual
- ▁kind
- ▁sta
- ting
- ▁things
- ell
- ▁down
- im
- ▁years
- ▁lot
- ▁ri
- pe
- ard
- he
- ▁gra
- ▁year
- ▁every
- ▁eight
- ▁reason
- ▁seven
- ca
- ise
- ▁twenty
- ▁many
- ▁per
- op
- ▁little
- ▁mar
- ▁same
- ▁find
- ▁different
- ▁wa
- pp
- ▁nine
- if
- ▁does
- ie
- ach
- cu
- ▁never
- ▁thing
- ▁whether
- ward
- ▁again
- ▁put
- ▁claim
- ▁op
- ugh
- ▁show
- tic
- ial
- ▁still
- ▁government
- ok
- ▁th
- ▁long
- ▁gu
- ▁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
- ▁place
- ities
- ▁happen
- ▁ph
- ▁great
- ative
- ha
- 'no'
- ▁cha
- ite
- ▁clear
- ▁help
- dic
- ea
- ▁high
- ▁judge
- ▁al
- ▁last
- di
- qui
- ▁sure
- tra
- go
- ▁sh
- ▁both
- ▁read
- ving
- ▁district
- ▁ref
- ▁sub
- ▁hi
- ▁such
- ▁ten
- ▁start
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target: nemo.collections.asr.models.confidence_ensemble.ConfidenceEnsembleModel
num_models: 0
model_selection_block: ./payload.joblib
nemo_version: 1.16.0rc0