Upload model from models/parakeet-rnnt-0.6b-mlx

README.md

@@ -0,0 +1,63 @@
+---
+license: cc-by-4.0
+track_downloads: true
+language:
+- en
+pipeline_tag: automatic-speech-recognition
+library_name: mlx
+datasets:
+- librispeech_asr
+- fisher_corpus
+- Switchboard-1
+- WSJ-0
+- WSJ-1
+- National-Singapore-Corpus-Part-1
+- National-Singapore-Corpus-Part-6
+- vctk
+- voxpopuli
+- europarl
+- multilingual_librispeech
+- mozilla-foundation/common_voice_8_0
+- MLCommons/peoples_speech
+tags:
+- automatic-speech-recognition
+- speech
+- audio
+- Transducer
+- FastConformer
+- Conformer
+- pytorch
+- NeMo
+- hf-asr-leaderboard
+- mlx
+base_model: nvidia/parakeet-rnnt-0.6b
+---
+
+# **animaslabs/parakeet-rnnt-0.6b-mlx**
+
+This model was converted to MLX format from [nvidia/parakeet-rnnt-0.6b](https://huggingface.co/nvidia/parakeet-rnnt-0.6b) using the scripts in this [github repo](https://github.com/animaslabs/mlx-models). Please refer to [original model card](https://huggingface.co/nvidia/parakeet-rnnt-0.6b) for more details on the model.
+
+## Use with mlx
+
+NOTE: parakeet-mlx and mlx-audio do not support quantized models.
+
+### parakeet-mlx
+
+```bash
+pip install -U parakeet-mlx
+```
+
+```bash
+parakeet-mlx audio.wav --model animaslabs/parakeet-rnnt-0.6b-mlx
+```
+
+### mlx-audio
+
+```bash
+pip install -U mlx-audio
+```
+
+```bash
+python -m mlx_audio.stt.generate --model animaslabs/parakeet-rnnt-0.6b-mlx --audio audio.wav --output somewhere
+```
+

config.json

@@ -0,0 +1,4 @@
+{
+  "model_type": "parakeet-tdt",
+  "framework": "mlx"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ab8944a391f8fd5b9f3fd2b61c419708938797507db07b7ffea8da8abdde43e
+size 2467055316

model_config.yaml

@@ -0,0 +1,2203 @@
+sample_rate: 16000
+compute_eval_loss: false
+log_prediction: true
+rnnt_reduction: mean_volume
+skip_nan_grad: false
+model_defaults:
+  enc_hidden: 1024
+  pred_hidden: 640
+  joint_hidden: 640
+train_ds:
+  manifest_filepath: /disk1/NVIDIA/datasets/LibriSpeech_NeMo/librivox-train-all.json
+  sample_rate: 16000
+  batch_size: 16
+  shuffle: true
+  num_workers: 8
+  pin_memory: true
+  use_start_end_token: false
+  trim_silence: false
+  max_duration: 16.7
+  min_duration: 0.1
+  is_tarred: false
+  tarred_audio_filepaths: null
+  shuffle_n: 2048
+  bucketing_strategy: fully_randomized
+  bucketing_batch_size: null
+validation_ds:
+  manifest_filepath: /disk1/NVIDIA/datasets/LibriSpeech_NeMo/librivox-dev-clean.json
+  sample_rate: 16000
+  batch_size: 16
+  shuffle: false
+  use_start_end_token: false
+  num_workers: 8
+  pin_memory: true
+test_ds:
+  manifest_filepath: null
+  sample_rate: 16000
+  batch_size: 16
+  shuffle: false
+  use_start_end_token: false
+  num_workers: 8
+  pin_memory: true
+tokenizer:
+  dir: /disk3/datasets/suno_asr_set3_tokenizer/tokenizer_spe_bpe_v1024/
+  type: bpe
+  model_path: nemo:f644e5ef786442deb7c1726c7db0d44f_tokenizer.model
+  vocab_path: nemo:94b39775a827410cb52d0b8d95177f1e_vocab.txt
+  spe_tokenizer_vocab: nemo:1cc2984fcca649148e4a5afcd991ddb0_tokenizer.vocab
+preprocessor:
+  _target_: nemo.collections.asr.modules.AudioToMelSpectrogramPreprocessor
+  sample_rate: 16000
+  normalize: per_feature
+  window_size: 0.025
+  window_stride: 0.01
+  window: hann
+  features: 80
+  n_fft: 512
+  log: true
+  frame_splicing: 1
+  dither: 1.0e-05
+  pad_to: 0
+  pad_value: 0.0
+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: 24
+  d_model: 1024
+  subsampling: dw_striding
+  subsampling_factor: 8
+  subsampling_conv_channels: 256
+  causal_downsampling: false
+  reduction: null
+  reduction_position: null
+  reduction_factor: 1
+  ff_expansion_factor: 4
+  self_attention_model: rel_pos
+  n_heads: 8
+  att_context_size:
+  - -1
+  - -1
+  att_context_style: regular
+  xscaling: true
+  untie_biases: true
+  pos_emb_max_len: 5000
+  conv_kernel_size: 9
+  conv_norm_type: batch_norm
+  conv_context_size: null
+  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: 2
+    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: 16
+  jointnet:
+    joint_hidden: 640
+    activation: relu
+    dropout: 0.2
+    encoder_hidden: 1024
+    pred_hidden: 640
+  num_classes: 1024
+  vocabulary:
+  - <unk>
+  - ▁t
+  - ▁th
+  - ▁a
+  - ▁i
+  - ▁the
+  - re
+  - ▁w
+  - ▁s
+  - ▁o
+  - in
+  - at
+  - er
+  - ou
+  - nd
+  - ▁c
+  - ▁b
+  - ▁h
+  - 'on'
+  - ▁m
+  - ▁f
+  - ing
+  - ▁to
+  - en
+  - ▁p
+  - ▁and
+  - ▁d
+  - es
+  - or
+  - an
+  - ll
+  - ▁y
+  - ▁l
+  - ed
+  - ▁of
+  - ▁in
+  - it
+  - is
+  - ▁you
+  - ▁that
+  - ar
+  - ▁g
+  - ▁n
+  - as
+  - om
+  - ▁it
+  - ic
+  - ve
+  - ▁e
+  - ▁wh
+  - ▁be
+  - us
+  - le
+  - al
+  - ion
+  - ow
+  - ▁we
+  - ▁re
+  - ▁is
+  - ut
+  - ot
+  - ent
+  - ▁on
+  - et
+  - ▁ha
+  - ay
+  - ct
+  - ▁he
+  - id
+  - ▁for
+  - ▁st
+  - ver
+  - ly
+  - ro
+  - ig
+  - ▁so
+  - ld
+  - ▁this
+  - ke
+  - ▁u
+  - se
+  - all
+  - st
+  - ur
+  - ce
+  - ch
+  - im
+  - ith
+  - ▁as
+  - ▁k
+  - ▁an
+  - ▁was
+  - ▁j
+  - ▁with
+  - ir
+  - ▁go
+  - ra
+  - ▁do
+  - ▁have
+  - ▁li
+  - ▁sh
+  - ▁se
+  - ▁they
+  - ▁are
+  - am
+  - ht
+  - ▁but
+  - ation
+  - ▁not
+  - th
+  - ▁r
+  - ally
+  - ad
+  - ust
+  - ▁or
+  - ▁com
+  - ould
+  - ▁can
+  - ill
+  - ▁ne
+  - ight
+  - ▁ch
+  - ▁de
+  - ▁con
+  - ▁at
+  - ▁mo
+  - ant
+  - oo
+  - il
+  - ▁me
+  - ▁what
+  - ▁there
+  - ter
+  - pe
+  - ▁ab
+  - ▁su
+  - ere
+  - ck
+  - ▁pro
+  - ▁al
+  - ▁fr
+  - ▁kn
+  - ▁all
+  - ers
+  - ▁like
+  - ge
+  - ▁ex
+  - ▁som
+  - ul
+  - ▁your
+  - ▁v
+  - pp
+  - use
+  - ▁if
+  - ess
+  - ate
+  - est
+  - ▁know
+  - out
+  - if
+  - ▁just
+  - ment
+  - qu
+  - op
+  - ain
+  - ▁one
+  - ol
+  - ri
+  - art
+  - very
+  - ▁wor
+  - ive
+  - ist
+  - ▁my
+  - nt
+  - ab
+  - ▁from
+  - ort
+  - ▁ma
+  - ▁about
+  - res
+  - ity
+  - ▁out
+  - ▁bec
+  - ▁le
+  - our
+  - od
+  - and
+  - ink
+  - ie
+  - ▁up
+  - ind
+  - os
+  - un
+  - ause
+  - oug
+  - um
+  - ▁some
+  - ▁int
+  - ▁by
+  - ▁pl
+  - ▁get
+  - el
+  - ard
+  - ▁when
+  - ▁don
+  - her
+  - ���will
+  - ▁us
+  - ▁would
+  - ook
+  - ies
+  - ich
+  - ▁because
+  - ▁think
+  - em
+  - ▁pe
+  - ▁his
+  - ack
+  - ▁then
+  - ▁our
+  - ide
+  - ▁tim
+  - ▁how
+  - ven
+  - ▁tr
+  - ▁who
+  - ▁them
+  - ure
+  - ▁ar
+  - ▁ye
+  - ▁more
+  - ▁going
+  - ect
+  - ▁sa
+  - ▁cl
+  - ▁had
+  - ▁now
+  - ▁which
+  - ▁here
+  - ous
+  - ▁their
+  - ▁tw
+  - so
+  - ▁has
+  - ud
+  - ▁co
+  - ▁ta
+  - ound
+  - ▁were
+  - ast
+  - ▁peop
+  - ough
+  - ▁no
+  - ▁really
+  - ▁any
+  - ▁people
+  - ▁want
+  - ▁she
+  - ▁en
+  - ▁fa
+  - ▁te
+  - ame
+  - ine
+  - ▁qu
+  - red
+  - ▁im
+  - ▁right
+  - ther
+  - ▁act
+  - ▁thing
+  - king
+  - ose
+  - ▁ad
+  - ▁see
+  - ▁time
+  - ▁these
+  - ci
+  - one
+  - ▁say
+  - ▁also
+  - ▁fe
+  - per
+  - ▁ag
+  - ▁man
+  - ore
+  - ▁un
+  - pt
+  - ▁her
+  - ▁look
+  - ong
+  - ice
+  - ▁very
+  - ff
+  - ions
+  - ▁comp
+  - ▁did
+  - itt
+  - ▁well
+  - ▁other
+  - iv
+  - ase
+  - ree
+  - hing
+  - ▁lo
+  - reat
+  - ▁cont
+  - ▁part
+  - ▁into
+  - nder
+  - ▁been
+  - are
+  - ▁am
+  - ans
+  - ▁sp
+  - ▁two
+  - ue
+  - ▁way
+  - age
+  - ▁where
+  - ite
+  - ▁dis
+  - ▁than
+  - ▁every
+  - ▁pr
+  - ▁po
+  - ag
+  - ▁need
+  - ach
+  - iff
+  - ence
+  - pl
+  - own
+  - ▁ac
+  - ble
+  - ▁over
+  - iz
+  - ▁work
+  - ▁res
+  - ▁make
+  - ▁could
+  - ▁off
+  - ually
+  - ▁ro
+  - ▁back
+  - able
+  - ip
+  - ry
+  - ▁him
+  - ▁cour
+  - ber
+  - ▁pre
+  - ▁fir
+  - ▁spe
+  - ap
+  - ars
+  - ▁diff
+  - ire
+  - ▁somet
+  - ▁imp
+  - ▁those
+  - ▁comm
+  - ance
+  - ick
+  - ▁even
+  - ated
+  - way
+  - sel
+  - ▁let
+  - ▁br
+  - ty
+  - ▁per
+  - int
+  - ▁first
+  - ▁thr
+  - ▁under
+  - ah
+  - ▁may
+  - ▁cou
+  - ▁new
+  - ress
+  - act
+  - ▁gr
+  - ep
+  - ▁said
+  - ations
+  - ▁good
+  - ace
+  - ass
+  - ▁does
+  - orm
+  - ish
+  - ▁af
+  - ving
+  - co
+  - ▁app
+  - ▁lot
+  - ▁things
+  - ▁tra
+  - ittle
+  - ▁bl
+  - ▁little
+  - ▁mu
+  - cess
+  - fe
+  - ome
+  - ▁inc
+  - ▁differe
+  - ary
+  - ical
+  - ▁only
+  - ult
+  - ▁again
+  - ▁got
+  - ens
+  - ▁gu
+  - ▁kind
+  - ▁much
+  - ord
+  - ▁through
+  - ition
+  - ild
+  - ▁down
+  - ▁actually
+  - ▁something
+  - ang
+  - ru
+  - ces
+  - ▁fl
+  - ile
+  - ater
+  - ▁ra
+  - ▁take
+  - ict
+  - ign
+  - ▁sc
+  - vel
+  - ▁bet
+  - ▁tal
+  - ▁yeah
+  - ▁use
+  - fore
+  - ▁bu
+  - ▁start
+  - ory
+  - be
+  - ▁day
+  - wn
+  - xt
+  - ia
+  - ak
+  - ▁after
+  - ▁should
+  - ▁fo
+  - ▁ho
+  - ▁hel
+  - ▁ind
+  - ▁uh
+  - na
+  - ial
+  - other
+  - ▁ke
+  - ▁call
+  - ▁most
+  - ▁ok
+  - ▁different
+  - ▁em
+  - ting
+  - ple
+  - ▁being
+  - ▁bo
+  - ning
+  - ▁too
+  - ors
+  - ▁happ
+  - ark
+  - og
+  - ▁help
+  - ▁rem
+  - du
+  - ction
+  - ood
+  - ▁ser
+  - ether
+  - ious
+  - ▁mean
+  - ▁many
+  - ▁court
+  - ▁bel
+  - ade
+  - ▁la
+  - ved
+  - ▁des
+  - ▁rec
+  - ▁jo
+  - ▁dec
+  - ves
+  - ▁before
+  - ▁put
+  - self
+  - ▁point
+  - te
+  - ▁ev
+  - form
+  - ents
+  - ▁add
+  - ody
+  - thing
+  - ▁case
+  - ▁pers
+  - ▁cons
+  - iss
+  - ▁three
+  - oth
+  - ▁ph
+  - ▁come
+  - ▁find
+  - ▁why
+  - ull
+  - ▁show
+  - ▁bas
+  - ▁great
+  - ily
+  - ▁rel
+  - ▁sm
+  - ▁its
+  - ▁fact
+  - ▁pos
+  - ool
+  - ments
+  - ise
+  - nds
+  - ys
+  - ▁try
+  - ual
+  - ful
+  - erm
+  - ▁inter
+  - ons
+  - ▁quest
+  - ▁sub
+  - we
+  - vers
+  - ▁supp
+  - ▁feel
+  - ▁same
+  - ub
+  - ates
+  - urn
+  - ert
+  - ▁inv
+  - day
+  - ▁rep
+  - igh
+  - ▁sy
+  - ▁inst
+  - ▁long
+  - ▁still
+  - ▁okay
+  - ft
+  - ific
+  - atch
+  - ought
+  - ath
+  - ▁own
+  - ▁made
+  - ix
+  - ced
+  - ks
+  - lic
+  - ▁wr
+  - de
+  - ▁cr
+  - ▁att
+  - ▁ob
+  - ▁world
+  - ▁sure
+  - ward
+  - ▁bit
+  - ▁life
+  - ▁person
+  - ▁pres
+  - ph
+  - ▁vide
+  - ▁reg
+  - ▁end
+  - ject
+  - ange
+  - ▁fin
+  - ied
+  - pect
+  - ▁didn
+  - ▁around
+  - ian
+  - ▁car
+  - ible
+  - ▁sim
+  - ever
+  - ▁sch
+  - ating
+  - ▁pol
+  - ▁set
+  - ▁oh
+  - cy
+  - ▁real
+  - ▁import
+  - ▁count
+  - ▁um
+  - ▁next
+  - cial
+  - les
+  - ▁hu
+  - ▁acc
+  - ▁might
+  - ▁ent
+  - ▁doing
+  - ▁ins
+  - ▁gen
+  - ▁play
+  - ▁cle
+  - ▁another
+  - ady
+  - ular
+  - ib
+  - ways
+  - ered
+  - ility
+  - ities
+  - ▁op
+  - ▁def
+  - ▁years
+  - ▁never
+  - ower
+  - ram
+  - ▁tell
+  - ▁sl
+  - onna
+  - ail
+  - ren
+  - ute
+  - ▁gonna
+  - ▁big
+  - ▁give
+  - der
+  - ount
+  - ▁ap
+  - kes
+  - ▁state
+  - ▁cor
+  - ▁min
+  - ically
+  - ▁mon
+  - ▁fam
+  - ▁important
+  - ▁always
+  - ▁high
+  - ▁four
+  - ▁gra
+  - ▁ca
+  - ▁stud
+  - ▁dist
+  - ▁talk
+  - ▁num
+  - ▁str
+  - ▁today
+  - ract
+  - ▁while
+  - ason
+  - ▁iss
+  - ▁sur
+  - ▁char
+  - ▁last
+  - oy
+  - ited
+  - ▁exper
+  - ▁place
+  - ▁tri
+  - ▁ear
+  - ▁belie
+  - ▁able
+  - ▁underst
+  - ▁che
+  - ▁both
+  - ug
+  - ▁doesn
+  - ▁keep
+  - ▁happen
+  - ings
+  - iew
+  - ather
+  - ▁ass
+  - ▁love
+  - ative
+  - av
+  - ▁yes
+  - ▁ele
+  - ▁year
+  - ▁such
+  - ▁video
+  - ness
+  - ▁el
+  - ▁trans
+  - ▁five
+  - ▁produ
+  - ave
+  - erest
+  - als
+  - body
+  - cus
+  - ▁found
+  - atter
+  - ▁eff
+  - ▁god
+  - ▁used
+  - llow
+  - ▁interest
+  - ▁question
+  - hip
+  - ▁bus
+  - ▁ask
+  - ▁exam
+  - ▁prov
+  - lud
+  - ▁form
+  - ▁law
+  - ense
+  - ▁child
+  - ▁gl
+  - ne
+  - ▁each
+  - ▁understand
+  - ▁care
+  - stem
+  - ▁med
+  - ▁maybe
+  - ably
+  - ▁det
+  - ▁coll
+  - its
+  - ▁commun
+  - ▁hand
+  - ▁'
+  - ▁ref
+  - ▁lear
+  - ▁done
+  - ▁gener
+  - vern
+  - ▁mr
+  - ween
+  - ▁better
+  - ▁between
+  - li
+  - blem
+  - ▁system
+  - ertain
+  - ▁school
+  - ▁eas
+  - ▁exp
+  - ▁war
+  - ention
+  - ▁ty
+  - ▁govern
+  - ues
+  - ▁problem
+  - ▁plan
+  - ac
+  - ▁conf
+  - ▁course
+  - ouse
+  - ▁mar
+  - ▁stand
+  - ▁sk
+  - ▁seco
+  - uring
+  - ▁ed
+  - ▁mem
+  - ros
+  - cri
+  - ▁thought
+  - cept
+  - ▁partic
+  - ▁test
+  - olog
+  - iness
+  - ▁far
+  - led
+  - ▁col
+  - ▁looking
+  - ▁read
+  - ▁whether
+  - ▁word
+  - me
+  - ▁once
+  - ize
+  - ▁home
+  - ▁requ
+  - gg
+  - ▁ide
+  - ▁thank
+  - ures
+  - ▁called
+  - ▁cur
+  - ▁water
+  - ▁frie
+  - ▁side
+  - ▁best
+  - ▁number
+  - oney
+  - ▁turn
+  - ock
+  - ▁eng
+  - ▁top
+  - ▁open
+  - ead
+  - ▁everything
+  - ▁term
+  - ▁prob
+  - ▁hard
+  - ▁fun
+  - ▁spec
+  - ▁dire
+  - ▁second
+  - ▁pa
+  - ▁build
+  - ▁run
+  - ▁sign
+  - ▁reason
+  - ▁inform
+  - ▁watch
+  - ution
+  - ▁few
+  - mo
+  - ▁hum
+  - ision
+  - ▁ext
+  - ▁tog
+  - ▁conc
+  - ▁thous
+  - ▁thousand
+  - ▁support
+  - ▁together
+  - ▁six
+  - ps
+  - ▁mark
+  - ics
+  - ▁includ
+  - ef
+  - ▁opp
+  - ident
+  - ▁anything
+  - ▁met
+  - ▁bre
+  - ▁jud
+  - ▁away
+  - ▁old
+  - ▁prog
+  - ten
+  - ▁book
+  - ▁says
+  - ▁seem
+  - ▁contin
+  - ▁process
+  - ▁sing
+  - ▁money
+  - ▁having
+  - ▁beg
+  - ▁comple
+  - ▁thir
+  - ▁using
+  - ▁ret
+  - ger
+  - ▁head
+  - ▁cre
+  - ▁poss
+  - enty
+  - ▁certain
+  - ▁clear
+  - ines
+  - ▁wee
+  - arch
+  - ▁inf
+  - ont
+  - ▁sit
+  - ▁lead
+  - alth
+  - ▁art
+  - ross
+  - ▁pub
+  - ▁without
+  - ▁pret
+  - ▁getting
+  - ient
+  - ▁z
+  - ▁wom
+  - ▁power
+  - ational
+  - ner
+  - ▁rest
+  - ▁believe
+  - ▁wa
+  - ▁aut
+  - ▁move
+  - aim
+  - ▁sort
+  - idence
+  - ▁creat
+  - ▁expl
+  - ▁name
+  - ▁went
+  - ▁eu
+  - ▁change
+  - ▁came
+  - ▁pay
+  - ices
+  - ▁sin
+  - ▁pur
+  - ▁pass
+  - ▁whole
+  - ▁house
+  - ▁hund
+  - ▁hundred
+  - ▁pretty
+  - ▁trying
+  - ▁ple
+  - ▁allow
+  - ▁compan
+  - ▁government
+  - ▁small
+  - ▁light
+  - ▁bra
+  - ▁stu
+  - aint
+  - ▁ah
+  - ▁prot
+  - ets
+  - ▁cent
+  - velop
+  - ▁family
+  - ▁business
+  - ety
+  - ▁making
+  - ▁list
+  - ▁experi
+  - eric
+  - ▁follow
+  - ately
+  - ▁probably
+  - ▁appe
+  - ▁serv
+  - ▁val
+  - ▁leg
+  - ▁resp
+  - ▁develop
+  - ready
+  - ▁already
+  - ▁sec
+  - ell
+  - ▁saying
+  - ash
+  - ▁hear
+  - ▁loc
+  - ▁adv
+  - ▁pri
+  - ret
+  - ▁lar
+  - ▁beh
+  - ▁must
+  - ▁hon
+  - ▁means
+  - ew
+  - ▁par
+  - ▁order
+  - ▁mom
+  - gn
+  - ▁though
+  - ▁record
+  - ▁miss
+  - ▁dr
+  - ▁es
+  - ▁eight
+  - ▁ever
+  - ▁left
+  - ▁example
+  - ▁enough
+  - osed
+  - ▁claim
+  - ank
+  - con
+  - ▁americ
+  - ▁information
+  - ▁arg
+  - ▁full
+  - nce
+  - ▁consid
+  - ▁working
+  - ature
+  - ▁
+  - e
+  - t
+  - a
+  - o
+  - i
+  - 'n'
+  - s
+  - r
+  - h
+  - l
+  - d
+  - u
+  - c
+  - m
+  - 'y'
+  - w
+  - g
+  - f
+  - p
+  - b
+  - v
+  - k
+  - ''''
+  - j
+  - x
+  - q
+  - z
+decoding:
+  strategy: greedy_batch
+  greedy:
+    max_symbols: 10
+  beam:
+    beam_size: 2
+    return_best_hypothesis: false
+    score_norm: true
+    tsd_max_sym_exp: 50
+    alsd_max_target_len: 2.0
+loss:
+  loss_name: default
+  warprnnt_numba_kwargs:
+    fastemit_lambda: 0.0
+    clamp: -1.0
+variational_noise:
+  start_step: 0
+  std: 0.0
+optim:
+  name: adamw
+  lr: 0.0025
+  betas:
+  - 0.9
+  - 0.98
+  weight_decay: 0.001
+  sched:
+    name: CosineAnnealing
+    warmup_steps: 15000
+    warmup_ratio: null
+    min_lr: 1.0e-06
+labels:
+- <unk>
+- ▁t
+- ▁th
+- ▁a
+- ▁i
+- ▁the
+- re
+- ▁w
+- ▁s
+- ▁o
+- in
+- at
+- er
+- ou
+- nd
+- ▁c
+- ▁b
+- ▁h
+- 'on'
+- ▁m
+- ▁f
+- ing
+- ▁to
+- en
+- ▁p
+- ▁and
+- ▁d
+- es
+- or
+- an
+- ll
+- ▁y
+- ���l
+- ed
+- ▁of
+- ▁in
+- it
+- is
+- ▁you
+- ▁that
+- ar
+- ▁g
+- ▁n
+- as
+- om
+- ▁it
+- ic
+- ve
+- ▁e
+- ▁wh
+- ▁be
+- us
+- le
+- al
+- ion
+- ow
+- ▁we
+- ▁re
+- ▁is
+- ut
+- ot
+- ent
+- ▁on
+- et
+- ▁ha
+- ay
+- ct
+- ▁he
+- id
+- ▁for
+- ▁st
+- ver
+- ly
+- ro
+- ig
+- ▁so
+- ld
+- ▁this
+- ke
+- ▁u
+- se
+- all
+- st
+- ur
+- ce
+- ch
+- im
+- ith
+- ▁as
+- ▁k
+- ▁an
+- ▁was
+- ▁j
+- ▁with
+- ir
+- ▁go
+- ra
+- ▁do
+- ▁have
+- ▁li
+- ▁sh
+- ▁se
+- ▁they
+- ▁are
+- am
+- ht
+- ▁but
+- ation
+- ▁not
+- th
+- ▁r
+- ally
+- ad
+- ust
+- ▁or
+- ▁com
+- ould
+- ▁can
+- ill
+- ▁ne
+- ight
+- ▁ch
+- ▁de
+- ▁con
+- ▁at
+- ▁mo
+- ant
+- oo
+- il
+- ▁me
+- ▁what
+- ▁there
+- ter
+- pe
+- ▁ab
+- ▁su
+- ere
+- ck
+- ▁pro
+- ▁al
+- ▁fr
+- ▁kn
+- ▁all
+- ers
+- ▁like
+- ge
+- ▁ex
+- ▁som
+- ul
+- ▁your
+- ▁v
+- pp
+- use
+- ▁if
+- ess
+- ate
+- est
+- ▁know
+- out
+- if
+- ▁just
+- ment
+- qu
+- op
+- ain
+- ▁one
+- ol
+- ri
+- art
+- very
+- ▁wor
+- ive
+- ist
+- ▁my
+- nt
+- ab
+- ▁from
+- ort
+- ▁ma
+- ▁about
+- res
+- ity
+- ▁out
+- ▁bec
+- ▁le
+- our
+- od
+- and
+- ink
+- ie
+- ▁up
+- ind
+- os
+- un
+- ause
+- oug
+- um
+- ▁some
+- ▁int
+- ▁by
+- ▁pl
+- ▁get
+- el
+- ard
+- ▁when
+- ▁don
+- her
+- ▁will
+- ▁us
+- ▁would
+- ook
+- ies
+- ich
+- ▁because
+- ▁think
+- em
+- ▁pe
+- ▁his
+- ack
+- ▁then
+- ▁our
+- ide
+- ▁tim
+- ▁how
+- ven
+- ▁tr
+- ▁who
+- ▁them
+- ure
+- ▁ar
+- ▁ye
+- ▁more
+- ▁going
+- ect
+- ▁sa
+- ▁cl
+- ▁had
+- ▁now
+- ▁which
+- ▁here
+- ous
+- ▁their
+- ▁tw
+- so
+- ▁has
+- ud
+- ▁co
+- ▁ta
+- ound
+- ▁were
+- ast
+- ▁peop
+- ough
+- ▁no
+- ▁really
+- ▁any
+- ▁people
+- ▁want
+- ▁she
+- ▁en
+- ▁fa
+- ▁te
+- ame
+- ine
+- ▁qu
+- red
+- ▁im
+- ▁right
+- ther
+- ▁act
+- ▁thing
+- king
+- ose
+- ▁ad
+- ▁see
+- ▁time
+- ▁these
+- ci
+- one
+- ▁say
+- ▁also
+- ▁fe
+- per
+- ▁ag
+- ▁man
+- ore
+- ▁un
+- pt
+- ▁her
+- ▁look
+- ong
+- ice
+- ▁very
+- ff
+- ions
+- ▁comp
+- ▁did
+- itt
+- ▁well
+- ▁other
+- iv
+- ase
+- ree
+- hing
+- ▁lo
+- reat
+- ▁cont
+- ▁part
+- ▁into
+- nder
+- ▁been
+- are
+- ▁am
+- ans
+- ▁sp
+- ▁two
+- ue
+- ▁way
+- age
+- ▁where
+- ite
+- ▁dis
+- ▁than
+- ▁every
+- ▁pr
+- ▁po
+- ag
+- ▁need
+- ach
+- iff
+- ence
+- pl
+- own
+- ▁ac
+- ble
+- ▁over
+- iz
+- ▁work
+- ▁res
+- ▁make
+- ▁could
+- ▁off
+- ually
+- ▁ro
+- ▁back
+- able
+- ip
+- ry
+- ▁him
+- ▁cour
+- ber
+- ▁pre
+- ▁fir
+- ▁spe
+- ap
+- ars
+- ▁diff
+- ire
+- ▁somet
+- ▁imp
+- ▁those
+- ▁comm
+- ance
+- ick
+- ▁even
+- ated
+- way
+- sel
+- ▁let
+- ▁br
+- ty
+- ▁per
+- int
+- ▁first
+- ▁thr
+- ▁under
+- ah
+- ▁may
+- ▁cou
+- ▁new
+- ress
+- act
+- ▁gr
+- ep
+- ▁said
+- ations
+- ▁good
+- ace
+- ass
+- ▁does
+- orm
+- ish
+- ▁af
+- ving
+- co
+- ▁app
+- ▁lot
+- ▁things
+- ▁tra
+- ittle
+- ▁bl
+- ▁little
+- ▁mu
+- cess
+- fe
+- ome
+- ▁inc
+- ▁differe
+- ary
+- ical
+- ▁only
+- ult
+- ▁again
+- ▁got
+- ens
+- ▁gu
+- ▁kind
+- ▁much
+- ord
+- ▁through
+- ition
+- ild
+- ▁down
+- ▁actually
+- ▁something
+- ang
+- ru
+- ces
+- ▁fl
+- ile
+- ater
+- ▁ra
+- ▁take
+- ict
+- ign
+- ▁sc
+- vel
+- ▁bet
+- ▁tal
+- ▁yeah
+- ▁use
+- fore
+- ▁bu
+- ▁start
+- ory
+- be
+- ▁day
+- wn
+- xt
+- ia
+- ak
+- ▁after
+- ▁should
+- ▁fo
+- ▁ho
+- ▁hel
+- ▁ind
+- ▁uh
+- na
+- ial
+- other
+- ▁ke
+- ▁call
+- ▁most
+- ▁ok
+- ▁different
+- ▁em
+- ting
+- ple
+- ▁being
+- ▁bo
+- ning
+- ▁too
+- ors
+- ▁happ
+- ark
+- og
+- ▁help
+- ▁rem
+- du
+- ction
+- ood
+- ▁ser
+- ether
+- ious
+- ▁mean
+- ▁many
+- ▁court
+- ▁bel
+- ade
+- ▁la
+- ved
+- ▁des
+- ▁rec
+- ▁jo
+- ▁dec
+- ves
+- ▁before
+- ▁put
+- self
+- ▁point
+- te
+- ▁ev
+- form
+- ents
+- ▁add
+- ody
+- thing
+- ▁case
+- ▁pers
+- ▁cons
+- iss
+- ▁three
+- oth
+- ▁ph
+- ▁come
+- ▁find
+- ▁why
+- ull
+- ▁show
+- ▁bas
+- ▁great
+- ily
+- ▁rel
+- ▁sm
+- ▁its
+- ▁fact
+- ▁pos
+- ool
+- ments
+- ise
+- nds
+- ys
+- ▁try
+- ual
+- ful
+- erm
+- ▁inter
+- ons
+- ▁quest
+- ▁sub
+- we
+- vers
+- ▁supp
+- ▁feel
+- ▁same
+- ub
+- ates
+- urn
+- ert
+- ▁inv
+- day
+- ▁rep
+- igh
+- ▁sy
+- ▁inst
+- ▁long
+- ▁still
+- ▁okay
+- ft
+- ific
+- atch
+- ought
+- ath
+- ▁own
+- ▁made
+- ix
+- ced
+- ks
+- lic
+- ▁wr
+- de
+- ▁cr
+- ▁att
+- ▁ob
+- ▁world
+- ▁sure
+- ward
+- ▁bit
+- ▁life
+- ▁person
+- ▁pres
+- ph
+- ▁vide
+- ▁reg
+- ▁end
+- ject
+- ange
+- ▁fin
+- ied
+- pect
+- ▁didn
+- ▁around
+- ian
+- ▁car
+- ible
+- ▁sim
+- ever
+- ▁sch
+- ating
+- ▁pol
+- ▁set
+- ▁oh
+- cy
+- ▁real
+- ▁import
+- ▁count
+- ▁um
+- ▁next
+- cial
+- les
+- ▁hu
+- ▁acc
+- ▁might
+- ▁ent
+- ▁doing
+- ▁ins
+- ▁gen
+- ▁play
+- ▁cle
+- ▁another
+- ady
+- ular
+- ib
+- ways
+- ered
+- ility
+- ities
+- ▁op
+- ▁def
+- ▁years
+- ▁never
+- ower
+- ram
+- ▁tell
+- ▁sl
+- onna
+- ail
+- ren
+- ute
+- ▁gonna
+- ▁big
+- ▁give
+- der
+- ount
+- ▁ap
+- kes
+- ▁state
+- ▁cor
+- ▁min
+- ically
+- ▁mon
+- ▁fam
+- ▁important
+- ▁always
+- ▁high
+- ▁four
+- ▁gra
+- ▁ca
+- ▁stud
+- ▁dist
+- ▁talk
+- ▁num
+- ▁str
+- ▁today
+- ract
+- ▁while
+- ason
+- ▁iss
+- ▁sur
+- ▁char
+- ▁last
+- oy
+- ited
+- ▁exper
+- ▁place
+- ▁tri
+- ▁ear
+- ▁belie
+- ▁able
+- ▁underst
+- ▁che
+- ▁both
+- ug
+- ▁doesn
+- ▁keep
+- ▁happen
+- ings
+- iew
+- ather
+- ▁ass
+- ▁love
+- ative
+- av
+- ▁yes
+- ▁ele
+- ▁year
+- ▁such
+- ▁video
+- ness
+- ▁el
+- ▁trans
+- ▁five
+- ▁produ
+- ave
+- erest
+- als
+- body
+- cus
+- ▁found
+- atter
+- ▁eff
+- ▁god
+- ▁used
+- llow
+- ▁interest
+- ▁question
+- hip
+- ▁bus
+- ▁ask
+- ▁exam
+- ▁prov
+- lud
+- ▁form
+- ▁law
+- ense
+- ▁child
+- ▁gl
+- ne
+- ▁each
+- ▁understand
+- ▁care
+- stem
+- ▁med
+- ▁maybe
+- ably
+- ▁det
+- ▁coll
+- its
+- ▁commun
+- ▁hand
+- ▁'
+- ▁ref
+- ▁lear
+- ▁done
+- ▁gener
+- vern
+- ▁mr
+- ween
+- ▁better
+- ▁between
+- li
+- blem
+- ▁system
+- ertain
+- ▁school
+- ▁eas
+- ▁exp
+- ▁war
+- ention
+- ▁ty
+- ▁govern
+- ues
+- ▁problem
+- ▁plan
+- ac
+- ▁conf
+- ▁course
+- ouse
+- ▁mar
+- ▁stand
+- ▁sk
+- ▁seco
+- uring
+- ▁ed
+- ▁mem
+- ros
+- cri
+- ▁thought
+- cept
+- ▁partic
+- ▁test
+- olog
+- iness
+- ▁far
+- led
+- ▁col
+- ▁looking
+- ▁read
+- ▁whether
+- ▁word
+- me
+- ▁once
+- ize
+- ▁home
+- ▁requ
+- gg
+- ▁ide
+- ▁thank
+- ures
+- ▁called
+- ▁cur
+- ▁water
+- ▁frie
+- ▁side
+- ▁best
+- ▁number
+- oney
+- ▁turn
+- ock
+- ▁eng
+- ▁top
+- ▁open
+- ead
+- ▁everything
+- ▁term
+- ▁prob
+- ▁hard
+- ▁fun
+- ▁spec
+- ▁dire
+- ▁second
+- ▁pa
+- ▁build
+- ▁run
+- ▁sign
+- ▁reason
+- ▁inform
+- ▁watch
+- ution
+- ▁few
+- mo
+- ▁hum
+- ision
+- ▁ext
+- ▁tog
+- ▁conc
+- ▁thous
+- ▁thousand
+- ▁support
+- ▁together
+- ▁six
+- ps
+- ▁mark
+- ics
+- ▁includ
+- ef
+- ▁opp
+- ident
+- ▁anything
+- ▁met
+- ▁bre
+- ▁jud
+- ▁away
+- ▁old
+- ▁prog
+- ten
+- ▁book
+- ▁says
+- ▁seem
+- ▁contin
+- ▁process
+- ▁sing
+- ▁money
+- ▁having
+- ▁beg
+- ▁comple
+- ▁thir
+- ▁using
+- ▁ret
+- ger
+- ▁head
+- ▁cre
+- ▁poss
+- enty
+- ▁certain
+- ▁clear
+- ines
+- ▁wee
+- arch
+- ▁inf
+- ont
+- ▁sit
+- ▁lead
+- alth
+- ▁art
+- ross
+- ▁pub
+- ▁without
+- ▁pret
+- ▁getting
+- ient
+- ▁z
+- ▁wom
+- ▁power
+- ational
+- ner
+- ▁rest
+- ▁believe
+- ▁wa
+- ▁aut
+- ▁move
+- aim
+- ▁sort
+- idence
+- ▁creat
+- ▁expl
+- ▁name
+- ▁went
+- ▁eu
+- ▁change
+- ▁came
+- ▁pay
+- ices
+- ▁sin
+- ▁pur
+- ▁pass
+- ▁whole
+- ▁house
+- ▁hund
+- ▁hundred
+- ▁pretty
+- ▁trying
+- ▁ple
+- ▁allow
+- ▁compan
+- ▁government
+- ▁small
+- ▁light
+- ▁bra
+- ▁stu
+- aint
+- ▁ah
+- ▁prot
+- ets
+- ▁cent
+- velop
+- ▁family
+- ▁business
+- ety
+- ▁making
+- ▁list
+- ▁experi
+- eric
+- ▁follow
+- ately
+- ▁probably
+- ▁appe
+- ▁serv
+- ▁val
+- ▁leg
+- ▁resp
+- ▁develop
+- ready
+- ▁already
+- ▁sec
+- ell
+- ▁saying
+- ash
+- ▁hear
+- ▁loc
+- ▁adv
+- ▁pri
+- ret
+- ▁lar
+- ▁beh
+- ▁must
+- ▁hon
+- ▁means
+- ew
+- ▁par
+- ▁order
+- ▁mom
+- gn
+- ▁though
+- ▁record
+- ▁miss
+- ▁dr
+- ▁es
+- ▁eight
+- ▁ever
+- ▁left
+- ▁example
+- ▁enough
+- osed
+- ▁claim
+- ank
+- con
+- ▁americ
+- ▁information
+- ▁arg
+- ▁full
+- nce
+- ▁consid
+- ▁working
+- ature
+- ▁
+- e
+- t
+- a
+- o
+- i
+- 'n'
+- s
+- r
+- h
+- l
+- d
+- u
+- c
+- m
+- 'y'
+- w
+- g
+- f
+- p
+- b
+- v
+- k
+- ''''
+- j
+- x
+- q
+- z
+target: nemo.collections.asr.models.rnnt_bpe_models.EncDecRNNTBPEModel
+nemo_version: 1.19.0rc0

tokenizer.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f279c3951a1c280a99a108d07b429bd98c03c94ecd0270748bd7affca9c0817
+size 259162

tokenizer.vocab

@@ -0,0 +1,1024 @@
+<unk>	0
+▁t	-0
+▁th	-1
+▁a	-2
+▁i	-3
+▁the	-4
+re	-5
+▁w	-6
+▁s	-7
+▁o	-8
+in	-9
+at	-10
+er	-11
+ou	-12
+nd	-13
+▁c	-14
+▁b	-15
+▁h	-16
+on	-17
+▁m	-18
+▁f	-19
+ing	-20
+▁to	-21
+en	-22
+▁p	-23
+▁and	-24
+▁d	-25
+es	-26
+or	-27
+an	-28
+ll	-29
+▁y	-30
+▁l	-31
+ed	-32
+▁of	-33
+▁in	-34
+it	-35
+is	-36
+▁you	-37
+▁that	-38
+ar	-39
+▁g	-40
+▁n	-41
+as	-42
+om	-43
+▁it	-44
+ic	-45
+ve	-46
+▁e	-47
+▁wh	-48
+▁be	-49
+us	-50
+le	-51
+al	-52
+ion	-53
+ow	-54
+▁we	-55
+▁re	-56
+▁is	-57
+ut	-58
+ot	-59
+ent	-60
+▁on	-61
+et	-62
+▁ha	-63
+ay	-64
+ct	-65
+▁he	-66
+id	-67
+▁for	-68
+▁st	-69
+ver	-70
+ly	-71
+ro	-72
+ig	-73
+▁so	-74
+ld	-75
+▁this	-76
+ke	-77
+▁u	-78
+se	-79
+all	-80
+st	-81
+ur	-82
+ce	-83
+ch	-84
+im	-85
+ith	-86
+▁as	-87
+▁k	-88
+▁an	-89
+▁was	-90
+▁j	-91
+▁with	-92
+ir	-93
+▁go	-94
+ra	-95
+▁do	-96
+▁have	-97
+▁li	-98
+▁sh	-99
+▁se	-100
+▁they	-101
+▁are	-102
+am	-103
+ht	-104
+▁but	-105
+ation	-106
+▁not	-107
+th	-108
+▁r	-109
+ally	-110
+ad	-111
+ust	-112
+▁or	-113
+▁com	-114
+ould	-115
+▁can	-116
+ill	-117
+▁ne	-118
+ight	-119
+▁ch	-120
+▁de	-121
+▁con	-122
+▁at	-123
+▁mo	-124
+ant	-125
+oo	-126
+il	-127
+▁me	-128
+▁what	-129
+▁there	-130
+ter	-131
+pe	-132
+▁ab	-133
+▁su	-134
+ere	-135
+ck	-136
+▁pro	-137
+▁al	-138
+▁fr	-139
+▁kn	-140
+▁all	-141
+ers	-142
+▁like	-143
+ge	-144
+▁ex	-145
+▁som	-146
+ul	-147
+▁your	-148
+▁v	-149
+pp	-150
+use	-151
+▁if	-152
+ess	-153
+ate	-154
+est	-155
+▁know	-156
+out	-157
+if	-158
+▁just	-159
+ment	-160
+qu	-161
+op	-162
+ain	-163
+▁one	-164
+ol	-165
+ri	-166
+art	-167
+very	-168
+▁wor	-169
+ive	-170
+ist	-171
+▁my	-172
+nt	-173
+ab	-174
+▁from	-175
+ort	-176
+▁ma	-177
+▁about	-178
+res	-179
+ity	-180
+▁out	-181
+▁bec	-182
+▁le	-183
+our	-184
+od	-185
+and	-186
+ink	-187
+ie	-188
+▁up	-189
+ind	-190
+os	-191
+un	-192
+ause	-193
+oug	-194
+um	-195
+▁some	-196
+▁int	-197
+▁by	-198
+▁pl	-199
+▁get	-200
+el	-201
+ard	-202
+▁when	-203
+▁don	-204
+her	-205
+▁will	-206
+▁us	-207
+▁would	-208
+ook	-209
+ies	-210
+ich	-211
+▁because	-212
+▁think	-213
+em	-214
+▁pe	-215
+▁his	-216
+ack	-217
+▁then	-218
+▁our	-219
+ide	-220
+▁tim	-221
+▁how	-222
+ven	-223
+▁tr	-224
+▁who	-225
+▁them	-226
+ure	-227
+▁ar	-228
+▁ye	-229
+▁more	-230
+▁going	-231
+ect	-232
+▁sa	-233
+▁cl	-234
+▁had	-235
+▁now	-236
+▁which	-237
+▁here	-238
+ous	-239
+▁their	-240
+▁tw	-241
+so	-242
+▁has	-243
+ud	-244
+▁co	-245
+▁ta	-246
+ound	-247
+▁were	-248
+ast	-249
+▁peop	-250
+ough	-251
+▁no	-252
+▁really	-253
+▁any	-254
+▁people	-255
+▁want	-256
+▁she	-257
+▁en	-258
+▁fa	-259
+▁te	-260
+ame	-261
+ine	-262
+▁qu	-263
+red	-264
+▁im	-265
+▁right	-266
+ther	-267
+▁act	-268
+▁thing	-269
+king	-270
+ose	-271
+▁ad	-272
+▁see	-273
+▁time	-274
+▁these	-275
+ci	-276
+one	-277
+▁say	-278
+▁also	-279
+▁fe	-280
+per	-281
+▁ag	-282
+▁man	-283
+ore	-284
+▁un	-285
+pt	-286
+▁her	-287
+▁look	-288
+ong	-289
+ice	-290
+▁very	-291
+ff	-292
+ions	-293
+▁comp	-294
+▁did	-295
+itt	-296
+▁well	-297
+▁other	-298
+iv	-299
+ase	-300
+ree	-301
+hing	-302
+▁lo	-303
+reat	-304
+▁cont	-305
+▁part	-306
+▁into	-307
+nder	-308
+▁been	-309
+are	-310
+▁am	-311
+ans	-312
+▁sp	-313
+▁two	-314
+ue	-315
+▁way	-316
+age	-317
+▁where	-318
+ite	-319
+▁dis	-320
+▁than	-321
+▁every	-322
+▁pr	-323
+▁po	-324
+ag	-325
+▁need	-326
+ach	-327
+iff	-328
+ence	-329
+pl	-330
+own	-331
+▁ac	-332
+ble	-333
+▁over	-334
+iz	-335
+▁work	-336
+▁res	-337
+▁make	-338
+▁could	-339
+▁off	-340
+ually	-341
+▁ro	-342
+▁back	-343
+able	-344
+ip	-345
+ry	-346
+▁him	-347
+▁cour	-348
+ber	-349
+▁pre	-350
+▁fir	-351
+▁spe	-352
+ap	-353
+ars	-354
+▁diff	-355
+ire	-356
+▁somet	-357
+▁imp	-358
+▁those	-359
+▁comm	-360
+ance	-361
+ick	-362
+▁even	-363
+ated	-364
+way	-365
+sel	-366
+▁let	-367
+▁br	-368
+ty	-369
+▁per	-370
+int	-371
+▁first	-372
+▁thr	-373
+▁under	-374
+ah	-375
+▁may	-376
+▁cou	-377
+▁new	-378
+ress	-379
+act	-380
+▁gr	-381
+ep	-382
+▁said	-383
+ations	-384
+▁good	-385
+ace	-386
+ass	-387
+▁does	-388
+orm	-389
+ish	-390
+▁af	-391
+ving	-392
+co	-393
+▁app	-394
+▁lot	-395
+▁things	-396
+▁tra	-397
+ittle	-398
+▁bl	-399
+▁little	-400
+▁mu	-401
+cess	-402
+fe	-403
+ome	-404
+▁inc	-405
+▁differe	-406
+ary	-407
+ical	-408
+▁only	-409
+ult	-410
+▁again	-411
+▁got	-412
+ens	-413
+▁gu	-414
+▁kind	-415
+▁much	-416
+ord	-417
+▁through	-418
+ition	-419
+ild	-420
+▁down	-421
+▁actually	-422
+▁something	-423
+ang	-424
+ru	-425
+ces	-426
+▁fl	-427
+ile	-428
+ater	-429
+▁ra	-430
+▁take	-431
+ict	-432
+ign	-433
+▁sc	-434
+vel	-435
+▁bet	-436
+▁tal	-437
+▁yeah	-438
+▁use	-439
+fore	-440
+▁bu	-441
+▁start	-442
+ory	-443
+be	-444
+▁day	-445
+wn	-446
+xt	-447
+ia	-448
+ak	-449
+▁after	-450
+▁should	-451
+▁fo	-452
+▁ho	-453
+▁hel	-454
+▁ind	-455
+▁uh	-456
+na	-457
+ial	-458
+other	-459
+▁ke	-460
+▁call	-461
+▁most	-462
+▁ok	-463
+▁different	-464
+▁em	-465
+ting	-466
+ple	-467
+▁being	-468
+▁bo	-469
+ning	-470
+▁too	-471
+ors	-472
+▁happ	-473
+ark	-474
+og	-475
+▁help	-476
+▁rem	-477
+du	-478
+ction	-479
+ood	-480
+▁ser	-481
+ether	-482
+ious	-483
+▁mean	-484
+▁many	-485
+▁court	-486
+▁bel	-487
+ade	-488
+▁la	-489
+ved	-490
+▁des	-491
+▁rec	-492
+▁jo	-493
+▁dec	-494
+ves	-495
+▁before	-496
+▁put	-497
+self	-498
+▁point	-499
+te	-500
+▁ev	-501
+form	-502
+ents	-503
+▁add	-504
+ody	-505
+thing	-506
+▁case	-507
+▁pers	-508
+▁cons	-509
+iss	-510
+▁three	-511
+oth	-512
+▁ph	-513
+▁come	-514
+▁find	-515
+▁why	-516
+ull	-517
+▁show	-518
+▁bas	-519
+▁great	-520
+ily	-521
+▁rel	-522
+▁sm	-523
+▁its	-524
+▁fact	-525
+▁pos	-526
+ool	-527
+ments	-528
+ise	-529
+nds	-530
+ys	-531
+▁try	-532
+ual	-533
+ful	-534
+erm	-535
+▁inter	-536
+ons	-537
+▁quest	-538
+▁sub	-539
+we	-540
+vers	-541
+▁supp	-542
+▁feel	-543
+▁same	-544
+ub	-545
+ates	-546
+urn	-547
+ert	-548
+▁inv	-549
+day	-550
+▁rep	-551
+igh	-552
+▁sy	-553
+▁inst	-554
+▁long	-555
+▁still	-556
+▁okay	-557
+ft	-558
+ific	-559
+atch	-560
+ought	-561
+ath	-562
+▁own	-563
+▁made	-564
+ix	-565
+ced	-566
+ks	-567
+lic	-568
+▁wr	-569
+de	-570
+▁cr	-571
+▁att	-572
+▁ob	-573
+▁world	-574
+▁sure	-575
+ward	-576
+▁bit	-577
+▁life	-578
+▁person	-579
+▁pres	-580
+ph	-581
+▁vide	-582
+▁reg	-583
+▁end	-584
+ject	-585
+ange	-586
+▁fin	-587
+ied	-588
+pect	-589
+▁didn	-590
+▁around	-591
+ian	-592
+▁car	-593
+ible	-594
+▁sim	-595
+ever	-596
+▁sch	-597
+ating	-598
+▁pol	-599
+▁set	-600
+▁oh	-601
+cy	-602
+▁real	-603
+▁import	-604
+▁count	-605
+▁um	-606
+▁next	-607
+cial	-608
+les	-609
+▁hu	-610
+▁acc	-611
+▁might	-612
+▁ent	-613
+▁doing	-614
+▁ins	-615
+▁gen	-616
+▁play	-617
+▁cle	-618
+▁another	-619
+ady	-620
+ular	-621
+ib	-622
+ways	-623
+ered	-624
+ility	-625
+ities	-626
+▁op	-627
+▁def	-628
+▁years	-629
+▁never	-630
+ower	-631
+ram	-632
+▁tell	-633
+▁sl	-634
+onna	-635
+ail	-636
+ren	-637
+ute	-638
+▁gonna	-639
+▁big	-640
+▁give	-641
+der	-642
+ount	-643
+▁ap	-644
+kes	-645
+▁state	-646
+▁cor	-647
+▁min	-648
+ically	-649
+▁mon	-650
+▁fam	-651
+▁important	-652
+▁always	-653
+▁high	-654
+▁four	-655
+▁gra	-656
+▁ca	-657
+▁stud	-658
+▁dist	-659
+▁talk	-660
+▁num	-661
+▁str	-662
+▁today	-663
+ract	-664
+▁while	-665
+ason	-666
+▁iss	-667
+▁sur	-668
+▁char	-669
+▁last	-670
+oy	-671
+ited	-672
+▁exper	-673
+▁place	-674
+▁tri	-675
+▁ear	-676
+▁belie	-677
+▁able	-678
+▁underst	-679
+▁che	-680
+▁both	-681
+ug	-682
+▁doesn	-683
+▁keep	-684
+▁happen	-685
+ings	-686
+iew	-687
+ather	-688
+▁ass	-689
+▁love	-690
+ative	-691
+av	-692
+▁yes	-693
+▁ele	-694
+▁year	-695
+▁such	-696
+▁video	-697
+ness	-698
+▁el	-699
+▁trans	-700
+▁five	-701
+▁produ	-702
+ave	-703
+erest	-704
+als	-705
+body	-706
+cus	-707
+▁found	-708
+atter	-709
+▁eff	-710
+▁god	-711
+▁used	-712
+llow	-713
+▁interest	-714
+▁question	-715
+hip	-716
+▁bus	-717
+▁ask	-718
+▁exam	-719
+▁prov	-720
+lud	-721
+▁form	-722
+▁law	-723
+ense	-724
+▁child	-725
+▁gl	-726
+ne	-727
+▁each	-728
+▁understand	-729
+▁care	-730
+stem	-731
+▁med	-732
+▁maybe	-733
+ably	-734
+▁det	-735
+▁coll	-736
+its	-737
+▁commun	-738
+▁hand	-739
+▁'	-740
+▁ref	-741
+▁lear	-742
+▁done	-743
+▁gener	-744
+vern	-745
+▁mr	-746
+ween	-747
+▁better	-748
+▁between	-749
+li	-750
+blem	-751
+▁system	-752
+ertain	-753
+▁school	-754
+▁eas	-755
+▁exp	-756
+▁war	-757
+ention	-758
+▁ty	-759
+▁govern	-760
+ues	-761
+▁problem	-762
+▁plan	-763
+ac	-764
+▁conf	-765
+▁course	-766
+ouse	-767
+▁mar	-768
+▁stand	-769
+▁sk	-770
+▁seco	-771
+uring	-772
+▁ed	-773
+▁mem	-774
+ros	-775
+cri	-776
+▁thought	-777
+cept	-778
+▁partic	-779
+▁test	-780
+olog	-781
+iness	-782
+▁far	-783
+led	-784
+▁col	-785
+▁looking	-786
+▁read	-787
+▁whether	-788
+▁word	-789
+me	-790
+▁once	-791
+ize	-792
+▁home	-793
+▁requ	-794
+gg	-795
+▁ide	-796
+▁thank	-797
+ures	-798
+▁called	-799
+▁cur	-800
+▁water	-801
+▁frie	-802
+▁side	-803
+▁best	-804
+▁number	-805
+oney	-806
+▁turn	-807
+ock	-808
+▁eng	-809
+▁top	-810
+▁open	-811
+ead	-812
+▁everything	-813
+▁term	-814
+▁prob	-815
+▁hard	-816
+▁fun	-817
+▁spec	-818
+▁dire	-819
+▁second	-820
+▁pa	-821
+▁build	-822
+▁run	-823
+▁sign	-824
+▁reason	-825
+▁inform	-826
+▁watch	-827
+ution	-828
+▁few	-829
+mo	-830
+▁hum	-831
+ision	-832
+▁ext	-833
+▁tog	-834
+▁conc	-835
+▁thous	-836
+▁thousand	-837
+▁support	-838
+▁together	-839
+▁six	-840
+ps	-841
+▁mark	-842
+ics	-843
+▁includ	-844
+ef	-845
+▁opp	-846
+ident	-847
+▁anything	-848
+▁met	-849
+▁bre	-850
+▁jud	-851
+▁away	-852
+▁old	-853
+▁prog	-854
+ten	-855
+▁book	-856
+▁says	-857
+▁seem	-858
+▁contin	-859
+▁process	-860
+▁sing	-861
+▁money	-862
+▁having	-863
+▁beg	-864
+▁comple	-865
+▁thir	-866
+▁using	-867
+▁ret	-868
+ger	-869
+▁head	-870
+▁cre	-871
+▁poss	-872
+enty	-873
+▁certain	-874
+▁clear	-875
+ines	-876
+▁wee	-877
+arch	-878
+▁inf	-879
+ont	-880
+▁sit	-881
+▁lead	-882
+alth	-883
+▁art	-884
+ross	-885
+▁pub	-886
+▁without	-887
+▁pret	-888
+▁getting	-889
+ient	-890
+▁z	-891
+▁wom	-892
+▁power	-893
+ational	-894
+ner	-895
+▁rest	-896
+▁believe	-897
+▁wa	-898
+▁aut	-899
+▁move	-900
+aim	-901
+▁sort	-902
+idence	-903
+▁creat	-904
+▁expl	-905
+▁name	-906
+▁went	-907
+▁eu	-908
+▁change	-909
+▁came	-910
+▁pay	-911
+ices	-912
+▁sin	-913
+▁pur	-914
+▁pass	-915
+▁whole	-916
+▁house	-917
+▁hund	-918
+▁hundred	-919
+▁pretty	-920
+▁trying	-921
+▁ple	-922
+▁allow	-923
+▁compan	-924
+▁government	-925
+▁small	-926
+▁light	-927
+▁bra	-928
+▁stu	-929
+aint	-930
+▁ah	-931
+▁prot	-932
+ets	-933
+▁cent	-934
+velop	-935
+▁family	-936
+▁business	-937
+ety	-938
+▁making	-939
+▁list	-940
+▁experi	-941
+eric	-942
+▁follow	-943
+ately	-944
+▁probably	-945
+▁appe	-946
+▁serv	-947
+▁val	-948
+▁leg	-949
+▁resp	-950
+▁develop	-951
+ready	-952
+▁already	-953
+▁sec	-954
+ell	-955
+▁saying	-956
+ash	-957
+▁hear	-958
+▁loc	-959
+▁adv	-960
+▁pri	-961
+ret	-962
+▁lar	-963
+▁beh	-964
+▁must	-965
+▁hon	-966
+▁means	-967
+ew	-968
+▁par	-969
+▁order	-970
+▁mom	-971
+gn	-972
+▁though	-973
+▁record	-974
+▁miss	-975
+▁dr	-976
+▁es	-977
+▁eight	-978
+▁ever	-979
+▁left	-980
+▁example	-981
+▁enough	-982
+osed	-983
+▁claim	-984
+ank	-985
+con	-986
+▁americ	-987
+▁information	-988
+▁arg	-989
+▁full	-990
+nce	-991
+▁consid	-992
+▁working	-993
+ature	-994
+▁	-995
+e	-996
+t	-997
+a	-998
+o	-999
+i	-1000
+n	-1001
+s	-1002
+r	-1003
+h	-1004
+l	-1005
+d	-1006
+u	-1007
+c	-1008
+m	-1009
+y	-1010
+w	-1011
+g	-1012
+f	-1013
+p	-1014
+b	-1015
+v	-1016
+k	-1017
+'	-1018
+j	-1019
+x	-1020
+q	-1021
+z	-1022

vocab.txt

@@ -0,0 +1,1023 @@
+t
+th
+a
+i
+the
+##re
+w
+s
+o
+##in
+##at
+##er
+##ou
+##nd
+c
+b
+h
+##on
+m
+f
+##ing
+to
+##en
+p
+and
+d
+##es
+##or
+##an
+##ll
+y
+l
+##ed
+of
+in
+##it
+##is
+you
+that
+##ar
+g
+n
+##as
+##om
+it
+##ic
+##ve
+e
+wh
+be
+##us
+##le
+##al
+##ion
+##ow
+we
+re
+is
+##ut
+##ot
+##ent
+on
+##et
+ha
+##ay
+##ct
+he
+##id
+for
+st
+##ver
+##ly
+##ro
+##ig
+so
+##ld
+this
+##ke
+u
+##se
+##all
+##st
+##ur
+##ce
+##ch
+##im
+##ith
+as
+k
+an
+was
+j
+with
+##ir
+go
+##ra
+do
+have
+li
+sh
+se
+they
+are
+##am
+##ht
+but
+##ation
+not
+##th
+r
+##ally
+##ad
+##ust
+or
+com
+##ould
+can
+##ill
+ne
+##ight
+ch
+de
+con
+at
+mo
+##ant
+##oo
+##il
+me
+what
+there
+##ter
+##pe
+ab
+su
+##ere
+##ck
+pro
+al
+fr
+kn
+all
+##ers
+like
+##ge
+ex
+som
+##ul
+your
+v
+##pp
+##use
+if
+##ess
+##ate
+##est
+know
+##out
+##if
+just
+##ment
+##qu
+##op
+##ain
+one
+##ol
+##ri
+##art
+##very
+wor
+##ive
+##ist
+my
+##nt
+##ab
+from
+##ort
+ma
+about
+##res
+##ity
+out
+bec
+le
+##our
+##od
+##and
+##ink
+##ie
+up
+##ind
+##os
+##un
+##ause
+##oug
+##um
+some
+int
+by
+pl
+get
+##el
+##ard
+when
+don
+##her
+will
+us
+would
+##ook
+##ies
+##ich
+because
+think
+##em
+pe
+his
+##ack
+then
+our
+##ide
+tim
+how
+##ven
+tr
+who
+them
+##ure
+ar
+ye
+more
+going
+##ect
+sa
+cl
+had
+now
+which
+here
+##ous
+their
+tw
+##so
+has
+##ud
+co
+ta
+##ound
+were
+##ast
+peop
+##ough
+no
+really
+any
+people
+want
+she
+en
+fa
+te
+##ame
+##ine
+qu
+##red
+im
+right
+##ther
+act
+thing
+##king
+##ose
+ad
+see
+time
+these
+##ci
+##one
+say
+also
+fe
+##per
+ag
+man
+##ore
+un
+##pt
+her
+look
+##ong
+##ice
+very
+##ff
+##ions
+comp
+did
+##itt
+well
+other
+##iv
+##ase
+##ree
+##hing
+lo
+##reat
+cont
+part
+into
+##nder
+been
+##are
+am
+##ans
+sp
+two
+##ue
+way
+##age
+where
+##ite
+dis
+than
+every
+pr
+po
+##ag
+need
+##ach
+##iff
+##ence
+##pl
+##own
+ac
+##ble
+over
+##iz
+work
+res
+make
+could
+off
+##ually
+ro
+back
+##able
+##ip
+##ry
+him
+cour
+##ber
+pre
+fir
+spe
+##ap
+##ars
+diff
+##ire
+somet
+imp
+those
+comm
+##ance
+##ick
+even
+##ated
+##way
+##sel
+let
+br
+##ty
+per
+##int
+first
+thr
+under
+##ah
+may
+cou
+new
+##ress
+##act
+gr
+##ep
+said
+##ations
+good
+##ace
+##ass
+does
+##orm
+##ish
+af
+##ving
+##co
+app
+lot
+things
+tra
+##ittle
+bl
+little
+mu
+##cess
+##fe
+##ome
+inc
+differe
+##ary
+##ical
+only
+##ult
+again
+got
+##ens
+gu
+kind
+much
+##ord
+through
+##ition
+##ild
+down
+actually
+something
+##ang
+##ru
+##ces
+fl
+##ile
+##ater
+ra
+take
+##ict
+##ign
+sc
+##vel
+bet
+tal
+yeah
+use
+##fore
+bu
+start
+##ory
+##be
+day
+##wn
+##xt
+##ia
+##ak
+after
+should
+fo
+ho
+hel
+ind
+uh
+##na
+##ial
+##other
+ke
+call
+most
+ok
+different
+em
+##ting
+##ple
+being
+bo
+##ning
+too
+##ors
+happ
+##ark
+##og
+help
+rem
+##du
+##ction
+##ood
+ser
+##ether
+##ious
+mean
+many
+court
+bel
+##ade
+la
+##ved
+des
+rec
+jo
+dec
+##ves
+before
+put
+##self
+point
+##te
+ev
+##form
+##ents
+add
+##ody
+##thing
+case
+pers
+cons
+##iss
+three
+##oth
+ph
+come
+find
+why
+##ull
+show
+bas
+great
+##ily
+rel
+sm
+its
+fact
+pos
+##ool
+##ments
+##ise
+##nds
+##ys
+try
+##ual
+##ful
+##erm
+inter
+##ons
+quest
+sub
+##we
+##vers
+supp
+feel
+same
+##ub
+##ates
+##urn
+##ert
+inv
+##day
+rep
+##igh
+sy
+inst
+long
+still
+okay
+##ft
+##ific
+##atch
+##ought
+##ath
+own
+made
+##ix
+##ced
+##ks
+##lic
+wr
+##de
+cr
+att
+ob
+world
+sure
+##ward
+bit
+life
+person
+pres
+##ph
+vide
+reg
+end
+##ject
+##ange
+fin
+##ied
+##pect
+didn
+around
+##ian
+car
+##ible
+sim
+##ever
+sch
+##ating
+pol
+set
+oh
+##cy
+real
+import
+count
+um
+next
+##cial
+##les
+hu
+acc
+might
+ent
+doing
+ins
+gen
+play
+cle
+another
+##ady
+##ular
+##ib
+##ways
+##ered
+##ility
+##ities
+op
+def
+years
+never
+##ower
+##ram
+tell
+sl
+##onna
+##ail
+##ren
+##ute
+gonna
+big
+give
+##der
+##ount
+ap
+##kes
+state
+cor
+min
+##ically
+mon
+fam
+important
+always
+high
+four
+gra
+ca
+stud
+dist
+talk
+num
+str
+today
+##ract
+while
+##ason
+iss
+sur
+char
+last
+##oy
+##ited
+exper
+place
+tri
+ear
+belie
+able
+underst
+che
+both
+##ug
+doesn
+keep
+happen
+##ings
+##iew
+##ather
+ass
+love
+##ative
+##av
+yes
+ele
+year
+such
+video
+##ness
+el
+trans
+five
+produ
+##ave
+##erest
+##als
+##body
+##cus
+found
+##atter
+eff
+god
+used
+##llow
+interest
+question
+##hip
+bus
+ask
+exam
+prov
+##lud
+form
+law
+##ense
+child
+gl
+##ne
+each
+understand
+care
+##stem
+med
+maybe
+##ably
+det
+coll
+##its
+commun
+hand
+'
+ref
+lear
+done
+gener
+##vern
+mr
+##ween
+better
+between
+##li
+##blem
+system
+##ertain
+school
+eas
+exp
+war
+##ention
+ty
+govern
+##ues
+problem
+plan
+##ac
+conf
+course
+##ouse
+mar
+stand
+sk
+seco
+##uring
+ed
+mem
+##ros
+##cri
+thought
+##cept
+partic
+test
+##olog
+##iness
+far
+##led
+col
+looking
+read
+whether
+word
+##me
+once
+##ize
+home
+requ
+##gg
+ide
+thank
+##ures
+called
+cur
+water
+frie
+side
+best
+number
+##oney
+turn
+##ock
+eng
+top
+open
+##ead
+everything
+term
+prob
+hard
+fun
+spec
+dire
+second
+pa
+build
+run
+sign
+reason
+inform
+watch
+##ution
+few
+##mo
+hum
+##ision
+ext
+tog
+conc
+thous
+thousand
+support
+together
+six
+##ps
+mark
+##ics
+includ
+##ef
+opp
+##ident
+anything
+met
+bre
+jud
+away
+old
+prog
+##ten
+book
+says
+seem
+contin
+process
+sing
+money
+having
+beg
+comple
+thir
+using
+ret
+##ger
+head
+cre
+poss
+##enty
+certain
+clear
+##ines
+wee
+##arch
+inf
+##ont
+sit
+lead
+##alth
+art
+##ross
+pub
+without
+pret
+getting
+##ient
+z
+wom
+power
+##ational
+##ner
+rest
+believe
+wa
+aut
+move
+##aim
+sort
+##idence
+creat
+expl
+name
+went
+eu
+change
+came
+pay
+##ices
+sin
+pur
+pass
+whole
+house
+hund
+hundred
+pretty
+trying
+ple
+allow
+compan
+government
+small
+light
+bra
+stu
+##aint
+ah
+prot
+##ets
+cent
+##velop
+family
+business
+##ety
+making
+list
+experi
+##eric
+follow
+##ately
+probably
+appe
+serv
+val
+leg
+resp
+develop
+##ready
+already
+sec
+##ell
+saying
+##ash
+hear
+loc
+adv
+pri
+##ret
+lar
+beh
+must
+hon
+means
+##ew
+par
+order
+mom
+##gn
+though
+record
+miss
+dr
+es
+eight
+ever
+left
+example
+enough
+##osed
+claim
+##ank
+##con
+americ
+information
+arg
+full
+##nce
+consid
+working
+##ature
+▁
+##e
+##t
+##a
+##o
+##i
+##n
+##s
+##r
+##h
+##l
+##d
+##u
+##c
+##m
+##y
+##w
+##g
+##f
+##p
+##b
+##v
+##k
+##'
+##j
+##x
+##q
+##z