readme: ---
  tags:
  - espnet
  - audio
  - automatic-speech-recognition
  language: en
  datasets:
  - iemocap
  license: cc-by-4.0
  ---
  
  ## ESPnet2 ASR model 
  
  ### `espnet/YushiUeda_iemocap_sentiment_asr_train_asr_conformer_wav2vec2_2`
  
  This model was trained by YushiUeda using iemocap recipe in [espnet](https://github.com/espnet/espnet/).
  
  ### Demo: How to use in ESPnet2
  
  ```bash
  cd espnet
  git checkout 17089cb2cf5f1275132163f6327defbcc1b1bc1b
  pip install -e .
  cd egs2/iemocap/asr1
  ./run.sh --skip_data_prep false --skip_train true --download_model espnet/YushiUeda_iemocap_sentiment_asr_train_asr_conformer_wav2vec2_2
  ```
  
  
  
  ## ASR config
  
  <details><summary>expand</summary>
  
  ```
  config: conf/tuning/train_asr_conformer_wav2vec2_2.yaml
  print_config: false
  log_level: INFO
  dry_run: false
  iterator_type: sequence
  output_dir: exp/asr_train_asr_conformer_wav2vec2_2_raw_en_word
  ngpu: 1
  seed: 2022
  num_workers: 2
  num_att_plot: 3
  dist_backend: nccl
  dist_init_method: env://
  dist_world_size: 2
  dist_rank: 0
  local_rank: 0
  dist_master_addr: localhost
  dist_master_port: 35781
  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: 70
  patience: null
  val_scheduler_criterion:
  - valid
  - loss
  early_stopping_criterion:
  - valid
  - loss
  - min
  best_model_criterion:
  -   - valid
      - acc
      - max
  keep_nbest_models: 10
  nbest_averaging_interval: 10
  grad_clip: 5.0
  grad_clip_type: 2.0
  grad_noise: false
  accum_grad: 2
  no_forward_run: false
  resume: true
  train_dtype: float32
  use_amp: false
  log_interval: 100
  use_matplotlib: true
  use_tensorboard: true
  use_wandb: false
  wandb_project: null
  wandb_id: null
  wandb_entity: null
  wandb_name: null
  wandb_model_log_interval: -1
  detect_anomaly: false
  pretrain_path: null
  init_param: []
  ignore_init_mismatch: false
  freeze_param:
  - frontend.upstream
  num_iters_per_epoch: null
  batch_size: 20
  valid_batch_size: null
  batch_bins: 6000000
  valid_batch_bins: null
  train_shape_file:
  - exp/asr_stats_raw_en_word/train/speech_shape
  - exp/asr_stats_raw_en_word/train/text_shape.word
  valid_shape_file:
  - exp/asr_stats_raw_en_word/valid/speech_shape
  - exp/asr_stats_raw_en_word/valid/text_shape.word
  batch_type: numel
  valid_batch_type: null
  fold_length:
  - 80000
  - 150
  sort_in_batch: descending
  sort_batch: descending
  multiple_iterator: false
  chunk_length: 500
  chunk_shift_ratio: 0.5
  num_cache_chunks: 1024
  train_data_path_and_name_and_type:
  -   - dump/raw/train/wav.scp
      - speech
      - sound
  -   - dump/raw/train/text
      - text
      - text
  valid_data_path_and_name_and_type:
  -   - dump/raw/valid/wav.scp
      - speech
      - sound
  -   - dump/raw/valid/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: 0.002
      weight_decay: 1.0e-05
  scheduler: warmuplr
  scheduler_conf:
      warmup_steps: 5000
  token_list:
  - <blank>
  - <unk>
  - i
  - you
  - Negative
  - to
  - it
  - '''s'
  - the
  - '''t'
  - that
  - and
  - Neutral
  - Positive
  - a
  - know
  - what
  - of
  - like
  - we
  - don
  - just
  - is
  - do
  - this
  - '''m'
  - me
  - have
  - can
  - in
  - for
  - 'no'
  - so
  - not
  - '''re'
  - my
  - but
  - mean
  - be
  - going
  - all
  - was
  - they
  - well
  - want
  - yeah
  - right
  - get
  - 'on'
  - there
  - he
  - oh
  - here
  - go
  - out
  - with
  - your
  - if
  - okay
  - are
  - she
  - at
  - '''ll'
  - '''ve'
  - got
  - think
  - about
  - up
  - see
  - then
  - why
  - how
  - time
  - really
  - one
  - now
  - or
  - as
  - back
  - look
  - her
  - him
  - been
  - because
  - 'yes'
  - would
  - didn
  - little
  - did
  - good
  - some
  - them
  - something
  - need
  - maybe
  - never
  - um
  - come
  - take
  - god
  - had
  - could
  - will
  - uh
  - am
  - people
  - thing
  - when
  - very
  - let
  - much
  - sorry
  - from
  - again
  - long
  - give
  - anything
  - too
  - make
  - fish
  - years
  - where
  - isn
  - three
  - said
  - things
  - nothing
  - help
  - work
  - tell
  - guess
  - over
  - 'off'
  - business
  - even
  - sir
  - any
  - his
  - around
  - were
  - way
  - who
  - new
  - kind
  - '''d'
  - our
  - everything
  - more
  - came
  - an
  - should
  - down
  - understand
  - only
  - great
  - else
  - man
  - line
  - us
  - ask
  - last
  - doing
  - say
  - waiting
  - other
  - lot
  - job
  - feel
  - yourself
  - point
  - thought
  - day
  - whole
  - away
  - coming
  - better
  - marry
  - always
  - these
  - still
  - wrong
  - two
  - sure
  - care
  - phone
  - probably
  - remember
  - annie
  - life
  - year
  - believe
  - gonna
  - supposed
  - went
  - first
  - talk
  - listen
  - alright
  - before
  - thinking
  - after
  - stuff
  - happy
  - ever
  - turn
  - thank
  - home
  - fine
  - into
  - than
  - call
  - money
  - stay
  - actually
  - every
  - hope
  - love
  - huh
  - married
  - wait
  - somewhere
  - has
  - being
  - father
  - larry
  - hell
  - wanted
  - trying
  - getting
  - guys
  - name
  - saying
  - bag
  - hear
  - girl
  - hey
  - flashlight
  - beach
  - put
  - leave
  - dollars
  - mind
  - augie
  - does
  - won
  - fifty
  - excited
  - hate
  - four
  - done
  - through
  - their
  - keep
  - car
  - lost
  - doesn
  - happen
  - wouldn
  - school
  - big
  - calm
  - night
  - '''cause'
  - id
  - another
  - though
  - myself
  - nobody
  - somebody
  - best
  - might
  - same
  - form
  - mom
  