config: conf/tuning/train_asr_branchformer_e18_d6_size512_lr1e-3_warmup35k.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_branchformer_e18_d6_size512_lr1e-3_warmup35k_raw_en_word
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: null
dist_rank: null
local_rank: 0
dist_master_addr: null
dist_master_port: null
dist_launcher: null
multiprocessing_distributed: false
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 50
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: 0
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
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: []
num_iters_per_epoch: null
batch_size: 64
valid_batch_size: null
batch_bins: 1000000
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: folded
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
    - kaldi_ark
-   - dump/raw/train/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/devel/wav.scp
    - speech
    - kaldi_ark
-   - dump/raw/devel/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: 0.001
    weight_decay: 1.0e-06
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 35000
token_list:
- <blank>
- <unk>
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- h
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- g
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- house_place
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- news_topic
- list_name
- ▁playlist
- ▁ne
- business_type
- personal_info
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- recommendation_locations
- lists_createoradd
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- lists_remove
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- audio_volume_mute
- music_query
- ▁audio
- rain
- ▁date
- ▁order
- audio_volume_up
- ▁ar
- ▁podcast
- transport_ticket
- mail
- iot_hue_lightchange
- iot_coffee
- radio_name
- ill
- ▁ri
- '@'
- takeaway_query
- song_name
- takeaway_order
- ▁ra
- email_addcontact
- play_game
- book
- transport_traffic
- ▁house
- music_likeness
- her
- transport_taxi
- iot_hue_lightdim
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- fo
- order_type
- color_type
- '1'
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- general_joke
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- ain
- qa_maths
- ▁place
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- cast
- iot_cleaning
- ▁che
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- ith
- audiobook_name
- email_address
- game_name
- ▁cal
- general_frequency
- ▁tom
- ▁food
- act
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- '2'
- alarm_remove
- podcast_descriptor
- ▁definition
- audio_volume_down
- ▁media
- email_folder
- dia
- meal_type
- ▁mus
- recommendation_movies
- ▁ad
- ree
- pt
- now
- playlist_name
- ▁person
- change_amount
- ▁pla
- escri
- datetime_convert
- podcast_name
- ▁ab
- time_zone
- ▁def
- ting
- iot_wemo_on
- music_settings
- iot_wemo_off
- orre
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- ank
- music_descriptor
- lar
- app_name
- row
- joke_type
- xt
- of
- ition
- ▁meet
- ink
- ▁confir
- transport_agency
- general_greet
- ▁business
- ▁art
- ▁ag
- urn
- escript
- rom
- ▁rel
- ▁au
- ▁currency
- audio_volume_other
- iot_hue_lighton
- ▁artist
- '?'
- ▁bus
- cooking_type
- movie_name
- coffee_type
- ingredient
- ather
- music_dislikeness
- sp
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- ▁ser
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- ▁bir
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- name
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- ▁hou
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- uch
- ▁conf
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- ▁birth
- I
- sw
- transport_descriptor
- ▁comm
- lease
- transport_name
- aid
- movie_type
- ▁device
- alarm_type
- audiobook_author
- '5'
- drink_type
- ▁joh
- ▁defin
- word
- ▁curren
- order
- iness
- W
- cooking_query
- sport_type
- ▁relation
- oint
- H
- '8'
- A
- '0'
- ▁dol
- vice
- ▁pers
- '&'
- T
- ▁appoint
- _
- '7'
- '3'
- '-'
- game_type
- ▁pod
- N
- M
- E
- list
- music_album
- dio
- ▁transport
- qa_query
- C
- O
- U
- query_detail
- ']'
- '['
- descriptor
- ':'
- spon
- <sos/eos>
init: null
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: true
joint_net_conf: null
use_preprocessor: true
token_type: word
bpemodel: null
non_linguistic_symbols: null
cleaner: null
g2p: null
speech_volume_normalize: null
rir_scp: null
rir_apply_prob: 1.0
noise_scp: null
noise_apply_prob: 1.0
noise_db_range: '13_15'
frontend: default
frontend_conf:
    fs: 16k
specaug: specaug
specaug_conf:
    apply_time_warp: true
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: true
    freq_mask_width_range:
    - 0
    - 30
    num_freq_mask: 2
    apply_time_mask: true
    time_mask_width_range:
    - 0
    - 40
    num_time_mask: 2
normalize: utterance_mvn
normalize_conf: {}
model: espnet
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
    extract_feats_in_collect_stats: false
preencoder: null
preencoder_conf: {}
encoder: branchformer
encoder_conf:
    output_size: 512
    use_attn: true
    attention_heads: 8
    attention_layer_type: rel_selfattn
    pos_enc_layer_type: rel_pos
    rel_pos_type: latest
    use_cgmlp: true
    cgmlp_linear_units: 2048
    cgmlp_conv_kernel: 31
    use_linear_after_conv: false
    gate_activation: identity
    merge_method: concat
    cgmlp_weight: 0.5
    attn_branch_drop_rate: 0.0
    num_blocks: 18
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv2d
    stochastic_depth_rate: 0.0
postencoder: null
postencoder_conf: {}
decoder: transformer
decoder_conf:
    attention_heads: 8
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    self_attention_dropout_rate: 0.1
    src_attention_dropout_rate: 0.1
required:
- output_dir
- token_list
version: '202204'
distributed: false