config: conf/tuning/train_asr_rnn_tr.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_rnn_tr_raw_ky_bpe150_sp
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: 3
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - train
    - loss
    - min
-   - valid
    - loss
    - min
-   - train
    - acc
    - max
-   - 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: 16
valid_batch_size: null
batch_bins: 1000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_ky_bpe150_sp/train/speech_shape
- exp/asr_stats_raw_ky_bpe150_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_ky_bpe150_sp/valid/speech_shape
- exp/asr_stats_raw_ky_bpe150_sp/valid/text_shape.bpe
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_ky_sp/wav.scp
    - speech
    - sound
-   - dump/raw/train_ky_sp/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/dev_ky/wav.scp
    - speech
    - sound
-   - dump/raw/dev_ky/text
    - text
    - text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
optim: adadelta
optim_conf:
    lr: 0.1
scheduler: null
scheduler_conf: {}
token_list:
- <blank>
- <unk>
- ▁
- р
- л
- н
- к
- а
- т
- и
- .
- е
- о
- м
- у
- ш
- ы
- й
- ө
- ү
- п
- з
- с
- да
- б
- ч
- та
- ▁жа
- ','
- ке
- ▁ка
- ▁б
- ▁ал
- ар
- ын
- ▁э
- те
- ган
- де
- уу
- ты
- ды
- ▁ба
- ин
- ▁а
- га
- ▁А
- ▁ж
- ма
- ди
- үн
- г
- я
- ла
- ат
- гы
- ▁с
- ба
- ▁ко
- кан
- ң
- ти
- ун
- ▁Ал
- ▁К
- ▁кө
- ду
- сы
- кы
- чы
- ги
- на
- ▁Б
- в
- до
- чу
- —
- ▁ай
- ары
- ▁бир
- ▁эле
- ып
- дө
- үү
- ▁М
- ▁да
- ▁же
- ында
- ча
- гө
- оо
- дын
- дар
- ▁бер
- э
- ген
- ▁менен
- го
- ▁са
- тар
- Ж
- О
- С
- Т
- ю
- Э
- ж
- '?'
- д
- У
- ф
- И
- Д
- К
- х
- П
- Н
- ь
- Ш
- М
- ц
- Ч
- Р
- З
- Ф
- Г
- '!'
- Л
- А
- Б
- Е
- ӊ
- '1'
- '8'
- ⁄
- Ю
- Й
- Ц
- щ
- Я
- Ы
- ъ
- ё
- –
- Х
- В
- Ү
- Ө
- ”
- <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
model_conf:
    ctc_weight: 0.5
use_preprocessor: true
token_type: bpe
bpemodel: data/ky_token_list/bpe_unigram150/bpe.model
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
    - 27
    num_freq_mask: 2
    apply_time_mask: true
    time_mask_width_ratio_range:
    - 0.0
    - 0.05
    num_time_mask: 2
normalize: global_mvn
normalize_conf:
    stats_file: exp/asr_stats_raw_ky_bpe150_sp/train/feats_stats.npz
preencoder: null
preencoder_conf: {}
encoder: vgg_rnn
encoder_conf:
    rnn_type: lstm
    bidirectional: true
    use_projection: true
    num_layers: 4
    hidden_size: 1024
    output_size: 1024
postencoder: null
postencoder_conf: {}
decoder: rnn
decoder_conf:
    num_layers: 2
    hidden_size: 1024
    sampling_probability: 0
    att_conf:
        atype: location
        adim: 1024
        aconv_chans: 10
        aconv_filts: 100
required:
- output_dir
- token_list
version: 0.10.6a1
distributed: false