config: examples/aishell_demo/paraformer_s2/conf/train_asr_paraformer_sanm_50e_16d_2048_512_lfr6.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: /nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local
ngpu: 1
seed: 0
num_workers: 16
num_att_plot: 3
dist_backend: nccl
dist_init_method: file:///nfs/FunASR_results/paraformer/1m-1gpu/baseline_train_asr_paraformer_sanm_50e_16d_2048_512_lfr6_fbank_zh_char_local/ddp_init
dist_world_size: 1
dist_rank: 0
local_rank: 0
dist_master_addr: null
dist_master_port: null
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: true
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 20
patience: null
val_scheduler_criterion:
- valid
- acc
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 5
nbest_averaging_interval: 0
grad_clip: 5
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: 50
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:
- /nfs/init_model/paraformer_9k_bigmodel.pth
ignore_init_mismatch: false
freeze_param: []
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 1000
valid_batch_bins: null
train_shape_file:
- /nfs/dataset/data/asr_stats_fbank_zh_char/train/speech_shape
- /nfs/dataset/data/asr_stats_fbank_zh_char/train/text_shape.char
valid_shape_file:
- /nfs/dataset/data/asr_stats_fbank_zh_char/dev/speech_shape
- /nfs/dataset/data/asr_stats_fbank_zh_char/dev/text_shape.char
batch_type: length
valid_batch_type: null
fold_length:
- 512
- 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_file: /nfs/dataset/data/dump/fbank/train/ark_txt.scp
valid_data_file: /nfs/dataset/data/dump/fbank/dev/ark_txt.scp
train_data_path_and_name_and_type:
-   - /nfs/dataset/data/dump/fbank/train/feats.scp
    - speech
    - kaldi_ark
-   - /nfs/dataset/data/dump/fbank/train/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - /nfs/dataset/data/dump/fbank/dev/feats.scp
    - speech
    - kaldi_ark
-   - /nfs/dataset/data/dump/fbank/dev/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: 0.0005
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 30000
use_pai: false
num_worker_count: 1
access_key_id: null
access_key_secret: null
endpoint: null
bucket_name: null
oss_bucket: null
token_list:
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- bri
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- venue
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- ans
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- <unk>
split_with_space: true
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: char
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: wav_frontend
frontend_conf:
    fs: 16000
    window: hamming
    n_mels: 80
    frame_length: 25
    frame_shift: 10
    lfr_m: 7
    lfr_n: 6
specaug: specaug_lfr
specaug_conf:
    apply_time_warp: false
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: true
    freq_mask_width_range:
    - 0
    - 30
    lfr_rate: 6
    num_freq_mask: 1
    apply_time_mask: true
    time_mask_width_range:
    - 0
    - 12
    num_time_mask: 1
normalize: null
normalize_conf: {}
model: paraformer_online
model_conf:
    ctc_weight: 0.0
    lsm_weight: 0.1
    length_normalized_loss: true
    predictor_weight: 1.0
    predictor_bias: 1
    sampling_ratio: 0.75
preencoder: null
preencoder_conf: {}
encoder: sanm_chunk_opt
encoder_conf:
    output_size: 512
    attention_heads: 4
    linear_units: 2048
    num_blocks: 50
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: pe_online
    pos_enc_class: SinusoidalPositionEncoder
    normalize_before: true
    kernel_size: 11
    sanm_shfit: 0
    selfattention_layer_type: sanm
    chunk_size:
    - 12
    - 15
    stride:
    - 8
    - 10
    pad_left:
    - 0
    - 0
    encoder_att_look_back_factor:
    - 4
    - 4
    decoder_att_look_back_factor:
    - 1
    - 1
postencoder: null
postencoder_conf: {}
decoder: paraformer_decoder_sanm
decoder_conf:
    attention_heads: 4
    linear_units: 2048
    num_blocks: 16
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    self_attention_dropout_rate: 0.1
    src_attention_dropout_rate: 0.1
    att_layer_num: 16
    kernel_size: 11
    sanm_shfit: 5
predictor: cif_predictor_v2
predictor_conf:
    idim: 512
    threshold: 1.0
    l_order: 1
    r_order: 1
    tail_threshold: 0.45
gpu_id: 1
required:
- output_dir
- token_list
distributed: false
version: '202211'
