encoder: SenseVoiceEncoderSmall | |
encoder_conf: | |
output_size: 512 | |
attention_heads: 4 | |
linear_units: 2048 | |
num_blocks: 50 | |
tp_blocks: 20 | |
dropout_rate: 0.1 | |
positional_dropout_rate: 0.1 | |
attention_dropout_rate: 0.1 | |
input_layer: pe | |
pos_enc_class: SinusoidalPositionEncoder | |
normalize_before: true | |
kernel_size: 11 | |
sanm_shfit: 0 | |
selfattention_layer_type: sanm | |
model: SenseVoiceSmall | |
model_conf: | |
length_normalized_loss: true | |
sos: 1 | |
eos: 2 | |
ignore_id: -1 | |
tokenizer: SentencepiecesTokenizer | |
tokenizer_conf: | |
bpemodel: /root/.cache/modelscope/hub/iic/SenseVoiceSmall/chn_jpn_yue_eng_ko_spectok.bpe.model | |
unk_symbol: <unk> | |
split_with_space: true | |
frontend: WavFrontend | |
frontend_conf: | |
fs: 16000 | |
window: hamming | |
n_mels: 80 | |
frame_length: 25 | |
frame_shift: 10 | |
lfr_m: 7 | |
lfr_n: 6 | |
cmvn_file: /root/.cache/modelscope/hub/iic/SenseVoiceSmall/am.mvn | |
dataset: SenseVoiceCTCDataset | |
dataset_conf: | |
index_ds: IndexDSJsonl | |
batch_sampler: BatchSampler | |
data_split_num: 1 | |
batch_type: token | |
batch_size: 25000 | |
max_token_length: 2000 | |
min_token_length: 60 | |
max_source_length: 2000 | |
min_source_length: 60 | |
max_target_length: 200 | |
min_target_length: 0 | |
shuffle: true | |
num_workers: 4 | |
sos: 1 | |
eos: 2 | |
IndexDSJsonl: IndexDSJsonl | |
retry: 20 | |
sort_size: 1024 | |
train_conf: | |
accum_grad: 1 | |
grad_clip: 5 | |
max_epoch: 100 | |
keep_nbest_models: 10 | |
avg_nbest_model: 10 | |
log_interval: 1 | |
resume: true | |
validate_interval: 2000 | |
save_checkpoint_interval: 2000 | |
use_deepspeed: false | |
deepspeed_config: /root/autodl-tmp/SenseVoice/deepspeed_conf/ds_stage1.json | |
optim: adamw | |
optim_conf: | |
lr: 0.0002 | |
scheduler: warmuplr | |
scheduler_conf: | |
warmup_steps: 25000 | |
specaug: SpecAugLFR | |
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 | |
init_param: /root/.cache/modelscope/hub/iic/SenseVoiceSmall/model.pt | |
config: /root/.cache/modelscope/hub/iic/SenseVoiceSmall/config.yaml | |
is_training: true | |
trust_remote_code: true | |
train_data_set_list: /root/autodl-tmp/train/train.jsonl | |
valid_data_set_list: /root/autodl-tmp/val/val.jsonl | |
output_dir: ./outputs | |
model_path: /root/.cache/modelscope/hub/iic/SenseVoiceSmall | |
device: cpu | |