mirror of
https://github.com/modelscope/FunASR
synced 2025-09-15 14:48:36 +08:00
48693b45c0
* train * train * train * train * train * train * train * train * train * train * train * train * train * train * train * train * train * train * train * train * whisper_lib for sense voice * aishell recipe * sense voice * docs
24 lines
886 B
Markdown
24 lines
886 B
Markdown
# Paraformer
|
||
pretrained model in [ModelScope](https://www.modelscope.cn/home)：[speech_paraformer_asr_nat-aishell1-pytorch](https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-aishell1-pytorch/summary)
|
||
|
||
## Training Config
|
||
- Feature info: using 80 dims fbank, global cmvn, speed perturb(0.9, 1.0, 1.1), specaugment
|
||
- Train info: lr 5e-4, batch_size 25000, 2 gpu(Tesla V100), acc_grad 1, 50 epochs
|
||
- Train config: conf/train_asr_paraformer_conformer_12e_6d_2048_256.yaml
|
||
- LM config: LM was not used
|
||
|
||
## Results (CER)
|
||
|
||
- Decode config: conf/decode_asr_transformer_noctc_1best.yaml (ctc weight:0.0)
|
||
|
||
| testset | CER(%) |
|
||
|:-----------:|:-------:|
|
||
| dev | 4.66 |
|
||
| test | 5.11 |
|
||
|
||
- Decode config: conf/decode_asr_transformer.yaml (ctc weight:0.5)
|
||
|
||
| testset | CER(%) |
|
||
|:-----------:|:-------:|
|
||
| dev | 4.52 |
|
||
| test | 4.94 | |