end2end-asr-pytorch

冷不防 2023-02-15 13:48 2阅读 0赞

#  end2end-asr-pytorch #

[https://github.com/gentaiscool/end2end-asr-pytorch][https_github.com_gentaiscool_end2end-asr-pytorch]

End-to-End Automatic Speech Recognition on PyTorch.  
End-to-End Speech Recognition on Pytorch.  
Transformer-based Speech Recognition Model.

end-to-end：adj. 端到端的，端点对端点的 n. 不断地
    automatic speech recognition，ASR：自动语音识别
    text to speech，TTS：从文本到语音
    speech to text，STT：从语音到文本

**PyTorch**  
[https://pytorch.org/][https_pytorch.org]

**torchaudio: an audio library for PyTorch**  
[https://github.com/pytorch/audio][https_github.com_pytorch_audio]

## 1. `pytorch==1.4.0` `torchaudio==0.4.0` `torchvision==0.50` ##

### 1.1 get started ###

(base) yongqiang@yongqiang:~$ conda create -n pt-1.4_py-3.6 python=3.6
    ......
    # To activate this environment, use
    #
    #     $ conda activate pt-1.4_py-3.6
    #
    # To deactivate an active environment, use
    #
    #     $ conda deactivate
    
    (base) yongqiang@yongqiang:~$
    (base) yongqiang@yongqiang:~$ conda activate pt-1.4_py-3.6
    (pt-1.4_py-3.6) yongqiang@yongqiang:~$

conda install pytorch torchvision cpuonly -c pytorch
    
    # CUDA 9.2
    conda install pytorch==1.2.0 torchvision==0.4.0 cudatoolkit=9.2 -c pytorch
    
    # CUDA 10.0
    conda install pytorch==1.2.0 torchvision==0.4.0 cudatoolkit=10.0 -c pytorch
    
    # CPU Only
    conda install pytorch==1.2.0 torchvision==0.4.0 cpuonly -c pytorch

*  `conda install pytorch==1.4.0 torchvision torchaudio==0.4.0 cpuonly -c pytorch`

(pt-1.4_py-3.6) yongqiang@yongqiang:~$ conda install pytorch==1.4.0 torchvision torchaudio==0.4.0 cpuonly -c pytorch
    ......
    ## Package Plan ##
    
      environment location: /home/yongqiang/miniconda3/envs/pt-1.4_py-3.6
    
      added / updated specs:
        - cpuonly
        - pytorch==1.4.0
        - torchaudio==0.4.0
        - torchvision
    ......
    Preparing transaction: done
    Verifying transaction: done
    Executing transaction: done
    (pt-1.4_py-3.6) yongqiang@yongqiang:~$

(pt-1.4_py-3.6) yongqiang@yongqiang:~$ python
    Python 3.6.10 |Anaconda, Inc.| (default, May  8 2020, 02:54:21)
    [GCC 7.3.0] on linux
    Type "help", "copyright", "credits" or "license" for more information.
    >>> import torch
    >>> import torchvision
    >>> import torchaudio
    >>>
    >>> torch.__version__
    '1.4.0'
    >>>
    >>> torchvision.__version__
    '0.5.0'
    >>>
    >>> torchaudio.__version__
    '0.4.0a0+719bcc7'
    >>>
    >>> exit()
    (pt-1.4_py-3.6) yongqiang@yongqiang:~$

*  `bash requirement.sh`

(pt-1.4_py-3.6) yongqiang@yongqiang:~/pytorch_work/end2end-asr-pytorch$ bash requirement.sh
    ......
    (pt-1.4_py-3.6) yongqiang@yongqiang:~/pytorch_work/end2end-asr-pytorch$

## 2. ##

## References ##

Code-Switched Language Models Using Neural Based Synthetic Data from Parallel Sentences.  
Lightweight and Efficient End-to-End Speech Recognition Using Low-Rank Transformer.  
A Comparison of Modeling Units in Sequence-to-Sequence Speech Recognition with the Transformer on Mandarin Chinese.

[https_github.com_gentaiscool_end2end-asr-pytorch]: https://github.com/gentaiscool/end2end-asr-pytorch
[https_pytorch.org]: https://pytorch.org/
[https_github.com_pytorch_audio]: https://github.com/pytorch/audio