Light

megengine / end-to-end-asr-transformer Goto Github PK

View Code? Open in Web Editor NEW

14.0 4.0 3.0 137 KB

An end to end ASR Transformer model training repo

License: Apache License 2.0

Python 100.00%

asr-model automatic-speech-recognition megengine transfomer attention-mechanism

end-to-end-asr-transformer's Introduction

END TO END ASR TRANSFORMER

本项目基于transformer 6*encoder+6*decoder的基本结构构造的端到端的语音识别系统

Model

Instructions

1.数据准备:
- 自行下载数据，遵循文件结构如下：

├── data
│   ├── train
│   ├── dev
│   ├── test

2.数据预处理：
- 运行prepare_data.py对数据进行预处理, 获得整个词表，每个样本音频的mel-scale-spectrogram，文本的token-ids
3.模型训练：
- 运行train_transformer.py --ngpus 8进行transformer网络的训练. 该网络输入mel-scale-spectrogram, 输出token-ids
4.模型推理：
- 运行evlauate.py在dev/test上测试准确率

Acknowledgements

Reference

Ashish Vaswani et al. “Attention Is All You Need” (2017).
Abdel-rahman Mohamed et al. “Transformers with convolutional context for ASR” arXiv: Computation and Language (2019).
Albert Zeyer et al. “Improved Training of End-to-end Attention Models for Speech Recognition” Conference of the International Speech Communication Association (2018).

end-to-end-asr-transformer's People

Contributors

Stargazers

Watchers

Forkers

zsc real-cliang monesyh

Recommend Projects

React

A declarative, efficient, and flexible JavaScript library for building user interfaces.
Vue.js

🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
Typescript

TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
TensorFlow

An Open Source Machine Learning Framework for Everyone
Django

The Web framework for perfectionists with deadlines.
Laravel

A PHP framework for web artisans
D3

Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

javascript

JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
web

Some thing interesting about web. New door for the world.
server

A server is a program made to process requests and deliver data to clients.
Machine learning

Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Visualization

Some thing interesting about visualization, use data art
Game

Some thing interesting about game, make everyone happy.

Recommend Org

Facebook

We are working to build community through open source technology. NB: members must have two-factor auth.
Microsoft

Open source projects and samples from Microsoft.
Google

Google ❤️ Open Source for everyone.
Alibaba

Alibaba Open Source for everyone
D3

Data-Driven Documents codes.
Tencent

China tencent open source team.