mirror of https://github.com/hpcaitech/ColossalAI
update README and images path (#384)
binmakeswell
Frank Lee
parent
2fcd4f38ee
commit
ce7b2c9ae3
|
|
@ -1,24 +1,57 @@
|
|||
# Colossal-AI
|
||||
<div id="top" align="center">
|
||||
|
||||
[](https://www.colossalai.org/)
|
||||
[](https://www.colossalai.org/)
|
||||
|
||||
一个整合高效并行技术的AI大模型训练系统。
|
||||
|
||||
<div align="center">
|
||||
<h3> <a href="https://arxiv.org/abs/2110.14883"> 论文 </a> |
|
||||
<a href="https://www.colossalai.org/"> 文档 </a> |
|
||||
<a href="https://github.com/hpcaitech/ColossalAI-Examples"> 样例 </a> |
|
||||
<a href="https://github.com/hpcaitech/ColossalAI-Examples"> 例程 </a> |
|
||||
<a href="https://github.com/hpcaitech/ColossalAI/discussions"> 论坛 </a> |
|
||||
<a href="https://medium.com/@hpcaitech"> 博客 </a></h3>
|
||||
<br/>
|
||||
<a href="https://medium.com/@hpcaitech"> 博客 </a></h3>
|
||||
|
||||
[](https://github.com/hpcaitech/ColossalAI/actions/workflows/PR_CI.yml)
|
||||
[](https://colossalai.readthedocs.io/en/latest/?badge=latest)
|
||||
[](https://codebeat.co/projects/github-com-hpcaitech-colossalai-main)
|
||||
[](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w)
|
||||
[](./docs/images/WeChat.png)
|
||||
[](https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png)
|
||||
|
||||
| [English](README.md) | [中文](README-zh-Hans.md) |
|
||||
|
||||
</div>
|
||||
一个整合高效并行技术的AI大模型训练系统。
|
||||
|
||||
|
||||
## 目录
|
||||
<ul>
|
||||
<li><a href="#特点">特点</a> </li>
|
||||
<li>
|
||||
<a href="#展示样例">展示样例</a>
|
||||
<ul>
|
||||
<li><a href="#ViT">ViT</a></li>
|
||||
<li><a href="#GPT-3">GPT-3</a></li>
|
||||
<li><a href="#GPT-2">GPT-2</a></li>
|
||||
<li><a href="#BERT">BERT</a></li>
|
||||
</ul>
|
||||
</li>
|
||||
|
||||
<li>
|
||||
<a href="#安装">安装</a>
|
||||
<ul>
|
||||
<li><a href="#PyPI">PyPI</a></li>
|
||||
<li><a href="#从源代码安装">从源代码安装</a></li>
|
||||
</ul>
|
||||
</li>
|
||||
<li><a href="#使用-Docker">使用 Docker</a></li>
|
||||
<li><a href="#社区">社区</a></li>
|
||||
<li><a href="#做出贡献">做出贡献</a></li>
|
||||
<li><a href="#快速预览">快速预览</a></li>
|
||||
<ul>
|
||||
<li><a href="#几行代码开启分布式训练">几行代码开启分布式训练</a></li>
|
||||
<li><a href="#构建一个简单的2维并行模型">构建一个简单的2维并行模型</a></li>
|
||||
</ul>
|
||||
<li><a href="#引用我们">引用我们</a></li>
|
||||
</ul>
|
||||
|
||||
## 特点
|
||||
|
||||
|
|
@ -33,30 +66,33 @@ Colossal-AI为您提供了一系列并行训练组件。我们的目标是让您
|
|||
- 混合精度
|
||||
- 零冗余优化器 (ZeRO)
|
||||
|
||||
## 样例
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
||||
## 展示样例
|
||||
### ViT
|
||||
|
||||
<img src="https://github.com/hpcaitech/public_assets/blob/main/colossalai/img/ViT.png" width="450" />
|
||||
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/ViT.png" width="450" />
|
||||
|
||||
- 14倍批大小和5倍训练速度（张量并行=64）
|
||||
|
||||
### GPT-3
|
||||
<img src="https://github.com/hpcaitech/public_assets/blob/main/colossalai/img/GPT3.png" width=700/>
|
||||
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT3.png" width=700/>
|
||||
|
||||
- 释放 50% GPU 资源占用, 或 10.7% 加速
|
||||
|
||||
### GPT-2
|
||||
<img src="https://github.com/hpcaitech/public_assets/blob/main/colossalai/img/GPT2.png" width=800/>
|
||||
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2.png" width=800/>
|
||||
|
||||
- 降低11倍GPU显存占用，或超线性扩展
|
||||
|
||||
### BERT
|
||||
<img src="https://github.com/hpcaitech/public_assets/blob/main/colossalai/img/BERT.png" width=800/>
|
||||
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/>
|
||||
|
||||
- 2倍训练速度，或1.5倍序列长度
|
||||
|
||||
请访问我们的[文档和教程](https://www.colossalai.org/)以了解详情。
|
||||
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
||||
## 安装
|
||||
|
||||
|
|
@ -97,6 +133,8 @@ pip install .
|
|||
pip install --global-option="--no_cuda_ext" .
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
||||
## 使用 Docker
|
||||
|
||||
运行以下命令从我们提供的docker文件中建立docker镜像。
|
||||
|
|
@ -112,11 +150,12 @@ docker build -t colossalai ./docker
|
|||
docker run -ti --gpus all --rm --ipc=host colossalai bash
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
||||
## 社区
|
||||
欢迎通过[论坛](https://github.com/hpcaitech/ColossalAI/discussions),
|
||||
[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w),
|
||||
或[微信](https://github.com/hpcaitech/public_assets/blob/main/colossalai/img/WeChat.png "qrcode")加入Colossal-AI社区，与我们分享你的建议和问题。
|
||||
或[微信](https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png "qrcode")加入Colossal-AI社区，与我们分享你的建议和问题。
|
||||
|
||||
|
||||
## 做出贡献
|
||||
|
|
@ -129,10 +168,11 @@ docker run -ti --gpus all --rm --ipc=host colossalai bash
|
|||
|
||||
*贡献者头像的展示顺序是随机的。*
|
||||
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
||||
## 快速预览
|
||||
|
||||
### Start Distributed Training in Lines
|
||||
### 几行代码开启分布式训练
|
||||
|
||||
```python
|
||||
import colossalai
|
||||
|
|
@ -209,10 +249,9 @@ class MLP_2D(nn.Module):
|
|||
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
||||
|
||||
|
||||
## 引用
|
||||
## 引用我们
|
||||
|
||||
```
|
||||
@article{bian2021colossal,
|
||||
|
|
@ -222,3 +261,5 @@ class MLP_2D(nn.Module):
|
|||
year={2021}
|
||||
}
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">返回顶端</a>)</p>
|
||||
|
|
|
|||
62
README.md
62
README.md
|
|
@ -1,25 +1,56 @@
|
|||
# Colossal-AI
|
||||
<div id="top" align="center">
|
||||
|
||||
[](https://www.colossalai.org/)
|
||||
[](https://www.colossalai.org/)
|
||||
|
||||
An integrated large-scale model training system with efficient parallelization techniques.
|
||||
|
||||
<div align="center">
|
||||
<h3> <a href="https://arxiv.org/abs/2110.14883"> Paper </a> |
|
||||
<a href="https://www.colossalai.org/"> Documentation </a> |
|
||||
<a href="https://github.com/hpcaitech/ColossalAI-Examples"> Examples </a> |
|
||||
<a href="https://github.com/hpcaitech/ColossalAI/discussions"> Forum </a> |
|
||||
<a href="https://medium.com/@hpcaitech"> Blog </a></h3>
|
||||
<br/>
|
||||
<a href="https://medium.com/@hpcaitech"> Blog </a></h3>
|
||||
|
||||
[](https://github.com/hpcaitech/ColossalAI/actions/workflows/PR_CI.yml)
|
||||
[](https://colossalai.readthedocs.io/en/latest/?badge=latest)
|
||||
[](https://codebeat.co/projects/github-com-hpcaitech-colossalai-main)
|
||||
[](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w)
|
||||
[](./docs/images/WeChat.png)
|
||||
[](https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png)
|
||||
|
||||
| [English](README.md) | [中文](README-zh-Hans.md) |
|
||||
</div>
|
||||
An integrated large-scale model training system with efficient parallelization techniques.
|
||||
|
||||
</div>
|
||||
|
||||
## Table of Contents
|
||||
<ul>
|
||||
<li><a href="#Features">Features</a> </li>
|
||||
<li>
|
||||
<a href="#Demo">Demo</a>
|
||||
<ul>
|
||||
<li><a href="#ViT">ViT</a></li>
|
||||
<li><a href="#GPT-3">GPT-3</a></li>
|
||||
<li><a href="#GPT-2">GPT-2</a></li>
|
||||
<li><a href="#BERT">BERT</a></li>
|
||||
</ul>
|
||||
</li>
|
||||
|
||||
<li>
|
||||
<a href="#Installation">Installation</a>
|
||||
<ul>
|
||||
<li><a href="#PyPI">PyPI</a></li>
|
||||
<li><a href="#Install-From-Source">Install From Source</a></li>
|
||||
</ul>
|
||||
</li>
|
||||
<li><a href="#Use-Docker">Use Docker</a></li>
|
||||
<li><a href="#Community">Community</a></li>
|
||||
<li><a href="#contributing">Contributing</a></li>
|
||||
<li><a href="#Quick-View">Quick View</a></li>
|
||||
<ul>
|
||||
<li><a href="#Start-Distributed-Training-in-Lines">Start Distributed Training in Lines</a></li>
|
||||
<li><a href="#Write-a-Simple-2D-Parallel-Model">Write a Simple 2D Parallel Model</a></li>
|
||||
</ul>
|
||||
<li><a href="#Cite-Us">Cite Us</a></li>
|
||||
</ul>
|
||||
|
||||
## Features
|
||||
|
||||
|
|
@ -36,7 +67,9 @@ distributed training in a few lines.
|
|||
- Mixed Precision Training
|
||||
- Zero Redundancy Optimizer (ZeRO)
|
||||
|
||||
## Examples
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
||||
## Demo
|
||||
### ViT
|
||||
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/ViT.png" width="450" />
|
||||
|
||||
|
|
@ -59,6 +92,7 @@ distributed training in a few lines.
|
|||
|
||||
Please visit our [documentation and tutorials](https://www.colossalai.org/) for more details.
|
||||
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
||||
## Installation
|
||||
|
||||
|
|
@ -99,6 +133,7 @@ If you don't want to install and enable CUDA kernel fusion (compulsory installat
|
|||
pip install --global-option="--no_cuda_ext" .
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
||||
## Use Docker
|
||||
|
||||
|
|
@ -115,14 +150,13 @@ Run the following command to start the docker container in interactive mode.
|
|||
docker run -ti --gpus all --rm --ipc=host colossalai bash
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
||||
## Community
|
||||
|
||||
Join the Colossal-AI community on [Forum](https://github.com/hpcaitech/ColossalAI/discussions),
|
||||
[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w),
|
||||
and [WeChat](./docs/images/WeChat.png "qrcode") to share your suggestions, advice, and questions with our engineering team.
|
||||
|
||||
|
||||
and [WeChat](https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/WeChat.png "qrcode") to share your suggestions, advice, and questions with our engineering team.
|
||||
|
||||
## Contributing
|
||||
|
||||
|
|
@ -134,6 +168,8 @@ Thanks so much to all of our amazing contributors!
|
|||
|
||||
*The order of contributor avatars is randomly shuffled.*
|
||||
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
||||
## Quick View
|
||||
|
||||
### Start Distributed Training in Lines
|
||||
|
|
@ -216,7 +252,7 @@ class MLP_2D(nn.Module):
|
|||
|
||||
```
|
||||
|
||||
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
||||
## Cite Us
|
||||
|
||||
|
|
@ -228,3 +264,5 @@ class MLP_2D(nn.Module):
|
|||
year={2021}
|
||||
}
|
||||
```
|
||||
|
||||
<p align="right">(<a href="#top">back to top</a>)</p>
|
||||
|
|
|
|||
Binary file not shown.
|
Before Width: | Height: | Size: 1.1 MiB |
Binary file not shown.
|
Before Width: | Height: | Size: 45 KiB |
Binary file not shown.
|
Before Width: | Height: | Size: 603 KiB |
Binary file not shown.
|
Before Width: | Height: | Size: 1.3 MiB |
Binary file not shown.
|
Before Width: | Height: | Size: 545 KiB |
Binary file not shown.
|
Before Width: | Height: | Size: 68 KiB |
Loading…
Reference in New Issue