github
/
ColossalAI
mirror of https://github.com/hpcaitech/ColossalAI
1
0
Fork 0
Code Issues Projects Releases Wiki Activity

update GPT-2 experiment result (#666)

pull/668/head
Sze-qq 2022-04-04 13:47:43 +08:00 committed by GitHub
parent 17e73e62cc
commit ce8a3eae5b
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
2 changed files with 6 additions and 4 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

5
README-zh-Hans.md
View File

@ -86,9 +86,10 @@ Colossal-AI为您提供了一系列并行训练组件。我们的目标是让您
- 降低11倍GPU显存占用，或超线性扩展（张量并行） - 降低11倍GPU显存占用，或超线性扩展（张量并行）
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Colossal-AI%20with%20ZeRO.jpg" width=393> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/(updated)GPT-2.png" width=800>
- 能训练接近11倍大小的模型（ZeRO） - 用相同的硬件条件训练24倍大的模型
- 超3倍的吞吐量
### BERT ### BERT
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/>

5
README.md
View File

@ -87,9 +87,10 @@ distributed training in a few lines.
- 11x lower GPU memory consumption, and superlinear scaling efficiency with Tensor Parallelism - 11x lower GPU memory consumption, and superlinear scaling efficiency with Tensor Parallelism
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Colossal-AI%20with%20ZeRO.jpg" width=393> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/(updated)GPT-2.png" width=800>
- 10.7x larger model size on the same hardware - 24x larger model size on the same hardware
- over 3x acceleration
### BERT ### BERT
<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/> <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/>