mirror of https://github.com/hpcaitech/ColossalAI
Update Experiment result about Colossal-AI with ZeRO (#479)
* [readme] add experimental visualisation regarding ColossalAI with ZeRO (#476) * Hotfix/readme (#478) * add experimental visualisation regarding ColossalAI with ZeRO * adjust newly-added figure sizepull/482/head
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@ -84,7 +84,11 @@ Colossal-AI为您提供了一系列并行训练组件。我们的目标是让您
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### GPT-2
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2.png" width=800/>
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- 降低11倍GPU显存占用,或超线性扩展
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- 降低11倍GPU显存占用,或超线性扩展(张量并行)
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Colossal-AI%20with%20ZeRO.jpg" width=393>
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- 能训练接近11倍大小的模型(ZeRO)
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### BERT
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/>
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@ -85,8 +85,11 @@ distributed training in a few lines.
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### GPT-2
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/GPT2.png" width=800/>
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- 11x lower GPU RAM, or superlinear scaling
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- 11x lower GPU RAM, or superlinear scaling with Tensor Parallel
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Colossal-AI%20with%20ZeRO.jpg" width=393>
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- 10.7x larger model size with ZeRO
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### BERT
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<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/BERT.png" width=800/>
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