mirror of https://github.com/hpcaitech/ColossalAI
18dbe76cae
* add auto-offload feature * polish code * fix syn offload runtime pass bug * add offload example * fix offload testing bug * fix example testing bug |
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| .. | ||
| README.md | ||
| model_zoo.py | ||
| requirements.txt | ||
| run.sh | ||
| train_gpt_offload.py | ||
README.md
Auto-Offload Demo with GPT2
Requirements
Before you can launch training, you need to install the following requirements.
Install PyTorch
#conda
conda install pytorch==1.12.0 torchvision==0.13.0 torchaudio==0.12.0 cudatoolkit=11.3 -c pytorch
#pip
pip install torch==1.12.0+cu113 torchvision==0.13.0+cu113 torchaudio==0.12.0 --extra-index-url https://download.pytorch.org/whl/cu113
Install Colossal-AI v0.2.0 From Official Website
pip install colossalai==0.2.0+torch1.12cu11.3 -f https://release.colossalai.org
Install transformers
pip install transformers
Dataset
For simplicity, the input data is randonly generated here.
Training
#Run the auto offload on GPT with default setting and a dummy dataset.
bash run.sh