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build dependencies and aws-cli
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FROM huggingface/transformers-pytorch-deepspeed-latest-gpu:latest
ARG TORCH_CUDA_ARCH_LIST="7.0 7.5 8.0 8.6+PTX"
RUN apt-get update && \
apt-get install -y build-essential ninja-build vim git-lfs && \
git lfs install --skip-repo && \
mkdir /tmp/wheels && \
cd /tmp/wheels && \
curl -L -O https://github.com/winglian/axolotl/raw/wheels/wheels/deepspeed-0.9.2%2B7ddc3b01-cp38-cp38-linux_x86_64.whl && \
curl -L -O https://github.com/winglian/axolotl/raw/wheels/wheels/flash_attn-1.0.4-cp38-cp38-linux_x86_64.whl && \
pip install deepspeed-0.9.2%2B7ddc3b01-cp38-cp38-linux_x86_64.whl && \
pip install flash_attn-1.0.4-cp38-cp38-linux_x86_64.whl && \
pip install "peft @ git+https://github.com/huggingface/peft.git@main" --force-reinstall --no-dependencies && \
pip install awscli
WORKDIR /workspace
ARG REF=main
RUN git clone https://github.com/winglian/axolotl && cd axolotl && git checkout $REF && \
pip install -e .[int4]
RUN pip3 install --force-reinstall https://download.pytorch.org/whl/nightly/cu117/torch-2.0.0.dev20230301%2Bcu117-cp38-cp38-linux_x86_64.whl --index-url https://download.pytorch.org/whl/nightly/cu117