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Dockerfile.rocm
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Dockerfile.rocm
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FROM rocm/pytorch:rocm5.7_ubuntu22.04_py3.10_pytorch_2.0.1
# Install some basic utilities
RUN apt-get update && apt-get install python3 python3-pip -y
# Install some basic utilities
RUN apt-get update && apt-get install -y \
curl \
ca-certificates \
sudo \
git \
bzip2 \
libx11-6 \
build-essential \
wget \
unzip \
nvidia-cuda-toolkit \
tmux \
&& rm -rf /var/lib/apt/lists/*
### Mount Point ###
# When launching the container, mount the code directory to /app
ARG APP_MOUNT=/app
VOLUME [ ${APP_MOUNT} ]
WORKDIR ${APP_MOUNT}
RUN python3 -m pip install --upgrade pip
RUN python3 -m pip install --no-cache-dir fastapi ninja tokenizers pandas
ENV LLVM_SYMBOLIZER_PATH=/opt/rocm/llvm/bin/llvm-symbolizer
ENV PATH=$PATH:/opt/rocm/bin:/libtorch/bin:
ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/opt/rocm/lib/:/libtorch/lib:
ENV CPLUS_INCLUDE_PATH=$CPLUS_INCLUDE_PATH:/libtorch/include:/libtorch/include/torch/csrc/api/include/:/opt/rocm/include/:
# Install ROCm flash-attention
RUN mkdir libs \
&& cd libs \
&& git clone https://github.com/ROCmSoftwarePlatform/flash-attention.git \
&& cd flash-attention \
&& git checkout 3d2b6f5 \
&& git submodule update --init \
&& export GPU_ARCHS=$(/opt/rocm/llvm/bin/amdgpu-offload-arch) \
&& patch /opt/conda/envs/py_3.10/lib/python3.10/site-packages/torch/utils/hipify/hipify_python.py hipify_patch.patch \
&& python3 setup.py install \
&& cd ..
COPY ./ /app/vllm
RUN python3 -m pip install --upgrade pip
RUN pip install xformers==0.0.23 --no-deps
RUN cd /app \
&& cd vllm \
&& pip install -U -r requirements-rocm.txt \
&& bash patch_xformers.rocm.sh \
&& python3 setup.py install \
&& cd ..
RUN python3 -m pip install --upgrade pip
RUN python3 -m pip install --no-cache-dir ray[all]
CMD ["/bin/bash"]