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- # default base image
- ARG BASE_IMAGE="rocm/pytorch:rocm6.0_ubuntu20.04_py3.9_pytorch_2.1.1"
- FROM $BASE_IMAGE
- ARG BASE_IMAGE="rocm/pytorch:rocm6.0_ubuntu20.04_py3.9_pytorch_2.1.1"
- RUN echo "Base image is $BASE_IMAGE"
- # BASE_IMAGE for ROCm_5.7: "rocm/pytorch:rocm5.7_ubuntu22.04_py3.10_pytorch_2.0.1"
- # BASE_IMAGE for ROCm_6.0: "rocm/pytorch:rocm6.0_ubuntu20.04_py3.9_pytorch_2.1.1"
- ARG FA_GFX_ARCHS="gfx90a;gfx942"
- RUN echo "FA_GFX_ARCHS is $FA_GFX_ARCHS"
- ARG FA_BRANCH="ae7928c"
- RUN echo "FA_BRANCH is $FA_BRANCH"
- # whether to build flash-attention
- # if 0, will not build flash attention
- # this is useful for gfx target where flash-attention is not supported
- # In that case, we need to use the python reference attention implementation in aphrodite
- ARG BUILD_FA="1"
- # whether to build triton on rocm
- ARG BUILD_TRITON="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=/aphrodite-workspace
- 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/:
- # Allow build servers to limit ninja build jobs. For reference
- # see https://github.com/PygmalionAI/aphrodite-engine/wiki/1.-Installation#build-from-source
- ARG MAX_JOBS
- ENV MAX_JOBS=${MAX_JOBS}
- # Install ROCm flash-attention
- RUN if [ "$BUILD_FA" = "1" ]; then \
- mkdir libs \
- && cd libs \
- && git clone https://github.com/ROCm/flash-attention.git \
- && cd flash-attention \
- && git checkout ${FA_BRANCH} \
- && git submodule update --init \
- && export GPU_ARCHS=${FA_GFX_ARCHS} \
- && if [ "$BASE_IMAGE" = "rocm/pytorch:rocm5.7_ubuntu22.04_py3.10_pytorch_2.0.1" ]; then \
- patch /opt/conda/envs/py_3.10/lib/python3.10/site-packages/torch/utils/hipify/hipify_python.py hipify_patch.patch; fi \
- && python3 setup.py install \
- && cd ..; \
- fi
- # Error related to odd state for numpy 1.20.3 where there is no METADATA etc, but an extra LICENSES_bundled.txt.
- # Manually removed it so that later steps of numpy upgrade can continue
- RUN if [ "$BASE_IMAGE" = "rocm/pytorch:rocm6.0_ubuntu20.04_py3.9_pytorch_2.1.1" ]; then \
- rm -rf /opt/conda/envs/py_3.9/lib/python3.9/site-packages/numpy-1.20.3.dist-info/; fi
- # build triton
- RUN if [ "$BUILD_TRITON" = "1" ]; then \
- mkdir -p libs \
- && cd libs \
- && pip uninstall -y triton \
- && git clone https://github.com/ROCm/triton.git \
- && cd triton/python \
- && pip3 install . \
- && cd ../..; \
- fi
- WORKDIR /aphrodite-workspace
- COPY . .
- RUN python3 -m pip install --upgrade pip numba
- # make sure punica kernels are built (for LoRA)
- ENV APHRODITE_INSTALL_PUNICA_KERNELS=1
- # make sure hadamard kernels aren't build
- ENV APHRODITE_INSTALL_HADAMARD_KERNELS=0
- RUN --mount=type=cache,target=/root/.cache/pip \
- pip install -U -r requirements-rocm.txt \
- && patch /opt/rocm/include/hip/amd_detail/amd_hip_bf16.h ./rocm_patch/rocm_bf16.patch \
- && python3 setup.py install \
- && cp build/lib.linux-x86_64-cpython-39/aphrodite/_C.cpython-39-x86_64-linux-gnu.so aphrodite/ \
- && cd ..
- RUN python3 -m pip install --upgrade pip
- RUN python3 -m pip install --no-cache-dir ray[all]==2.9.3
- # Service UID needs write access to $HOME to create temporary folders, see #458
- RUN chown 1000:1000 ${HOME}
- CMD ["/bin/bash"]
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