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Last active November 5, 2024 18:22
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# Build: docker build -f triton-torch-hip.Dockerfile -t triton-torch-hip .
# Run: docker run -it --rm --device /dev/kfd --device /dev/dri triton-torch-hip
FROM ubuntu:22.04
ARG INSTALL_TORCH=TRUE
ARG TORCH_VERSION=2.6.0.dev20241005
ARG ROCM_VERSION=6.2.2
# Setup ROCm package signing key
RUN apt-get update && apt-get install -y curl wget gnupg2 && \
curl https://repo.radeon.com/rocm/rocm.gpg.key | gpg --dearmor | tee /etc/apt/keyrings/rocm.gpg > /dev/null
# Register amdgpu kernel-mode driver
RUN sh -c "echo deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/amdgpu/${ROCM_VERSION}/ubuntu jammy main > /etc/apt/sources.list.d/amdgpu.list" && \
sh -c "echo deb [arch=amd64 signed-by=/etc/apt/keyrings/rocm.gpg] https://repo.radeon.com/rocm/apt/${ROCM_VERSION} jammy main > /etc/apt/sources.list.d/rocm.list" && \
sh -c "echo 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600' > /etc/apt/preferences.d/rocm-pin-600"
# Install base development packages
RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y \
git vim llvm clang lld ccache clang-format less \
python3 python3-dev python3-pip
# ~1.3GB till here
# Install ROCm information tools
#
# Note that we only install the base system information tools here;
# The full ROCm stack, even the HIP runtime, is not installed--they
# are packaged into the PyTorch pip packages and we use from there.
#
# To install the HIP runtime, add the hip-runtime-amd package here.
# It pulls in compiler packages like rocm-llvm and hipcc.
RUN DEBIAN_FRONTEND=noninteractive apt-get install -y \
rocminfo amd-smi-lib rocm-smi-lib && \
apt-get clean && rm -rf /var/lib/apt/lists/*
# ~1.3GB till here
# Install Triton development pip packages
RUN update-alternatives --install /usr/bin/python python /usr/bin/python3 300 && \
pip install --upgrade pip && \
pip install numpy scipy pandas matplotlib cmake ninja wheel lit pytest pytest-xdist pylama pre-commit
# Install torch pip packages
RUN if [ "${INSTALL_TORCH}" = "TRUE" ]; then \
pip install --pre torch==${TORCH_VERSION} --index-url https://download.pytorch.org/whl/nightly/rocm6.2; \
fi
# ~20GB till here with torch
ENV PATH="${PATH}:/opt/rocm/bin"
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