mirror of
https://github.com/modelscope/modelscope.git
synced 2026-07-09 20:09:17 +02:00
146 lines
5.5 KiB
Docker
146 lines
5.5 KiB
Docker
ARG BUILD_BASE_IMAGE=registry.access.redhat.com/ubi9/ubi:9.6
|
|
ARG PYTHON_VERSION=3.12
|
|
ARG UV_EXTRA_INDEX_URL=https://repos.metax-tech.com/r/maca-pypi/simple
|
|
ARG UV_TRUSTED_HOST=repos.metax-tech.com
|
|
|
|
# may need passing a particular vllm version during build
|
|
ARG VLLM_VERSION
|
|
ARG MACA_VERSION
|
|
ARG CU_BRIDGE_VERSION=${MACA_VERSION}
|
|
|
|
#################### BASE BUILD IMAGE ####################
|
|
FROM ${BUILD_BASE_IMAGE} AS base
|
|
ARG UV_TRUSTED_HOST
|
|
|
|
# maca environment variables
|
|
ENV MACA_PATH=/opt/maca
|
|
ENV MACA_CLANG_PATH=/opt/maca/mxgpu_llvm/bin
|
|
ENV CUCC_PATH="${MACA_PATH}/tools/cu-bridge"
|
|
ENV CUDA_PATH=/root/cu-bridge/CUDA_DIR
|
|
ENV CUCC_CMAKE_ENTRY=2
|
|
ENV PATH="/opt/venv/bin:/root/.local/bin:$PATH"
|
|
ENV PATH=/opt/mxdriver/bin:${MACA_PATH}/bin:${MACA_PATH}/mxgpu_llvm/bin:${MACA_PATH}/tools/cu-bridge/tools:${MACA_PATH}/tools/cu-bridge/bin:${PATH}
|
|
ENV LD_LIBRARY_PATH=/opt/mxdriver/lib:${MACA_PATH}/lib:${MACA_PATH}/mxgpu_llvm/lib:${MACA_PATH}/ompi/lib:${MACA_PATH}/ucx/lib:${LD_LIBRARY_PATH}
|
|
|
|
# uv environment variables
|
|
ENV VIRTUAL_ENV=/opt/venv
|
|
ENV UV_INDEX_STRATEGY="unsafe-best-match"
|
|
ENV UV_HTTP_TIMEOUT=6000
|
|
ENV UV_LINK_MODE=copy
|
|
ARG UV_EXTRA_INDEX_URL
|
|
ENV UV_EXTRA_INDEX_URL=${UV_EXTRA_INDEX_URL}
|
|
ARG UV_INDEX_URL
|
|
ENV UV_INDEX_URL=https://mirrors.aliyun.com/pypi/simple
|
|
ENV UV_TRUSTED_INDEX_HOST=mirrors.aliyun.com
|
|
ENV UV_OVERRIDE=/workspace/override.txt
|
|
|
|
# vllm compile option
|
|
ENV VLLM_INSTALL_PUNICA_KERNELS=1
|
|
|
|
# AI version arguments
|
|
ARG PYTHON_VERSION
|
|
ARG VLLM_VERSION
|
|
ARG VLLM_METAX_VERSION
|
|
ARG MACA_VERSION
|
|
ARG MEGATRON_VERSION
|
|
ARG SWIFT_VERSION
|
|
ARG CU_BRIDGE_VERSION
|
|
ARG TE_VERSION
|
|
|
|
WORKDIR /workspace
|
|
COPY override.txt /workspace/override.txt
|
|
COPY requirements_extra.txt /workspace/requirements_extra.txt
|
|
|
|
RUN printf "[metax-centos]\n\
|
|
name=Maca Driver Yum Repository\n\
|
|
baseurl=https://repos.metax-tech.com/r/metax-driver-centos-$(uname -m)/\n\
|
|
enabled=1\n\
|
|
gpgcheck=0" > /etc/yum.repos.d/metax-driver-centos.repo && \
|
|
printf "[maca-sdk]\n\
|
|
name=Maca Sdk Yum Repository\n\
|
|
baseurl=https://repos.metax-tech.com/r/maca-sdk-rpm-$(uname -m)/\n\
|
|
enabled=1\n\
|
|
gpgcheck=0" > /etc/yum.repos.d/maca-sdk-rpm.repo
|
|
|
|
RUN yum install -y \
|
|
python3-pip hostname \
|
|
unzip vim git openblas-devel make cmake \
|
|
ninja-build gcc g++ procps-ng \
|
|
libibverbs librdmacm libibumad \
|
|
binutils numactl-libs \
|
|
metax-driver-${MACA_VERSION}* mxgvm \
|
|
maca_sdk-${MACA_VERSION}* \
|
|
&& yum clean all && rm -rf /var/cache/yum /tmp/*
|
|
|
|
RUN python3 -m pip install uv -i $UV_INDEX_URL --trusted-host ${UV_TRUSTED_INDEX_HOST} && \
|
|
uv venv /opt/venv --python=${PYTHON_VERSION}
|
|
|
|
RUN python3 --version && \
|
|
uv self version
|
|
|
|
|
|
RUN git clone --depth 1 --branch ${SWIFT_VERSION} https://github.com/modelscope/ms-swift.git && \
|
|
git clone --depth 1 --branch ${VLLM_METAX_VERSION} https://github.com/MetaX-MACA/vLLM-metax.git && \
|
|
git clone --depth 1 --branch ${VLLM_VERSION} https://github.com/vllm-project/vllm.git && \
|
|
git clone --depth 1 --branch ${MEGATRON_VERSION} https://github.com/NVIDIA/Megatron-LM.git
|
|
|
|
# Step 1: install MACA SDK, Metax-Driver and cu-bridge
|
|
# Metax-Driver mainly contains vbios and kmd files, which are not needed in a container.
|
|
# Here we keep the mx-smi management tool. Kernel version mismatch errors are ignored.
|
|
RUN cd /tmp/ && \
|
|
export MACA_PATH=/opt/maca && \
|
|
curl -o ${CU_BRIDGE_VERSION}.zip -LsSf https://gitee.com/metax-maca/cu-bridge/repository/archive/${CU_BRIDGE_VERSION}.zip && \
|
|
unzip ${CU_BRIDGE_VERSION}.zip && \
|
|
mv cu-bridge-${CU_BRIDGE_VERSION} cu-bridge && \
|
|
chmod -R 755 cu-bridge && \
|
|
cd cu-bridge && \
|
|
mkdir build && cd build && \
|
|
cmake -DCMAKE_INSTALL_PREFIX=/opt/maca/tools/cu-bridge ../ && \
|
|
make && make install
|
|
|
|
# Step 2: trim unused MACA packages and install build prerequisites
|
|
RUN cd vLLM-metax && \
|
|
uv pip install -r requirements/build.txt && \
|
|
uv pip install build
|
|
|
|
# Step 3: install Metax python requirements
|
|
RUN cd vLLM-metax && \
|
|
UV_HTTP_TIMEOUT=960 uv pip install -r requirements/maca.txt --trusted-host ${UV_TRUSTED_HOST}
|
|
|
|
# Step 4: build vLLM with empty device to avoid CUDA dependency
|
|
RUN cd vllm && \
|
|
python3 use_existing_torch.py && \
|
|
uv pip install -r requirements/build/cuda.txt && \
|
|
VLLM_TARGET_DEVICE=empty uv pip install -v . --no-build-isolation
|
|
|
|
# Step 5: build vLLM-metax
|
|
RUN cd vLLM-metax && \
|
|
uv pip install -r requirements/build.txt && \
|
|
python3 -m build -w -n && \
|
|
uv pip install dist/*.whl
|
|
|
|
# Step 6: install Megatron-LM
|
|
RUN cd /workspace/Megatron-LM && \
|
|
if [ -f megatron/legacy/fused_kernels/__init__.py ]; then \
|
|
sed -i 's/nvcc/cucc/g' megatron/legacy/fused_kernels/__init__.py; \
|
|
fi && \
|
|
uv pip install .
|
|
|
|
# Step 7: install transformer-engine
|
|
RUN uv pip install transformer_engine==${TE_VERSION} -i https://repos.metax-tech.com/r/maca-pypi/simple --trusted-host ${UV_TRUSTED_HOST}
|
|
|
|
# Step 8: patch and install ms-swift v4.2.0 with Megatron extra dependencies
|
|
RUN sed -i '0,/^\(from \|import \)/{s//import vllm_metax.patch\n&/}' ms-swift/swift/__init__.py && \
|
|
cd ms-swift && \
|
|
uv pip install '.[megatron]'
|
|
|
|
# Step 9: install optional runtime dependencies used by swift 4.2.0
|
|
RUN uv pip install deepspeed -i https://repos.metax-tech.com/r/maca-pypi/simple --trusted-host ${UV_TRUSTED_HOST}
|
|
RUN uv pip install pip
|
|
RUN uv pip install -r requirements_extra.txt
|
|
RUN ln -sf ${CUDA_PATH}/bin/nvcc ${CUDA_PATH}/bin/cucc
|
|
|
|
# vllm installation may bring in incompatible CUDA-only wheels. Remove them here.
|
|
RUN uv pip uninstall flashinfer-python cupy-cuda12x
|
|
#################### FINAL IMAGE ####################
|