102 lines
3.9 KiB
Docker
102 lines
3.9 KiB
Docker
ARG CANN_VERSION=8.3.rc1
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ARG DEVICE_TYPE=a3
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ARG OS=ubuntu22.04
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ARG PYTHON_VERSION=py3.11
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FROM quay.io/ascend/cann:$CANN_VERSION-$DEVICE_TYPE-$OS-$PYTHON_VERSION
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# Update pip & apt sources
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ARG PIP_INDEX_URL="https://pypi.org/simple/"
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ARG APTMIRROR=""
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ARG PYTORCH_VERSION="2.8.0"
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ARG TORCHVISION_VERSION="0.23.0"
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ARG PTA_VERSION="v7.2.0-pytorch${PYTORCH_VERSION}"
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ARG PTA_NAME="torch_npu-${PYTORCH_VERSION}-cp311-cp311-manylinux_2_28_aarch64.whl"
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ARG PTA_URL="https://gitcode.com/Ascend/pytorch/releases/download/${PTA_VERSION}/${PTA_NAME}"
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ARG TRITON_ASCEND_URL="https://sglang-ascend.obs.cn-east-3.myhuaweicloud.com/sglang/triton_ascend-3.2.0%2Bgitb0ea0850-cp311-cp311-linux_aarch64.whl"
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ARG BISHENG_URL="https://sglang-ascend.obs.cn-east-3.myhuaweicloud.com/sglang/Ascend-BiSheng-toolkit_aarch64.run"
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ARG SGLANG_TAG=main
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ARG ASCEND_CANN_PATH=/usr/local/Ascend/ascend-toolkit
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ARG SGLANG_KERNEL_NPU_TAG=main
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ARG PIP_INSTALL="python3 -m pip install --no-cache-dir"
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ARG DEVICE_TYPE
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WORKDIR /workspace
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# Define environments
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ENV DEBIAN_FRONTEND=noninteractive
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RUN pip config set global.index-url $PIP_INDEX_URL
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RUN if [ -n "$APTMIRROR" ];then sed -i "s|.*.ubuntu.com|$APTMIRROR|g" /etc/apt/sources.list ;fi
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# Install development tools and utilities
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RUN apt-get update -y && apt upgrade -y && apt-get install -y \
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build-essential \
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cmake \
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vim \
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wget \
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curl \
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net-tools \
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zlib1g-dev \
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lld \
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clang \
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locales \
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ccache \
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openssl \
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libssl-dev \
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pkg-config \
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ca-certificates \
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&& rm -rf /var/cache/apt/* \
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&& rm -rf /var/lib/apt/lists/* \
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&& update-ca-certificates \
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&& locale-gen en_US.UTF-8
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ENV LANG=en_US.UTF-8
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ENV LANGUAGE=en_US:en
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ENV LC_ALL=en_US.UTF-8
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### Install MemFabric
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RUN ${PIP_INSTALL} mf-adapter==1.0.0
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### Install SGLang Model Gateway
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RUN ${PIP_INSTALL} sglang-router
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### Install PyTorch and PTA
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RUN (${PIP_INSTALL} torch==${PYTORCH_VERSION} torchvision==${TORCHVISION_VERSION} --index-url https://download.pytorch.org/whl/cpu) && \
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(wget -O "${PTA_NAME}" "${PTA_URL}" && ${PIP_INSTALL} "./${PTA_NAME}" && rm "./${PTA_NAME}")
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# TODO: install from pypi released triton-ascend
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RUN ${PIP_INSTALL} attrs==24.2.0 numpy==1.26.4 scipy==1.13.1 decorator==5.1.1 psutil==6.0.0 pytest==8.3.2 pytest-xdist==3.6.1 pyyaml pybind11 && \
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${PIP_INSTALL} ${TRITON_ASCEND_URL}
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# Install SGLang
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RUN git clone https://github.com/sgl-project/sglang --branch $SGLANG_TAG && \
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(cd sglang/python && rm -rf pyproject.toml && mv pyproject_other.toml pyproject.toml && ${PIP_INSTALL} -v .[srt_npu]) && \
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rm -rf sglang
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# Install Deep-ep
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# pin wheel to 0.45.1 ref: https://github.com/pypa/wheel/issues/662
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RUN ${PIP_INSTALL} wheel==0.45.1 && git clone --branch $SGLANG_KERNEL_NPU_TAG https://github.com/sgl-project/sgl-kernel-npu.git \
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&& export LD_LIBRARY_PATH=${ASCEND_CANN_PATH}/latest/runtime/lib64/stub:$LD_LIBRARY_PATH && \
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source ${ASCEND_CANN_PATH}/set_env.sh && \
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cd sgl-kernel-npu && \
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bash build.sh \
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&& ${PIP_INSTALL} output/deep_ep*.whl output/sgl_kernel_npu*.whl \
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&& cd .. && rm -rf sgl-kernel-npu \
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&& cd "$(python3 -m pip show deep-ep | awk '/^Location:/ {print $2}')" && ln -s deep_ep/deep_ep_cpp*.so
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# Install CustomOps
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RUN wget https://sglang-ascend.obs.cn-east-3.myhuaweicloud.com/ops/CANN-custom_ops-8.2.0.0-$DEVICE_TYPE-linux.aarch64.run && \
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chmod a+x ./CANN-custom_ops-8.2.0.0-$DEVICE_TYPE-linux.aarch64.run && \
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./CANN-custom_ops-8.2.0.0-$DEVICE_TYPE-linux.aarch64.run --quiet --install-path=/usr/local/Ascend/ascend-toolkit/latest/opp && \
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wget https://sglang-ascend.obs.cn-east-3.myhuaweicloud.com/ops/custom_ops-1.0.$DEVICE_TYPE-cp311-cp311-linux_aarch64.whl && \
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${PIP_INSTALL} ./custom_ops-1.0.$DEVICE_TYPE-cp311-cp311-linux_aarch64.whl
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# Install Bisheng
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RUN wget ${BISHENG_URL} && chmod a+x Ascend-BiSheng-toolkit_aarch64.run && ./Ascend-BiSheng-toolkit_aarch64.run --install && rm Ascend-BiSheng-toolkit_aarch64.run
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CMD ["/bin/bash"]
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