214 lines
6.9 KiB
Docker
214 lines
6.9 KiB
Docker
# Usage (to build SGLang ROCm docker image):
|
|
# docker build --build-arg SGL_BRANCH=v0.5.2 --build-arg GPU_ARCH=gfx942 -t v0.5.2-rocm630-mi30x -f Dockerfile.rocm .
|
|
# docker build --build-arg SGL_BRANCH=v0.5.2 --build-arg GPU_ARCH=gfx942-rocm700 -t v0.5.2-rocm700-mi30x -f Dockerfile.rocm .
|
|
# docker build --build-arg SGL_BRANCH=v0.5.2 --build-arg GPU_ARCH=gfx950 -t v0.5.2-rocm700-mi35x -f Dockerfile.rocm .
|
|
|
|
|
|
# Default base images
|
|
ARG BASE_IMAGE_942="rocm/sgl-dev:vllm20250114"
|
|
ARG BASE_IMAGE_942_ROCM700="rocm/sgl-dev:rocm7-vllm-20250904"
|
|
ARG BASE_IMAGE_950="rocm/sgl-dev:rocm7-vllm-20250904"
|
|
|
|
# This is necessary for scope purpose
|
|
ARG GPU_ARCH=gfx950
|
|
|
|
# ===============================
|
|
# Base image 942 with rocm630 and args
|
|
FROM $BASE_IMAGE_942 AS gfx942
|
|
ENV BUILD_VLLM="0"
|
|
ENV BUILD_TRITON="1"
|
|
ENV BUILD_LLVM="0"
|
|
ENV BUILD_AITER_ALL="1"
|
|
ENV BUILD_MOONCAKE="1"
|
|
ENV AITER_COMMIT="v0.1.4"
|
|
ENV NO_DEPS_FLAG=""
|
|
|
|
# ===============================
|
|
# Base image 942 and args
|
|
FROM $BASE_IMAGE_942_ROCM700 AS gfx942-rocm700
|
|
ENV BUILD_VLLM="0"
|
|
ENV BUILD_TRITON="0"
|
|
ENV BUILD_LLVM="0"
|
|
ENV BUILD_AITER_ALL="1"
|
|
ENV BUILD_MOONCAKE="1"
|
|
ENV AITER_COMMIT="v0.1.5"
|
|
ENV NO_DEPS_FLAG=""
|
|
|
|
# ===============================
|
|
# Base image 950 and args
|
|
FROM $BASE_IMAGE_950 AS gfx950
|
|
ENV BUILD_VLLM="0"
|
|
ENV BUILD_TRITON="0"
|
|
ENV BUILD_LLVM="0"
|
|
ENV BUILD_AITER_ALL="1"
|
|
ENV BUILD_MOONCAKE="1"
|
|
ENV AITER_COMMIT="v0.1.5"
|
|
ENV NO_DEPS_FLAG="--no-deps"
|
|
|
|
# ===============================
|
|
# Chosen arch and args
|
|
FROM ${GPU_ARCH}
|
|
|
|
# This is necessary for scope purpose, again
|
|
ARG GPU_ARCH=gfx950
|
|
ENV GPU_ARCH_LIST=${GPU_ARCH%-*}
|
|
|
|
ARG SGL_REPO="https://github.com/sgl-project/sglang.git"
|
|
ARG SGL_DEFAULT="main"
|
|
ARG SGL_BRANCH=${SGL_DEFAULT}
|
|
|
|
ARG TRITON_REPO="https://github.com/ROCm/triton.git"
|
|
ARG TRITON_COMMIT="improve_fa_decode_3.0.0"
|
|
|
|
ARG AITER_REPO="https://github.com/ROCm/aiter.git"
|
|
|
|
ARG LLVM_REPO="https://github.com/jrbyrnes/llvm-project.git"
|
|
ARG LLVM_BRANCH="MainOpSelV2"
|
|
ARG LLVM_COMMIT="6520ace8227ffe2728148d5f3b9872a870b0a560"
|
|
|
|
ARG MOONCAKE_REPO="https://github.com/kvcache-ai/Mooncake.git"
|
|
ARG MOONCAKE_COMMIT="dcdf1c784b40aa6975a8ed89fe26321b028e40e8"
|
|
|
|
USER root
|
|
|
|
# Install some basic utilities
|
|
RUN python -m pip install --upgrade pip && pip install setuptools_scm
|
|
RUN apt-get purge -y sccache; python -m pip uninstall -y sccache; rm -f "$(which sccache)"
|
|
|
|
WORKDIR /sgl-workspace
|
|
|
|
# -----------------------
|
|
# llvm
|
|
RUN if [ "$BUILD_LLVM" = "1" ]; then \
|
|
ENV HIP_CLANG_PATH="/sgl-workspace/llvm-project/build/bin/" \
|
|
git clone --single-branch ${LLVM_REPO} -b ${LLVM_BRANCH} \
|
|
&& cd llvm-project \
|
|
&& git checkout ${LLVM_COMMIT} \
|
|
&& mkdir build \
|
|
&& cd build \
|
|
&& cmake -DCMAKE_BUILD_TYPE=Release -DLLVM_ENABLE_ASSERTIONS=1 -DLLVM_TARGETS_TO_BUILD="AMDGPU;X86" -DLLVM_ENABLE_PROJECTS="clang;lld;" -DLLVM_ENABLE_RUNTIMES="compiler-rt" ../llvm \
|
|
&& make -j$(nproc); \
|
|
fi
|
|
|
|
# -----------------------
|
|
|
|
# -----------------------
|
|
# AITER
|
|
RUN pip uninstall -y aiter
|
|
RUN git clone ${AITER_REPO} \
|
|
&& cd aiter \
|
|
&& git checkout ${AITER_COMMIT} \
|
|
&& git submodule update --init --recursive
|
|
RUN cd aiter \
|
|
&& if [ "$BUILD_AITER_ALL" = "1" ] && [ "$BUILD_LLVM" = "1" ]; then \
|
|
HIP_CLANG_PATH=/sgl-workspace/llvm-project/build/bin/ PREBUILD_KERNELS=1 GPU_ARCHS=$GPU_ARCH_LIST python setup.py develop; \
|
|
elif [ "$BUILD_AITER_ALL" = "1" ]; then \
|
|
PREBUILD_KERNELS=1 GPU_ARCHS=$GPU_ARCH_LIST python setup.py develop; \
|
|
else \
|
|
GPU_ARCHS=$GPU_ARCH_LIST python setup.py develop; \
|
|
fi
|
|
|
|
# -----------------------
|
|
# Triton
|
|
RUN if [ "$BUILD_TRITON" = "1" ]; then \
|
|
pip uninstall -y triton \
|
|
&& git clone ${TRITON_REPO} \
|
|
&& cd triton \
|
|
&& git checkout ${TRITON_COMMIT} \
|
|
&& cd python \
|
|
&& python setup.py install; \
|
|
fi
|
|
|
|
# -----------------------
|
|
# Build vLLM
|
|
ARG VLLM_REPO="https://github.com/ROCm/vllm.git"
|
|
ARG VLLM_BRANCH="9f6b92db47c3444b7a7d67451ba0c3a2d6af4c2c"
|
|
RUN if [ "$BUILD_VLLM" = "1" ]; then \
|
|
git clone ${VLLM_REPO} \
|
|
&& cd vllm \
|
|
&& git checkout ${VLLM_BRANCH} \
|
|
&& python -m pip install -r requirements/rocm.txt \
|
|
&& python setup.py clean --all \
|
|
&& python setup.py develop; \
|
|
fi
|
|
|
|
# -----------------------
|
|
# Build Mooncake
|
|
ENV PATH=$PATH:/usr/local/go/bin
|
|
|
|
RUN if [ "$BUILD_MOONCAKE" = "1" ]; then \
|
|
apt update && apt install -y zip unzip wget && \
|
|
apt install -y gcc make libtool autoconf librdmacm-dev rdmacm-utils infiniband-diags ibverbs-utils perftest ethtool libibverbs-dev rdma-core && \
|
|
apt install -y openssh-server openmpi-bin openmpi-common libopenmpi-dev && \
|
|
git clone ${MOONCAKE_REPO} && \
|
|
cd Mooncake && \
|
|
git checkout ${MOONCAKE_COMMIT} && \
|
|
git submodule update --init --recursive && \
|
|
bash dependencies.sh -y && \
|
|
rm -rf /usr/local/go && \
|
|
wget https://go.dev/dl/go1.22.2.linux-amd64.tar.gz && \
|
|
tar -C /usr/local -xzf go1.22.2.linux-amd64.tar.gz && \
|
|
rm go1.22.2.linux-amd64.tar.gz && \
|
|
mkdir -p build && \
|
|
cd build && \
|
|
cmake .. -DUSE_ETCD=ON && \
|
|
make -j "$(nproc)" && make install; \
|
|
fi
|
|
|
|
|
|
# -----------------------
|
|
# Build SGLang
|
|
ARG BUILD_TYPE=all
|
|
|
|
RUN pip install IPython \
|
|
&& pip install orjson \
|
|
&& pip install python-multipart \
|
|
&& pip install torchao==0.9.0 \
|
|
&& pip install pybind11
|
|
|
|
RUN pip uninstall -y sgl_kernel sglang
|
|
RUN git clone ${SGL_REPO} \
|
|
&& cd sglang \
|
|
&& if [ "${SGL_BRANCH}" = ${SGL_DEFAULT} ]; then \
|
|
echo "Using ${SGL_DEFAULT}, default branch."; \
|
|
git checkout ${SGL_DEFAULT}; \
|
|
else \
|
|
echo "Using ${SGL_BRANCH} branch."; \
|
|
git checkout ${SGL_BRANCH}; \
|
|
fi \
|
|
&& cd sgl-kernel \
|
|
&& rm -f pyproject.toml \
|
|
&& mv pyproject_rocm.toml pyproject.toml \
|
|
&& AMDGPU_TARGET=$GPU_ARCH_LIST python setup_rocm.py install \
|
|
&& cd .. \
|
|
&& if [ "$BUILD_TYPE" = "srt" ]; then \
|
|
python -m pip --no-cache-dir install -e "python[srt_hip]" ${NO_DEPS_FLAG}; \
|
|
else \
|
|
python -m pip --no-cache-dir install -e "python[all_hip]" ${NO_DEPS_FLAG}; \
|
|
fi
|
|
|
|
RUN python -m pip cache purge
|
|
|
|
# Copy config files to support MI300X in virtualized environments (MI300X_VF). Symlinks will not be created in image build.
|
|
RUN find /sgl-workspace/sglang/python/sglang/srt/layers/quantization/configs/ \
|
|
/sgl-workspace/sglang/python/sglang/srt/layers/moe/fused_moe_triton/configs/ \
|
|
-type f -name '*MI300X*' | xargs -I {} sh -c 'vf_config=$(echo "$1" | sed "s/MI300X/MI300X_VF/"); cp "$1" "$vf_config"' -- {}
|
|
|
|
# Performance environment variable.
|
|
ENV HIP_FORCE_DEV_KERNARG=1
|
|
ENV HSA_NO_SCRATCH_RECLAIM=1
|
|
ENV SGLANG_SET_CPU_AFFINITY=1
|
|
ENV SGLANG_ALLOW_OVERWRITE_LONGER_CONTEXT_LEN=1
|
|
ENV NCCL_MIN_NCHANNELS=112
|
|
|
|
ENV SGLANG_USE_AITER=1
|
|
ENV SGLANG_MOE_PADDING=1
|
|
ENV VLLM_FP8_PADDING=1
|
|
ENV VLLM_FP8_ACT_PADDING=1
|
|
ENV VLLM_FP8_WEIGHT_PADDING=1
|
|
ENV VLLM_FP8_REDUCE_CONV=1
|
|
ENV TORCHINDUCTOR_MAX_AUTOTUNE=1
|
|
ENV TORCHINDUCTOR_MAX_AUTOTUNE_POINTWISE=1
|
|
|
|
CMD ["/bin/bash"]
|