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# =============================================================================
# MinerU on ROCm 7.2.1 Docker Image
# 原生 Linux + Ubuntu 24.04 + ROCm 7.2.1 + PyTorch 2.11.0 + vllm + MinerU 3.2.0
#
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# 国内网络优化版:Ubuntu/PyPI/GitHub 全部使用国内镜像
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# 构建前请根据你的 GPU 修改 ARCH 参数(默认 gfx1201 = RX 9070)
# =============================================================================
FROM ubuntu:24.04
# -- 构建参数 ---------------------------------------------------------------
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# GPU 架构:gfx1201(RX 9070) gfx1200(RX 9060) gfx1100(RX 7900) gfx1101(RX 7800/7700) gfx1030(RX 6900/6800)
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ARG ARCH = gfx1201
ARG PYTHON_VER = 3 .12
ARG VENV = /opt/mineru_venv
ARG TORCH_INDEX = https://download.pytorch.org/whl/rocm7.2
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# -- GitHub 访问(国内无镜像,需代理)----------------------------------------
ARG GIT_PROXY = http://127.0.0.1:8118
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# -- 国内镜像配置 -----------------------------------------------------------
# PyPI 镜像
ARG PIP_INDEX = https://pypi.tuna.tsinghua.edu.cn/simple
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# -- 环境变量 ---------------------------------------------------------------
ENV DEBIAN_FRONTEND = noninteractive \
PATH = /opt/rocm/bin:/opt/rocm/llvm/bin:${ VENV } /bin:${ PATH } \
PYTORCH_ROCM_ARCH = ${ ARCH } \
FLASH_ATTENTION_TRITON_AMD_ENABLE = TRUE \
MINERU_MODEL_SOURCE = huggingface \
TORCH_ROCM_AOTRITON_ENABLE_EXPERIMENTAL = 1 \
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HSA_ENABLE_SDMA = 1 \
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VLLM_TARGET_DEVICE = rocm
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WORKDIR /opt
# ===========================================================================
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# 阶段 1:换国内源 + 安装 ROCm 7.2.1
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# ===========================================================================
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# Ubuntu 24.04 使用 deb822 格式,默认源文件是 /etc/apt/sources.list.d/ubuntu.sources
RUN sed -i 's|http://.*archive.ubuntu.com|http://mirrors.tuna.tsinghua.edu.cn|g' /etc/apt/sources.list.d/ubuntu.sources && \
sed -i 's|http://.*security.ubuntu.com|http://mirrors.tuna.tsinghua.edu.cn|g' /etc/apt/sources.list.d/ubuntu.sources && \
apt-get update && apt-get install -y --no-install-recommends \
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wget curl ca-certificates gnupg software-properties-common && \
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# 添加 AMD ROCm 仓库(repo.radeon.com 通常国内可直连)
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wget -q https://repo.radeon.com/rocm/rocm.gpg.key -O - | \
gpg --dearmor | tee /etc/apt/trusted.gpg.d/rocm.gpg > /dev/null && \
echo 'deb [arch=amd64] https://repo.radeon.com/rocm/apt/7.2.1 noble main' \
> /etc/apt/sources.list.d/rocm.list && \
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# apt pinning: AMD 仓库优先级高于 Ubuntu 自带(避免拿到旧版 rocminfo)
printf 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600\n' \
> /etc/apt/preferences.d/rocm-pin-600 && \
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apt-get update && \
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# 安装 ROCm 基础组件(apt pinning 确保从 AMD 仓库拉)
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apt-get install -y --no-install-recommends \
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rocminfo rocm-device-libs hip-dev miopen-hip && \
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# 清理
apt-get clean && rm -rf /var/lib/apt/lists/*
# ===========================================================================
# 阶段 2: ROCm 头文件补丁(LLVM 22 兼容性修复)
# 这些是 ROCm 7.2.1 在 24.04 上的已知问题,每次 apt 升级 ROCm 后需重新应用
# ===========================================================================
RUN set -ex && \
# 补丁 1: hipcc/clang 符号链接(hipcc.pl 硬编码 clang-17,实际是 clang-22)
ln -sf /usr/bin/hipvars.pm /usr/share/perl5/hipvars.pm && \
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# hipcc.pl 在 WSL2 存在,原生 Linux 不存在;不存在时保留 apt 安装的版本
([ -f /usr/bin/hipcc.pl ] && ln -sf /usr/bin/hipcc.pl /opt/rocm/bin/hipcc) || echo "hipcc.pl not found, keeping apt-installed hipcc" && \
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ln -sf /opt/rocm/llvm/bin/clang-22 /opt/rocm/llvm/bin/clang-17 && \
ln -sf /opt/rocm/llvm/bin/clang++ /opt/rocm/llvm/bin/clang++-17 && \
# 补丁 2: __hip_internal::conditional → std::conditional
find /opt/rocm/include/hip -name "*.h" \
-exec sed -i 's/__hip_internal::conditional/std::conditional/g' {} + && \
# 补丁 3: warpSize 常量(__AMDGCN_WAVEFRONT_SIZE 在 LLVM 22 未定义)
find /opt/rocm/include/hip -name "amd_warp_functions.h" \
-exec sed -i 's/static constexpr int warpSize = __AMDGCN_WAVEFRONT_SIZE;/constexpr int warpSize = 32;/g' {} + && \
# 补丁 4: __activemask() → __builtin_amdgcn_read_exec()
# 注意:只改 amd_warp_sync_functions.h,不要动 amd_warp_functions.h(那是定义本身)
sed -i 's/__activemask()/__builtin_amdgcn_read_exec()/g' \
/opt/rocm/include/hip/amd_detail/amd_warp_sync_functions.h && \
echo "ROCm 7.2.1 header patches applied."
# ===========================================================================
# 阶段 3:系统依赖 + Python 3.12
# ===========================================================================
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential git ninja-build pkg-config \
python${ PYTHON_VER } python${ PYTHON_VER } -venv python${ PYTHON_VER } -dev \
libnuma-dev libdrm2 libhwloc-dev libgl1 \
# vllm 运行时依赖
libgomp1 libopenblas0 && \
apt-get clean && rm -rf /var/lib/apt/lists/*
# ===========================================================================
# 阶段 4: CMake 4.0( vllm 要求 ≥ 4.0, Ubuntu 24.04 自带 3.28 不够)
# ===========================================================================
RUN cd /tmp && \
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# wget 通过代理下载 CMake(国内 GitHub 不通)
export http_proxy = ${ GIT_PROXY } https_proxy = ${ GIT_PROXY } && \
wget -q https://github.com/Kitware/CMake/releases/download/v4.0.0/cmake-4.0.0-linux-x86_64.tar.gz && \
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tar -xzf cmake-4.0.0-linux-x86_64.tar.gz && \
cp -r cmake-4.0.0-linux-x86_64/bin/* /usr/local/bin/ && \
cp -r cmake-4.0.0-linux-x86_64/share/* /usr/local/share/ && \
rm -rf cmake-4.0.0-linux-x86_64* && \
cmake --version
# ===========================================================================
# 阶段 5: Python 虚拟环境 + PyTorch ROCm
# ===========================================================================
RUN python${ PYTHON_VER } -m venv ${ VENV } && \
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# 配置 pip 国内镜像
mkdir -p /root/.pip && \
echo "[global]" > /root/.pip/pip.conf && \
echo "index-url = ${ PIP_INDEX } " >> /root/.pip/pip.conf && \
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${ VENV } /bin/pip install --no-cache-dir -U pip setuptools wheel && \
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# 安装 PyTorch ROCm 版(指定 index-url 覆盖全局镜像)
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${ VENV } /bin/pip install --no-cache-dir --pre \
torch == 2.11.0+rocm7.2 \
torchvision \
pytorch-triton-rocm \
--index-url ${ TORCH_INDEX } && \
# 验证
${ VENV } /bin/python -c "import torch; print('PyTorch:', torch.__version__); print('ROCm:', torch.version.hip); assert torch.version.hip is not None"
# ===========================================================================
# 阶段 6:ROCm 开发包(vllm 编译必需)
# ===========================================================================
RUN apt-get update && apt-get install -y --no-install-recommends \
hipblas-dev hiprand-dev hipsparse-dev hipsparselt-dev \
hipsolver-dev hipcub-dev rocprim-dev rocthrust-dev \
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rocblas-dev rocrand-dev hipfft-dev hipblaslt \
rocm-cmake && \
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apt-get clean && rm -rf /var/lib/apt/lists/*
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# ===========================================================================
# 阶段 6.5:安装 amdsmi(原生 Linux 必需,vllm 平台检测依赖)
# ===========================================================================
RUN if [ -d /opt/rocm/share/amd_smi ] ; then \
cp -r /opt/rocm/share/amd_smi /opt/amd_smi && \
cd /opt/amd_smi && ${ VENV } /bin/pip install --no-cache-dir . --no-build-isolation && \
echo "amdsmi installed." ; \
else \
echo "amdsmi source not found, skipping." ; \
fi
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# ===========================================================================
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# 阶段 7: amd-aiter + flash_attn
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# ===========================================================================
RUN set -ex && \
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# git 通过代理访问 GitHub
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git config --global http.proxy ${ GIT_PROXY } && \
git config --global https.proxy ${ GIT_PROXY } && \
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git config --global http.version HTTP/1.1 && \
git config --global http.postBuffer 524288000 && \
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# aiter( AMD 优化的 attention 算子)
cd /opt && git clone --recursive --depth 1 https://github.com/ROCm/aiter.git && \
${ VENV } /bin/pip install --no-cache-dir -e /opt/aiter && \
# flash_attn( Triton AMD 后端,锁定已验证的 commit)
cd /opt && git clone --recursive https://github.com/Dao-AILab/flash-attention.git && \
cd flash-attention && git checkout bba578d43974c1d3ba157ab597124dd0fe2ccdb4 && \
${ VENV } /bin/pip install --no-cache-dir --no-build-isolation -e /opt/flash-attention && \
# 验证 PyTorch 没被覆盖
${ VENV } /bin/python -c "import torch; v=torch.__version__; assert 'rocm' in v, f'PyTorch overwritten: {v}'; print('PyTorch OK:', v)"
# ===========================================================================
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# 阶段 8a:编译 vllm( git clone + cmake + ninja,最耗时,单独一层缓存)
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# ===========================================================================
RUN set -ex && \
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# git 通过代理访问 GitHub(国内不通)
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git config --global http.proxy ${ GIT_PROXY } && \
git config --global https.proxy ${ GIT_PROXY } && \
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# 代理下大仓库容易断,改用 HTTP/1.1 + 加大 buffer
git config --global http.version HTTP/1.1 && \
git config --global http.postBuffer 524288000 && \
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# setuptools 升级(PEP 639 兼容)
${ VENV } /bin/pip install --no-cache-dir -U \
"setuptools>=77.0.3" setuptools_scm setuptools_rust wheel && \
# 克隆 vllm main
cd /opt && git clone --depth 1 https://github.com/vllm-project/vllm.git && \
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# 补丁 5:注释掉 vllm mamba 模块的 operator+ 定义(可能已被 vllm 移除)
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cd /opt/vllm && \
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if [ -f csrc/mamba/mamba_ssm/selective_scan.h ] ; then \
sed -i '109,121s/^/\/\/ /' csrc/mamba/mamba_ssm/selective_scan.h && \
echo "vllm mamba operator+ patch applied." ; \
else \
echo "vllm mamba selective_scan.h not found (upstream removed), skipping patch." ; \
fi && \
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# cmake 别名兜底
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mkdir -p /opt/rocm/lib/cmake/hiprand && \
printf 'include(/opt/rocm/lib/cmake/rocrand/rocrand-config.cmake)\nif(TARGET roc::rocrand AND NOT TARGET hip::hiprand)\n add_library(hip::hiprand ALIAS roc::rocrand)\nendif()\n' \
> /opt/rocm/lib/cmake/hiprand/hiprand-config.cmake && \
mkdir -p /opt/rocm/lib/cmake/hipblas && \
printf 'include(/opt/rocm/lib/cmake/rocblas/rocblas-config.cmake)\nif(TARGET roc::rocblas AND NOT TARGET hip::hipblas)\n add_library(hip::hipblas ALIAS roc::rocblas)\nendif()\n' \
> /opt/rocm/lib/cmake/hipblas/hipblas-config.cmake && \
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# cmake 配置
mkdir -p /opt/vllm_build && \
cmake -S /opt/vllm -B /opt/vllm_build -G Ninja \
-DCMAKE_BUILD_TYPE= RelWithDebInfo \
-DVLLM_TARGET_DEVICE= rocm \
-DVLLM_PYTHON_EXECUTABLE= ${ VENV } /bin/python \
-DHIP_ROOT_DIR= /opt/rocm \
-DROCM_PATH= /opt/rocm \
-DCMAKE_HIP_ARCHITECTURES= ${ ARCH } \
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-DCMAKE_HIP_COMPILER= /opt/rocm/llvm/bin/clang++ \
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-DHIP_COMPILER= /opt/rocm/llvm/bin/clang++ \
-DHIP_PATH= /opt/rocm \
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-DCMAKE_PREFIX_PATH= "/opt/rocm; ${ VENV } /lib/python ${ PYTHON_VER } /site-packages/torch/share/cmake" && \
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# ninja 编译(-j8, 32GB 内存;若 < 16GB 请改为 -j2)
cd /opt/vllm_build && ninja -j8 && \
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# 安装 .so 到 vllm 源码目录
cp /opt/vllm_build/*.abi3.so /opt/vllm/vllm/ && \
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echo "vllm C++ build complete (layer cached)."
# ===========================================================================
# 阶段 8b:安装 vllm + 验证 PyTorch(独立层,失败不影响 8a 缓存)
# ===========================================================================
RUN set -ex && \
# 安装 vllm(让 pip 解析运行时依赖:xgrammar, regex, compressed_tensors 等)
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cd /opt/vllm && ${ VENV } /bin/pip install --no-cache-dir -e . --no-build-isolation && \
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# --no-build-isolation 可能漏装部分运行时依赖,显式补装
${ VENV } /bin/pip install --no-cache-dir regex && \
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# 应用 vllm 平台检测补丁(独立脚本,避免 Dockerfile 解析问题)
${ VENV } /bin/python /opt/patch_vllm_platform.py && \
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# 验证 PyTorch 没被 vllm 依赖覆盖
${ VENV } /bin/python -c "import torch; v=torch.__version__; assert 'rocm' in v, f'PyTorch overwritten by vllm deps: {v}'; print('PyTorch OK:', v)" && \
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# 先重装 ROCm PyTorch 覆盖可能的 CUDA 版,再清理 CUDA triton 元数据
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${ VENV } /bin/pip install --no-cache-dir --force-reinstall \
torch == 2.11.0+rocm7.2 torchvision pytorch-triton-rocm \
--index-url ${ TORCH_INDEX } && \
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${ VENV } /bin/pip uninstall -y triton triton-rocm 2>/dev/null; \
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# 确保 vllm 基本可导入(构建时无 GPU,仅验证 import)
${ VENV } /bin/python -c "import vllm; print('vllm import OK:', vllm.__version__)" && \
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# 清理构建目录(减小镜像体积,约 3-5GB)
rm -rf /opt/vllm_build
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# ===========================================================================
# 阶段 8.5:复制辅助脚本(必须在 MinerU 安装前就位)
# ===========================================================================
COPY scripts/apply_mineru_patches.py /opt/apply_mineru_patches.py
COPY scripts/cache_warmer.py /opt/cache_warmer.py
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COPY scripts/patch_vllm_platform.py /opt/patch_vllm_platform.py
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# ===========================================================================
# 阶段 9:安装 MinerU + RDNA 适配补丁
# ===========================================================================
RUN set -ex && \
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# pip 国内镜像已在阶段 5 全局配置
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${ VENV } /bin/pip install --no-cache-dir 'mineru[core]' && \
# 验证 PyTorch 没被覆盖
${ VENV } /bin/python -c "import torch; v=torch.__version__; assert 'rocm' in v, f'PyTorch overwritten: {v}'; print('PyTorch OK:', v)" && \
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# 应用 MinerU RDNA 适配补丁
${ VENV } /bin/python /opt/apply_mineru_patches.py
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# ===========================================================================
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# 阶段 10:入口与最终验证
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# ===========================================================================
RUN echo 'source /opt/mineru_venv/bin/activate' >> /etc/bash.bashrc && \
echo "MinerU Docker image built successfully." && \
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${ VENV } /bin/python -c "import torch, vllm, mineru; print('='*50); print('MinerU ROCm Docker Image Ready'); print(f' PyTorch : {torch.__version__}'); print(f' ROCm : {torch.version.hip}'); print(f' vllm : {vllm.__version__}'); print(f' MinerU : {mineru.__version__}'); print(f' Arch : ${ ARCH } '); print('='*50)"
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# 容器入口:默认 bash,用户可 override
ENTRYPOINT [ "/bin/bash" , "-c" ]
CMD [ "bash" ]