315 lines
19 KiB
Docker
315 lines
19 KiB
Docker
# =============================================================================
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# MinerU on ROCm 7.2.1 Docker Image（HK 云服务器 / 海外版）
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# 原生 Linux + Ubuntu 24.04 + ROCm 7.2.1 + PyTorch 2.11.0 + vllm + MinerU 3.2.0
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# =============================================================================
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FROM ubuntu:24.04
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# -- 构建参数 ---------------------------------------------------------------
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ARG ARCH=gfx1201
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ARG PYTHON_VER=3.12
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ARG VENV=/opt/mineru_venv
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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）----------------------------------------
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ARG GIT_PROXY=http://127.0.0.1:8118
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# -- 国内镜像 ----------------------------------------------------------------
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ARG PIP_INDEX=https://pypi.tuna.tsinghua.edu.cn/simple
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# -- 环境变量 ---------------------------------------------------------------
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ENV DEBIAN_FRONTEND=noninteractive \
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PATH=/opt/rocm/bin:/opt/rocm/llvm/bin:${VENV}/bin:${PATH} \
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PYTORCH_ROCM_ARCH=${ARCH} \
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FLASH_ATTENTION_TRITON_AMD_ENABLE=TRUE \
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MINERU_MODEL_SOURCE=huggingface \
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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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# ===========================================================================
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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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RUN sed -i 's|http://.*archive.ubuntu.com|http://mirrors.tuna.tsinghua.edu.cn|g' /etc/apt/sources.list.d/ubuntu.sources && \
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sed -i 's|http://.*security.ubuntu.com|http://mirrors.tuna.tsinghua.edu.cn|g' /etc/apt/sources.list.d/ubuntu.sources && \
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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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wget -q https://repo.radeon.com/rocm/rocm.gpg.key -O - | \
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gpg --dearmor | tee /etc/apt/trusted.gpg.d/rocm.gpg > /dev/null && \
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echo 'deb [arch=amd64] https://repo.radeon.com/rocm/apt/7.2.1 noble main' \
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> /etc/apt/sources.list.d/rocm.list && \
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printf 'Package: *\nPin: release o=repo.radeon.com\nPin-Priority: 600\n' \
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> /etc/apt/preferences.d/rocm-pin-600 && \
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apt-get update && \
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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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apt-get clean && rm -rf /var/lib/apt/lists/*
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# ===========================================================================
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# 阶段 2：ROCm 头文件补丁
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# ===========================================================================
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RUN set -ex && \
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# 补丁 1: hipcc/clang 符号链接
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ln -sf /usr/bin/hipvars.pm /usr/share/perl5/hipvars.pm && \
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([ -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 && \
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ln -sf /opt/rocm/llvm/bin/clang++ /opt/rocm/llvm/bin/clang++-17 && \
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# 补丁 2: __hip_internal::conditional → std::conditional
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find /opt/rocm/include/hip -name "*.h" \
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-exec sed -i 's/__hip_internal::conditional/std::conditional/g' {} + && \
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# 补丁 3: warpSize 常量
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find /opt/rocm/include/hip -name "amd_warp_functions.h" \
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-exec sed -i 's/static constexpr int warpSize = __AMDGCN_WAVEFRONT_SIZE;/constexpr int warpSize = 32;/g' {} + && \
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# 补丁 4: __activemask() → __builtin_amdgcn_read_exec()
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sed -i 's/__activemask()/__builtin_amdgcn_read_exec()/g' \
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/opt/rocm/include/hip/amd_detail/amd_warp_sync_functions.h && \
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echo "ROCm 7.2.1 header patches applied."
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# ===========================================================================
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# 阶段 3：系统依赖 + Python 3.12
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# ===========================================================================
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RUN apt-get update && apt-get install -y --no-install-recommends \
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build-essential git ninja-build pkg-config \
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python${PYTHON_VER} python${PYTHON_VER}-venv python${PYTHON_VER}-dev \
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libnuma-dev libdrm2 libhwloc-dev libgl1 \
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libgomp1 libopenblas0 && \
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apt-get clean && rm -rf /var/lib/apt/lists/*
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# ===========================================================================
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# 阶段 4：CMake 4.0
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# ===========================================================================
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RUN cd /tmp && \
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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 && \
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cp -r cmake-4.0.0-linux-x86_64/bin/* /usr/local/bin/ && \
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cp -r cmake-4.0.0-linux-x86_64/share/* /usr/local/share/ && \
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rm -rf cmake-4.0.0-linux-x86_64* && \
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cmake --version
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# ===========================================================================
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# 阶段 5：Python 虚拟环境 + PyTorch ROCm
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# ===========================================================================
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RUN python${PYTHON_VER} -m venv ${VENV} && \
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mkdir -p /root/.pip && \
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echo "[global]" > /root/.pip/pip.conf && \
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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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# PyTorch ROCm wheels 在海外 CDN，通过代理下载
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export http_proxy=${GIT_PROXY} https_proxy=${GIT_PROXY} && \
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${VENV}/bin/pip install --no-cache-dir --pre \
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torch==2.11.0+rocm7.2 \
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torchvision \
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pytorch-triton-rocm \
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--index-url ${TORCH_INDEX} && \
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${VENV}/bin/python -c "import torch; print('PyTorch:', torch.__version__); assert torch.version.hip is not None"
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# ===========================================================================
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# 阶段 6：ROCm 开发包
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# ===========================================================================
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RUN apt-get update && apt-get install -y --no-install-recommends \
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hipblas-dev hiprand-dev hipsparse-dev hipsparselt-dev \
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hipsolver-dev hipcub-dev rocprim-dev rocthrust-dev \
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rocblas-dev rocrand-dev hipfft-dev hipblaslt-dev \
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rocsolver-dev rocfft-dev rocsparse-dev rocm-cmake rocm-core && \
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apt-get clean && rm -rf /var/lib/apt/lists/*
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# ===========================================================================
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# 阶段 6.5：安装 amdsmi
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# ===========================================================================
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RUN if [ -d /opt/rocm/share/amd_smi ]; then \
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cp -r /opt/rocm/share/amd_smi /opt/amd_smi && \
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cd /opt/amd_smi && ${VENV}/bin/pip install --no-cache-dir . --no-build-isolation && \
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echo "amdsmi installed."; \
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else \
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echo "amdsmi source not found, skipping."; \
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fi
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# ===========================================================================
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# 阶段 7：复制预克隆仓库 + 安装 aiter + flash_attn
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# ===========================================================================
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COPY aiter/ /opt/aiter/
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COPY flash-attention/ /opt/flash-attention/
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RUN set -ex && \
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${VENV}/bin/pip install --no-cache-dir -e /opt/aiter && \
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${VENV}/bin/pip install --no-cache-dir --no-build-isolation -e /opt/flash-attention && \
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${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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# ===========================================================================
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# 阶段 8a：编译 vllm（cmake + ninja，最耗时，单独缓存）
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# ===========================================================================
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COPY vllm/ /opt/vllm/
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RUN set -ex && \
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${VENV}/bin/pip install --no-cache-dir -U \
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"setuptools>=77.0.3" setuptools_scm setuptools_rust wheel && \
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cd /opt/vllm && \
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if [ -f csrc/mamba/mamba_ssm/selective_scan.h ]; then \
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sed -i '109,121s/^/\/\/ /' csrc/mamba/mamba_ssm/selective_scan.h && \
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echo "vllm mamba operator+ patch applied."; \
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else \
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echo "vllm mamba selective_scan.h not found (upstream removed), skipping patch."; \
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fi && \
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mkdir -p /opt/rocm/lib/cmake/hiprand && \
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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' \
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> /opt/rocm/lib/cmake/hiprand/hiprand-config.cmake && \
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mkdir -p /opt/rocm/lib/cmake/hipblas && \
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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()\nif(TARGET roc::rocblas AND NOT TARGET roc::hipblas)\n add_library(roc::hipblas ALIAS roc::rocblas)\nendif()\n' \
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> /opt/rocm/lib/cmake/hipblas/hipblas-config.cmake && \
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# 批量创建 hip→roc 别名 cmake config（仅原生 config 缺失时创建）
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for pair in "hipcub:rocprim" "hipsolver:rocsolver" "hipsparse:rocsparse" "hipfft:rocfft"; do \
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hip_pkg="${pair%%:*}"; roc_pkg="${pair#*:}"; \
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cfg_dir="/opt/rocm/lib/cmake/${hip_pkg}"; \
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if [ ! -f "${cfg_dir}/${hip_pkg}-config.cmake" ]; then \
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mkdir -p "${cfg_dir}" && \
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printf 'include(/opt/rocm/lib/cmake/%s/%s-config.cmake)\nif(TARGET roc::%s AND NOT TARGET hip::%s)\n add_library(hip::%s ALIAS roc::%s)\nendif()\n' \
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"${roc_pkg}" "${roc_pkg}" "${roc_pkg}" "${hip_pkg}" "${hip_pkg}" "${roc_pkg}" \
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> "${cfg_dir}/${hip_pkg}-config.cmake" && \
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echo "${hip_pkg}-config.cmake created (alias to ${roc_pkg})."; \
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else \
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echo "${hip_pkg}-config.cmake already exists, skipping."; \
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fi; \
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done && \
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# 无 roc 对应物的 hip 包，创建 minimal cmake config（强制覆盖）
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for pkg in hipblaslt hiprtc; do \
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cfg_dir="/opt/rocm/lib/cmake/${pkg}"; \
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mkdir -p "${cfg_dir}" && \
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printf 'set(%s_FOUND TRUE)\nset(%s_VERSION "7.2.1")\nif(NOT TARGET hip::%s)\n add_library(hip::%s INTERFACE IMPORTED)\n set_target_properties(hip::%s PROPERTIES INTERFACE_INCLUDE_DIRECTORIES "/opt/rocm/include")\nendif()\nif(NOT TARGET %s::%s)\n add_library(%s::%s ALIAS hip::%s)\nendif()\n' \
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"${pkg}" "${pkg}" "${pkg}" "${pkg}" "${pkg}" \
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"${pkg}" "${pkg}" "${pkg}" "${pkg}" "${pkg}" \
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> "${cfg_dir}/${pkg}-config.cmake" && \
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echo "${pkg}-config.cmake created (hip:: + ${pkg}:: aliases)."; \
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done && \
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# roc::* 别名（PyTorch Caffe2Targets 直接引用 roc:: 命名空间的 hip 包名）
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for pair in \
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"hipblas:rocblas" "hiprand:rocrand" "hipsolver:rocsolver" \
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"hipsparse:rocsparse" "hipfft:rocfft" "hipcub:rocprim"; \
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do \
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hip_pkg="${pair%%:*}"; roc_pkg="${pair#*:}"; \
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cfg_dir="/opt/rocm/lib/cmake/${hip_pkg}"; \
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if [ -f "${cfg_dir}/${hip_pkg}-config.cmake" ]; then \
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if ! grep -q "roc::${hip_pkg}" "${cfg_dir}/${hip_pkg}-config.cmake" 2>/dev/null; then \
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printf 'if(TARGET roc::%s AND NOT TARGET roc::%s)\n add_library(roc::%s ALIAS roc::%s)\nendif()\n' \
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"${roc_pkg}" "${hip_pkg}" "${hip_pkg}" "${roc_pkg}" \
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>> "${cfg_dir}/${hip_pkg}-config.cmake" && \
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echo "roc::${hip_pkg} → roc::${roc_pkg}."; \
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fi; \
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fi; \
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done && \
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# hipblaslt / hiprtc：底层是 INTERFACE IMPORTED（非 ALIAS），roc:: 直接指 hip::
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for pkg in hipblaslt hiprtc; do \
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cfg_dir="/opt/rocm/lib/cmake/${pkg}"; \
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if [ -f "${cfg_dir}/${pkg}-config.cmake" ]; then \
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if ! grep -q "roc::${pkg}" "${cfg_dir}/${pkg}-config.cmake" 2>/dev/null; then \
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printf 'if(TARGET hip::%s AND NOT TARGET roc::%s)\n add_library(roc::%s ALIAS hip::%s)\nendif()\n' \
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"${pkg}" "${pkg}" "${pkg}" "${pkg}" \
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>> "${cfg_dir}/${pkg}-config.cmake" && \
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echo "roc::${pkg} → hip::${pkg}."; \
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fi; \
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fi; \
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done && \
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# miopen minimal config（强制覆盖，miopen-hip 可能不带 cmake config）
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mkdir -p /opt/rocm/lib/cmake/miopen && \
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# 诊断: MIOpen 库实际位置
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echo "=== MIOpen diagnostic ===" && \
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find /opt -name "libMIOpen*" -o -name "libmiopen*" 2>/dev/null | head -10 && \
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# 创建符号链接，确保链接器能找到
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for so in $(find /opt -name "libMIOpen.so*" -o -name "libmiopen.so*" 2>/dev/null | head -1); do \
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ln -sf "$so" /opt/rocm/lib/libMIOpen.so && \
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echo "libMIOpen.so → $so"; \
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done && \
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ls -la /opt/rocm/lib/libMIOpen* 2>/dev/null || echo "WARNING: libMIOpen.so not found!" && \
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printf 'set(miopen_FOUND TRUE)\nset(miopen_VERSION "3.4.0")\nif(NOT TARGET miopen)\n add_library(miopen SHARED IMPORTED)\n set_target_properties(miopen PROPERTIES IMPORTED_LOCATION "/opt/rocm/lib/libMIOpen.so" INTERFACE_INCLUDE_DIRECTORIES "/opt/rocm/include")\nendif()\n' \
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> /opt/rocm/lib/cmake/miopen/miopen-config.cmake && \
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echo "miopen-config.cmake created (SHARED IMPORTED)." && \
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# 兜底：确保 libMIOpen.so 链接可见
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ls /opt/rocm/lib/libMIOpen* /opt/rocm-7.2.1/lib/libMIOpen* 2>/dev/null | head -3 && \
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if [ ! -f /opt/rocm/lib/libMIOpen.so ] && [ -f /opt/rocm-7.2.1/lib/libMIOpen.so ]; then \
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ln -sf /opt/rocm-7.2.1/lib/libMIOpen.so /opt/rocm/lib/libMIOpen.so && \
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echo "libMIOpen.so symlinked."; \
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fi && \
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# amd_comgr minimal config（强制覆盖）
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mkdir -p /opt/rocm/lib/cmake/amd_comgr && \
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printf 'set(amd_comgr_FOUND TRUE)\nset(amd_comgr_VERSION "2.8.0")\nif(NOT TARGET amd_comgr)\n add_library(amd_comgr INTERFACE IMPORTED)\n set_target_properties(amd_comgr PROPERTIES INTERFACE_INCLUDE_DIRECTORIES "/opt/rocm/include")\nendif()\n' \
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> /opt/rocm/lib/cmake/amd_comgr/amd_comgr-config.cmake && \
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echo "amd_comgr-config.cmake created (minimal)." && \
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# 创建 HIP cmake config（apt 安装的 hip-dev 缺少 find_package 需要的配置）
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mkdir -p /opt/rocm/lib/cmake/hip && \
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printf 'set(HIP_FOUND TRUE)\nset(HIP_VERSION "7.2.1")\nset(HIP_PLATFORM amd)\nset(HIP_COMPILER /opt/rocm/llvm/bin/clang++)\nset(HIP_RUNTIME rocm)\nset(HIP_INCLUDE_DIRS /opt/rocm/include)\nset(HIP_LIBRARIES /opt/rocm/lib/libamdhip64.so)\nif(NOT TARGET hip::host)\n add_library(hip::host INTERFACE IMPORTED)\n set_target_properties(hip::host PROPERTIES INTERFACE_INCLUDE_DIRECTORIES "${HIP_INCLUDE_DIRS}")\nendif()\nif(NOT TARGET hip::device)\n add_library(hip::device INTERFACE IMPORTED)\n set_target_properties(hip::device PROPERTIES INTERFACE_COMPILE_OPTIONS "--offload-arch=${ARCH}")\nendif()\nif(NOT TARGET hip::amdhip64)\n add_library(hip::amdhip64 SHARED IMPORTED)\n set_target_properties(hip::amdhip64 PROPERTIES IMPORTED_LOCATION "/opt/rocm/lib/libamdhip64.so" INTERFACE_INCLUDE_DIRECTORIES "/opt/rocm/include")\nendif()\n' \
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> /opt/rocm/lib/cmake/hip/hip-config.cmake && \
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# 补丁: ROCm 7.2.1 中 hip_version.h 已移除, 创建兼容头文件供 PyTorch LoadHIP.cmake 使用
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if [ ! -f /opt/rocm/include/hip/hip_version.h ]; then \
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mkdir -p /opt/rocm/include/hip && \
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printf '#pragma once\n#define HIP_VERSION_MAJOR 7\n#define HIP_VERSION_MINOR 2\n#define HIP_VERSION_PATCH 53211\n#define HIP_VERSION_GITDATE 0\n#define HIP_VERSION (HIP_VERSION_MAJOR * 10000000 + HIP_VERSION_MINOR * 100000 + HIP_VERSION_PATCH)\n' \
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> /opt/rocm/include/hip/hip_version.h && \
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echo "hip_version.h created."; \
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fi && \
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mkdir -p /opt/vllm_build && \
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export HIP_PLATFORM=amd HIP_PATH=/opt/rocm ROCM_PATH=/opt/rocm && \
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export http_proxy=${GIT_PROXY} https_proxy=${GIT_PROXY} && \
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export LIBRARY_PATH=/opt/rocm/lib:$LIBRARY_PATH && \
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cmake -S /opt/vllm -B /opt/vllm_build -G Ninja \
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-DCMAKE_BUILD_TYPE=RelWithDebInfo \
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-DVLLM_TARGET_DEVICE=rocm \
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-DVLLM_PYTHON_EXECUTABLE=${VENV}/bin/python \
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-DHIP_ROOT_DIR=/opt/rocm \
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-DROCM_PATH=/opt/rocm \
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-DCMAKE_HIP_ARCHITECTURES=${ARCH} \
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-DCMAKE_HIP_COMPILER=/opt/rocm/llvm/bin/clang++ \
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-DHIP_COMPILER=/opt/rocm/llvm/bin/clang++ \
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-DHIP_PATH=/opt/rocm \
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-DHIP_INCLUDE_DIR=/opt/rocm/include \
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-DCMAKE_PREFIX_PATH="/opt/rocm;${VENV}/lib/python${PYTHON_VER}/site-packages/torch/share/cmake" \
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-DCMAKE_SHARED_LINKER_FLAGS="-L/opt/rocm/lib" \
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-DCMAKE_EXE_LINKER_FLAGS="-L/opt/rocm/lib" && \
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cd /opt/vllm_build && ninja -j8 && \
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cp /opt/vllm_build/*.abi3.so /opt/vllm/vllm/ && \
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echo "vllm C++ build complete (layer cached)."
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# ===========================================================================
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# 阶段 7.5：复制辅助脚本（必须在所有使用脚本的 RUN 之前）
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# ===========================================================================
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COPY scripts/patch_vllm_platform.py /opt/patch_vllm_platform.py
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COPY scripts/apply_mineru_patches.py /opt/apply_mineru_patches.py
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COPY scripts/cache_warmer.py /opt/cache_warmer.py
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# ===========================================================================
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# 阶段 8b：安装 vllm + 平台补丁 + 验证
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# ===========================================================================
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RUN set -ex && \
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cd /opt/vllm && ${VENV}/bin/pip install --no-cache-dir -e . --no-build-isolation && \
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${VENV}/bin/pip install --no-cache-dir regex && \
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${VENV}/bin/python /opt/patch_vllm_platform.py && \
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${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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${VENV}/bin/pip uninstall -y triton triton-rocm 2>/dev/null; \
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${VENV}/bin/pip install --no-cache-dir --force-reinstall \
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torch==2.11.0+rocm7.2 torchvision pytorch-triton-rocm \
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--index-url ${TORCH_INDEX} && \
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${VENV}/bin/python -c "import vllm; print('vllm import OK:', vllm.__version__)" && \
|
||
rm -rf /opt/vllm_build
|
||
|
||
# ===========================================================================
|
||
# 阶段 9：安装 MinerU + RDNA 适配补丁 + PyTorch 恢复
|
||
# ===========================================================================
|
||
RUN set -ex && \
|
||
${VENV}/bin/pip install --no-cache-dir 'mineru[core]' && \
|
||
${VENV}/bin/python /opt/apply_mineru_patches.py && \
|
||
# mineru[core] 会把 ROCm PyTorch 替换成 CUDA 版 + 安装 CUDA triton
|
||
# 必须先卸载 CUDA triton，再装回 ROCm 版
|
||
${VENV}/bin/pip uninstall -y triton triton-rocm 2>/dev/null; \
|
||
export http_proxy=${GIT_PROXY} https_proxy=${GIT_PROXY} && \
|
||
${VENV}/bin/pip install --no-cache-dir --force-reinstall \
|
||
torch==2.11.0+rocm7.2 torchvision pytorch-triton-rocm \
|
||
--index-url ${TORCH_INDEX} && \
|
||
${VENV}/bin/python -c "import triton.language; print('triton OK')" && \
|
||
${VENV}/bin/python -c "import torch; v=torch.__version__; assert 'rocm' in v, f'PyTorch overwritten: {v}'; print('PyTorch OK:', v)"
|
||
|
||
# ===========================================================================
|
||
# 阶段 10：入口与最终验证
|
||
# ===========================================================================
|
||
RUN echo 'source /opt/mineru_venv/bin/activate' >> /etc/bash.bashrc && \
|
||
${VENV}/bin/python -c "import torch; import vllm; import mineru; print('MinerU ROCm Docker Image Ready'); print(f'PyTorch {torch.__version__} OK')"
|
||
|
||
ENTRYPOINT ["/bin/bash", "-c"]
|
||
CMD ["bash"]
|