Introduce sgl-kernel Dockerfile (#14066)
This commit is contained in:
+52
-221
@@ -1,240 +1,71 @@
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#!/bin/bash
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set -ex
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PYTHON_VERSION=$1
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CUDA_VERSION=$2
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PYTHON_ROOT_PATH=/opt/python/cp${PYTHON_VERSION//.}-cp${PYTHON_VERSION//.}
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if [ -z "$3" ]; then
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ARCH=$(uname -i)
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else
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ARCH=$3
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if [ $# -lt 2 ]; then
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echo "Usage: $0 <PYTHON_VERSION> <CUDA_VERSION> [ARCH]"
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exit 1
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fi
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echo "ARCH: $ARCH"
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if [ ${ARCH} = "aarch64" ]; then
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LIBCUDA_ARCH="sbsa"
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BUILDER_NAME="pytorch/manylinuxaarch64-builder"
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else
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LIBCUDA_ARCH=${ARCH}
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BUILDER_NAME="pytorch/manylinux2_28-builder"
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fi
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PYTHON_VERSION="$1" # e.g. 3.10
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CUDA_VERSION="$2" # e.g. 12.9
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ARCH="${3:-$(uname -i)}" # optional override
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if [ ${CUDA_VERSION} = "13.0" ]; then
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DOCKER_IMAGE="${BUILDER_NAME}:cuda${CUDA_VERSION}"
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TORCH_INSTALL="pip install --no-cache-dir torch==2.9.1 --index-url https://download.pytorch.org/whl/cu130"
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elif [ ${CUDA_VERSION} = "12.9" || ${CUDA_VERSION} = "12.8" ]; then
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DOCKER_IMAGE="${BUILDER_NAME}:cuda${CUDA_VERSION}"
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TORCH_INSTALL="pip install --no-cache-dir torch==2.9.1 --index-url https://download.pytorch.org/whl/cu128"
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if [ "${ARCH}" = "aarch64" ]; then
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BASE_IMG="pytorch/manylinuxaarch64-builder"
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else
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DOCKER_IMAGE="${BUILDER_NAME}:cuda${CUDA_VERSION}"
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TORCH_INSTALL="pip install --no-cache-dir torch==2.9.1 --index-url https://download.pytorch.org/whl/cu126"
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BASE_IMG="pytorch/manylinux2_28-builder"
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fi
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# Create cache directories for persistent build artifacts in home directory
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# Using home directory to persist across workspace cleanups/checkouts
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CACHE_DIR="${HOME}/.cache/sgl-kernel"
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CMAKE_DOWNLOAD_CACHE="${CACHE_DIR}/cmake-downloads"
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CCACHE_DIR="${CACHE_DIR}/ccache"
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BUILDX_CACHE_DIR="${CACHE_DIR}/buildx"
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mkdir -p "${BUILDX_CACHE_DIR}"
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mkdir -p "${CMAKE_DOWNLOAD_CACHE}"
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mkdir -p "${CCACHE_DIR}"
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# Ensure a buildx builder with docker-container driver (required for cache export)
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BUILDER_NAME="sgl-kernel-builder"
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if ! docker buildx inspect "${BUILDER_NAME}" >/dev/null 2>&1; then
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docker buildx create --name "${BUILDER_NAME}" --driver docker-container --use --bootstrap
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else
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docker buildx use "${BUILDER_NAME}"
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fi
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echo "==================================="
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echo "Cache Configuration"
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echo "==================================="
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echo "CMake download cache: ${CMAKE_DOWNLOAD_CACHE}"
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echo "ccache directory: ${CCACHE_DIR}"
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echo "ccache enabled: ${USE_CCACHE:-1}"
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echo ""
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PY_TAG="cp${PYTHON_VERSION//.}-cp${PYTHON_VERSION//.}"
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docker run --rm \
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-v $(pwd):/sgl-kernel \
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-v ${CMAKE_DOWNLOAD_CACHE}:/cmake-downloads \
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-v ${CCACHE_DIR}:/ccache \
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-e ENABLE_CMAKE_PROFILE="${ENABLE_CMAKE_PROFILE:-}" \
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-e ENABLE_BUILD_PROFILE="${ENABLE_BUILD_PROFILE:-}" \
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-e USE_CCACHE="${USE_CCACHE:-1}" \
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${DOCKER_IMAGE} \
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bash -c "
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set -e
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# Install CMake (version >= 3.26) - Robust Installation with caching
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echo \"==================================\"
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echo \"Installing CMake\"
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echo \"==================================\"
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export CMAKE_VERSION_MAJOR=3.31
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export CMAKE_VERSION_MINOR=1
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# Setting these flags to reduce OOM chance only on ARM
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export CMAKE_BUILD_PARALLEL_LEVEL=$(( $(nproc)/3 < 48 ? $(nproc)/3 : 48 ))
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if [ \"${ARCH}\" = \"aarch64\" ]; then
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export CUDA_NVCC_FLAGS=\"-Xcudafe --threads=2\"
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export MAKEFLAGS='-j2'
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export CMAKE_BUILD_PARALLEL_LEVEL=2
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export NINJAFLAGS='-j2'
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echo \"ARM detected: Using extra conservative settings (2 parallel jobs)\"
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fi
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# Output directory for wheels
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DIST_DIR="dist"
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mkdir -p "${DIST_DIR}"
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CMAKE_TARBALL=\"cmake-\${CMAKE_VERSION_MAJOR}.\${CMAKE_VERSION_MINOR}-linux-${ARCH}.tar.gz\"
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echo "----------------------------------------"
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echo "Build configuration"
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echo "PYTHON_VERSION: ${PYTHON_VERSION}"
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echo "CUDA_VERSION: ${CUDA_VERSION}"
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echo "ARCH: ${ARCH}"
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echo "BASE_IMG: ${BASE_IMG}"
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echo "PYTHON_TAG: ${PY_TAG}"
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echo "Output: ${DIST_DIR}/"
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echo "Buildx cache: ${BUILDX_CACHE_DIR}"
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echo "Builder: ${BUILDER_NAME}"
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echo "----------------------------------------"
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# Check if CMake is already cached
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if [ -f \"/cmake-downloads/\${CMAKE_TARBALL}\" ]; then
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echo \"Using cached CMake from /cmake-downloads/\${CMAKE_TARBALL}\"
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cp /cmake-downloads/\${CMAKE_TARBALL} .
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else
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echo \"Downloading CMake from: https://cmake.org/files/v\${CMAKE_VERSION_MAJOR}/\${CMAKE_TARBALL}\"
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wget https://cmake.org/files/v\${CMAKE_VERSION_MAJOR}/\${CMAKE_TARBALL}
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# Cache the downloaded file
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cp \${CMAKE_TARBALL} /cmake-downloads/
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fi
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# Optional profiling build-args (empty string disables)
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BUILD_ARGS=()
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[ -n "${ENABLE_CMAKE_PROFILE:-}" ] && BUILD_ARGS+=(--build-arg ENABLE_CMAKE_PROFILE="${ENABLE_CMAKE_PROFILE}")
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[ -n "${ENABLE_BUILD_PROFILE:-}" ] && BUILD_ARGS+=(--build-arg ENABLE_BUILD_PROFILE="${ENABLE_BUILD_PROFILE}")
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tar -xzf \${CMAKE_TARBALL}
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mv cmake-\${CMAKE_VERSION_MAJOR}.\${CMAKE_VERSION_MINOR}-linux-${ARCH} /opt/cmake
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export PATH=/opt/cmake/bin:\$PATH
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export LD_LIBRARY_PATH=/lib64:\$LD_LIBRARY_PATH
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docker buildx build \
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--builder "${BUILDER_NAME}" \
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-f Dockerfile . \
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--build-arg BASE_IMG="${BASE_IMG}" \
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--build-arg CUDA_VERSION="${CUDA_VERSION}" \
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--build-arg ARCH="${ARCH}" \
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--build-arg PYTHON_VERSION="${PYTHON_VERSION}" \
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--build-arg PYTHON_TAG="${PY_TAG}" \
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"${BUILD_ARGS[@]}" \
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--cache-from type=local,src=${BUILDX_CACHE_DIR} \
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--cache-to type=local,dest=${BUILDX_CACHE_DIR},mode=max \
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--target artifact \
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--output "type=local,dest=${DIST_DIR}" \
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--network=host
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# Debugging CMake
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echo \"PATH: \$PATH\"
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which cmake
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cmake --version
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if [ \"${USE_CCACHE}\" = \"1\" ]; then
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echo \"==================================\"
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echo \"Installing and configuring ccache\"
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echo \"==================================\"
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# Install ccache 4.12.1 from source for CUDA support (yum provides old 3.7.7)
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echo \"Installing ccache 4.12.1 from source...\"
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# Install build dependencies
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yum install -y gcc gcc-c++ make wget tar
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# Download and build ccache 4.12.1
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cd /tmp
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wget -q https://github.com/ccache/ccache/releases/download/v4.12.1/ccache-4.12.1.tar.xz
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tar -xf ccache-4.12.1.tar.xz
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cd ccache-4.12.1
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# Build and install (uses already-installed CMake 3.31)
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mkdir build && cd build
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/opt/cmake/bin/cmake -D CMAKE_BUILD_TYPE=Release -D CMAKE_INSTALL_PREFIX=/usr .. >/dev/null
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make -j\$(nproc) >/dev/null
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make install >/dev/null
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# Verify installation
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ccache --version
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echo \"ccache 4.12.1 installed successfully\"
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cd /sgl-kernel
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# Configure ccache
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export CCACHE_DIR=/ccache
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export CCACHE_BASEDIR=/sgl-kernel
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export CCACHE_MAXSIZE=10G
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export CCACHE_COMPILERCHECK=content
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export CCACHE_COMPRESS=true
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export CCACHE_SLOPPINESS=file_macro,time_macros,include_file_mtime,include_file_ctime
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# Set up ccache as compiler launcher (don't use PATH to avoid -ccbin conflicts)
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export CMAKE_C_COMPILER_LAUNCHER=ccache
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export CMAKE_CXX_COMPILER_LAUNCHER=ccache
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export CMAKE_CUDA_COMPILER_LAUNCHER=ccache
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# Show ccache stats before build
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ccache -sV || true
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echo \"\"
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else
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echo \"==================================\"
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echo \"ccache disabled (USE_CCACHE=0)\"
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echo \"==================================\"
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echo \"\"
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fi
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yum install numactl-devel -y --nogpgcheck && \
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yum install libibverbs -y --nogpgcheck && \
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ln -sv /usr/lib64/libibverbs.so.1 /usr/lib64/libibverbs.so && \
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${PYTHON_ROOT_PATH}/bin/${TORCH_INSTALL} && \
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${PYTHON_ROOT_PATH}/bin/pip install --no-cache-dir ninja setuptools==75.0.0 wheel==0.41.0 numpy uv scikit-build-core && \
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export FLASHINFER_CUDA_ARCH_LIST='8.0 8.9 9.0a 10.0a 12.0a' && \
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export CUDA_VERSION=${CUDA_VERSION} && \
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mkdir -p /usr/lib/${ARCH}-linux-gnu/ && \
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ln -s /usr/local/cuda-${CUDA_VERSION}/targets/${LIBCUDA_ARCH}-linux/lib/stubs/libcuda.so /usr/lib/${ARCH}-linux-gnu/libcuda.so && \
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export CPLUS_INCLUDE_PATH=/usr/local/cuda/include/cccl${CPLUS_INCLUDE_PATH:+:${CPLUS_INCLUDE_PATH}} && \
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export C_INCLUDE_PATH=/usr/local/cuda/include/cccl${C_INCLUDE_PATH:+:${C_INCLUDE_PATH}} && \
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cd /sgl-kernel && \
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ls -la ${PYTHON_ROOT_PATH}/lib/python${PYTHON_VERSION}/site-packages/wheel/ && \
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# Enable CMake profiling if requested
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if [ -n \"${ENABLE_CMAKE_PROFILE}\" ]; then
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echo \"CMake profiling enabled - will save to /sgl-kernel/cmake-profile.json\"
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export CMAKE_ARGS=\"--profiling-output=/sgl-kernel/cmake-profile.json --profiling-format=google-trace\"
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fi
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export NINJA_STATUS=\"[%f/%t %es] \"
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# Enable Ninja build profiling if requested
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if [ -n \"${ENABLE_BUILD_PROFILE}\" ]; then
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echo \"Ninja build profiling enabled - will save to /sgl-kernel/build-trace.json\"
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fi
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PYTHONPATH=${PYTHON_ROOT_PATH}/lib/python${PYTHON_VERSION}/site-packages ${PYTHON_ROOT_PATH}/bin/python -m uv build --wheel -Cbuild-dir=build . --color=always --no-build-isolation && \
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./rename_wheels.sh
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# Show profile location if profiling was enabled
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if [ -n \"${ENABLE_CMAKE_PROFILE}\" ] && [ -f /sgl-kernel/cmake-profile.json ]; then
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echo \"\"
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echo \"==================================\"
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echo \"CMake Profile Generated\"
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echo \"==================================\"
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echo \"Profile saved to: cmake-profile.json\"
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echo \"View in browser: chrome://tracing or edge://tracing\"
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echo \"\"
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fi
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# Generate Ninja build trace if profiling enabled
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if [ -n \"${ENABLE_BUILD_PROFILE}\" ] && [ -f /sgl-kernel/build/.ninja_log ]; then
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echo \"\"
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echo \"==================================\"
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echo \"Generating Ninja Build Trace\"
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echo \"==================================\"
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# Download ninjatracing script from GitHub (using PR #39 branch for ninja log v7 support)
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wget -q https://raw.githubusercontent.com/cradleapps/ninjatracing/084212eaf68f25c70579958a2ed67fb4ec2a9ca4/ninjatracing -O /tmp/ninjatracing || echo \"Note: Failed to download ninjatracing, skipping build trace\"
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# Convert .ninja_log to Chrome trace (JSON format)
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if [ -f /tmp/ninjatracing ]; then
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${PYTHON_ROOT_PATH}/bin/python /tmp/ninjatracing /sgl-kernel/build/.ninja_log > /sgl-kernel/build-trace.json || true
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if [ -f /sgl-kernel/build-trace.json ]; then
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# Compress the trace for smaller file size and faster loading
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gzip -9 -k /sgl-kernel/build-trace.json 2>/dev/null || true
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echo \"Build trace saved to: build-trace.json\"
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if [ -f /sgl-kernel/build-trace.json.gz ]; then
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ORIGINAL_SIZE=\$(stat -f%z /sgl-kernel/build-trace.json 2>/dev/null || stat -c%s /sgl-kernel/build-trace.json)
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COMPRESSED_SIZE=\$(stat -f%z /sgl-kernel/build-trace.json.gz 2>/dev/null || stat -c%s /sgl-kernel/build-trace.json.gz)
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echo \"Compressed to: build-trace.json.gz (\${RATIO}% smaller)\"
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fi
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echo \"\"
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echo \"View in browser:\"
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echo \" - chrome://tracing (load JSON file)\"
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echo \" - ui.perfetto.dev (recommended, supports .gz files)\"
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echo \"\"
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echo \"Shows:\"
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echo \" - Compilation time per file\"
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echo \" - Parallelism utilization\"
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echo \" - Critical path (longest dependency chain)\"
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echo \" - Where the 2-hour build time went\"
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fi
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fi
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echo \"\"
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fi
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# Show ccache statistics after build
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if [ \"${USE_CCACHE}\" = \"1\" ]; then
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echo \"\"
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echo \"==================================\"
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echo \"ccache Statistics\"
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echo \"==================================\"
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ccache -s
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echo \"\"
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fi
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"
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echo "Done. Wheels are in ${DIST_DIR}/"
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