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deploy.sh
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executable file
·593 lines (511 loc) · 20.6 KB
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#!/bin/bash
# ============================================================================
# SAGE-DB-Bench 部署脚本
# ============================================================================
#
# 本脚本会:
# 1. 检查并安装系统依赖
# 2. 创建 Python 虚拟环境
# 3. 安装 Python 依赖包
# 4. 初始化 Git submodules
# 5. 构建 PyCANDYAlgo
# 6. 构建 GTI、IP-DiskANN、PLSH
# 7. 安装所有模块到虚拟环境
# 8. 验证所有模块导入
#
# 使用方法:
# ./deploy.sh
#
# 选项:
# --skip-system-deps 跳过系统依赖安装
# --skip-build 跳过构建(仅设置环境)
# --help 显示帮助
#
# ============================================================================
set -e # 遇到错误立即退出
# ============================================================================
# 颜色定义
# ============================================================================
RED='\033[0;31m'
GREEN='\033[0;32m'
YELLOW='\033[1;33m'
BLUE='\033[0;34m'
CYAN='\033[0;36m'
BOLD='\033[1m'
NC='\033[0m' # No Color
# ============================================================================
# 辅助函数
# ============================================================================
print_banner() {
echo ""
echo -e "${CYAN}╔════════════════════════════════════════════════════════════╗${NC}"
echo -e "${CYAN}║${NC} ${BOLD}$1${NC}"
echo -e "${CYAN}╚════════════════════════════════════════════════════════════╝${NC}"
echo ""
}
print_header() {
echo ""
echo -e "${BLUE}=========================================${NC}"
echo -e "${BLUE}$1${NC}"
echo -e "${BLUE}=========================================${NC}"
echo ""
}
print_success() {
echo -e "${GREEN}✓ $1${NC}"
}
print_warning() {
echo -e "${YELLOW}⚠ $1${NC}"
}
print_error() {
echo -e "${RED}✗ $1${NC}"
}
print_info() {
echo -e "${BLUE}→ $1${NC}"
}
print_step() {
echo -e "${CYAN}[$(date +'%H:%M:%S')]${NC} $1"
}
# ============================================================================
# 解析命令行参数
# ============================================================================
SKIP_SYSTEM_DEPS=false
SKIP_BUILD=false
PYTHON_CMD="python3.10"
while [[ $# -gt 0 ]]; do
case $1 in
--skip-system-deps)
SKIP_SYSTEM_DEPS=true
shift
;;
--skip-build)
SKIP_BUILD=true
shift
;;
--help)
head -n 22 "$0" | tail -n +2 | sed 's/^# //'
exit 0
;;
*)
print_error "Unknown option: $1"
echo "Use --help for usage information"
exit 1
;;
esac
done
# ============================================================================
# 检查 Python 3.10
# ============================================================================
if ! command -v python3.10 &> /dev/null; then
print_error "Python 3.10 未找到"
print_info "安装方法: sudo apt-get install python3.10 python3.10-venv python3.10-dev"
exit 1
fi
print_info "Python 版本: $(python3.10 --version)"
# ============================================================================
# 开始部署
# ============================================================================
print_banner "SAGE-DB-Bench 部署"
SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
cd "$SCRIPT_DIR"
print_info "项目目录: $SCRIPT_DIR"
echo ""
# ============================================================================
# 步骤 1: 系统依赖
# ============================================================================
if [ "$SKIP_SYSTEM_DEPS" = false ]; then
print_header "步骤 1/8: 安装系统依赖"
if [ -f /etc/os-release ]; then
. /etc/os-release
OS=$ID
print_info "操作系统: $PRETTY_NAME"
fi
if [[ "$OS" == "ubuntu" || "$OS" == "debian" ]]; then
print_step "安装构建依赖..."
sudo apt-get update -qq || true
sudo apt-get install -y \
build-essential cmake git pkg-config \
libgflags-dev libgoogle-glog-dev libfmt-dev \
libboost-all-dev libomp-dev libnuma-dev libaio-dev \
libeigen3-dev libspdlog-dev libgoogle-perftools-dev \
python3.10 python3.10-venv python3.10-dev python3-pip \
|| print_warning "部分包可能未安装"
# 安装 Intel MKL
print_step "安装 Intel MKL..."
if [ ! -d "/opt/intel/oneapi/mkl" ]; then
wget -qO - https://apt.repos.intel.com/intel-gpg-keys/GPG-PUB-KEY-INTEL-SW-PRODUCTS.PUB 2>/dev/null | sudo apt-key add - 2>/dev/null || true
echo "deb https://apt.repos.intel.com/oneapi all main" | sudo tee /etc/apt/sources.list.d/oneAPI.list >/dev/null
sudo apt-get update -qq || true
sudo apt-get install -y intel-oneapi-mkl-devel || print_warning "Intel MKL 安装失败"
else
print_info "Intel MKL 已安装"
fi
print_success "系统依赖安装完成"
else
print_warning "非 Ubuntu/Debian 系统,请手动安装依赖"
fi
else
print_header "步骤 1/8: 跳过系统依赖安装"
fi
# ============================================================================
# 步骤 2: 创建虚拟环境
# ============================================================================
print_header "步骤 2/8: 创建 Python 虚拟环境"
VENV_DIR="$SCRIPT_DIR/sage-db-bench"
if [ ! -d "$VENV_DIR" ]; then
print_step "创建虚拟环境..."
$PYTHON_CMD -m venv "$VENV_DIR"
print_success "虚拟环境创建完成"
else
print_info "虚拟环境已存在"
fi
# 激活虚拟环境
source "$VENV_DIR/bin/activate"
print_success "虚拟环境已激活: $VIRTUAL_ENV"
# 配置虚拟环境的 activate 脚本,自动设置 MKL 路径
print_step "配置虚拟环境 MKL 路径..."
ACTIVATE_SCRIPT="$VENV_DIR/bin/activate"
# 检查是否已经添加了 MKL 配置
if ! grep -q "# MKL Library Path" "$ACTIVATE_SCRIPT" 2>/dev/null; then
cat >> "$ACTIVATE_SCRIPT" << 'EOF'
# MKL Library Path (added by deploy.sh)
if [ -d "/opt/intel/oneapi/mkl/latest/lib/intel64" ]; then
export LD_LIBRARY_PATH="/opt/intel/oneapi/mkl/latest/lib/intel64:$LD_LIBRARY_PATH"
elif [ -d "/opt/intel/mkl/lib/intel64" ]; then
export LD_LIBRARY_PATH="/opt/intel/mkl/lib/intel64:$LD_LIBRARY_PATH"
fi
EOF
print_success "MKL 路径已添加到虚拟环境"
else
print_info "MKL 路径已存在于虚拟环境"
fi
# 重新加载 activate 脚本以应用 MKL 路径
source "$ACTIVATE_SCRIPT"
# 升级 pip
pip install --upgrade pip setuptools wheel -q
# ============================================================================
# 步骤 3: 安装 Python 依赖
# ============================================================================
print_header "步骤 3/8: 安装 Python 依赖"
print_step "安装 PyTorch (CPU 版本)..."
pip install torch --index-url https://download.pytorch.org/whl/cpu -q
print_success "PyTorch 安装完成"
print_step "安装其他依赖..."
pip install numpy pybind11 PyYAML pandas -q
print_success "Python 依赖安装完成"
# ============================================================================
# 步骤 4: 初始化 Git Submodules
# ============================================================================
print_header "步骤 4/8: 初始化 Git Submodules"
if [ -f ".gitmodules" ]; then
print_step "初始化 submodules..."
git submodule update --init --recursive
print_success "Submodules 初始化完成"
else
print_warning ".gitmodules 不存在"
fi
# ============================================================================
# 步骤 5: 构建 PyCANDYAlgo
# ============================================================================
if [ "$SKIP_BUILD" = false ]; then
print_header "步骤 5/8: 构建 PyCANDYAlgo"
cd "$SCRIPT_DIR/algorithms_impl"
# 设置 MKL 环境
if [ -f "/opt/intel/oneapi/setvars.sh" ]; then
source /opt/intel/oneapi/setvars.sh --force 2>/dev/null || true
fi
if [ -d "/opt/intel/oneapi/mkl/latest" ]; then
export MKLROOT="/opt/intel/oneapi/mkl/latest"
export LD_LIBRARY_PATH="$MKLROOT/lib/intel64:$LD_LIBRARY_PATH"
export CPATH="$MKLROOT/include:$CPATH"
fi
# 运行构建脚本
if [ -f "build.sh" ]; then
print_step "运行 build.sh..."
if bash build.sh; then
print_success "PyCANDYAlgo 构建完成"
else
print_error "PyCANDYAlgo 构建失败"
exit 1
fi
else
print_error "build.sh 不存在"
exit 1
fi
cd "$SCRIPT_DIR"
else
print_header "步骤 5/8: 跳过构建"
fi
# ============================================================================
# 步骤 6: 构建 VSAG
# ============================================================================
if [ "$SKIP_BUILD" = false ]; then
print_header "步骤 6/9: 构建 VSAG (pyvsag)"
# 设置 MKL 环境变量(VSAG 依赖 Intel MKL)
if [ -f "/opt/intel/oneapi/setvars.sh" ]; then
print_step "加载 Intel oneAPI 环境..."
source /opt/intel/oneapi/setvars.sh --force 2>/dev/null || true
export LD_LIBRARY_PATH="/opt/intel/oneapi/mkl/latest/lib/intel64:$LD_LIBRARY_PATH"
print_success "MKL 环境已配置"
elif [ -d "/opt/intel/oneapi/mkl/latest" ]; then
export MKLROOT="/opt/intel/oneapi/mkl/latest"
export LD_LIBRARY_PATH="$MKLROOT/lib/intel64:$LD_LIBRARY_PATH"
export LIBRARY_PATH="$MKLROOT/lib/intel64:$LIBRARY_PATH"
export CPATH="$MKLROOT/include:$CPATH"
print_success "MKL 环境已配置: $MKLROOT"
elif [ -d "/opt/intel/mkl" ]; then
export MKLROOT="/opt/intel/mkl"
export LD_LIBRARY_PATH="$MKLROOT/lib/intel64:$LD_LIBRARY_PATH"
export LIBRARY_PATH="$MKLROOT/lib/intel64:$LIBRARY_PATH"
export CPATH="$MKLROOT/include:$CPATH"
print_success "MKL 环境已配置: $MKLROOT"
else
print_warning "MKL 未找到 - VSAG 可能无法运行(需要 libmkl_intel_lp64.so.2)"
print_info "可选方案: 安装 OpenBLAS 替代 MKL"
fi
VSAG_DIR="$SCRIPT_DIR/algorithms_impl/vsag"
if [ -d "$VSAG_DIR" ]; then
cd "$VSAG_DIR"
# 配置 CMake (如果需要)
if [ ! -f "build-release/CMakeCache.txt" ]; then
print_step "配置 VSAG CMake..."
# 构建 CMake 参数数组
CMAKE_ARGS=(
-DCMAKE_BUILD_TYPE=Release
-DENABLE_PYBINDS=ON
-DENABLE_TESTS=OFF
-DENABLE_EXAMPLES=OFF
-DENABLE_TOOLS=OFF
-DPython3_EXECUTABLE=$(which python3)
-B build-release
-S .
)
# 如果找到 MKL,添加 MKL 路径
if [ -n "$MKLROOT" ]; then
CMAKE_ARGS+=(
-DMKLROOT="$MKLROOT"
-DCMAKE_PREFIX_PATH="$MKLROOT"
)
fi
cmake "${CMAKE_ARGS[@]}" 2>&1 | tail -10
fi
# 增量编译
print_step "编译 VSAG..."
cmake --build build-release --parallel $JOBS 2>&1 | tail -10
# 复制 .so 文件
PYVSAG_SO=$(find build-release -name "_pyvsag*.so" 2>/dev/null | head -n 1)
if [ -n "$PYVSAG_SO" ]; then
cp "$PYVSAG_SO" python/pyvsag/
# 创建 _version.py 文件(如果不存在)
if [ ! -f "python/pyvsag/_version.py" ]; then
cat > python/pyvsag/_version.py << 'EOF'
# File generated by setuptools_scm
__version__ = "0.0.1+dev"
__version_tuple__ = (0, 0, 1, "dev")
EOF
fi
# 安装到虚拟环境
print_step "安装 pyvsag..."
cd python
pip install -e . --force-reinstall --no-build-isolation -q
cd ..
print_success "VSAG (pyvsag) 构建完成"
else
print_warning "_pyvsag.so 未找到"
fi
cd "$SCRIPT_DIR"
else
print_warning "VSAG 目录不存在: $VSAG_DIR"
fi
else
print_header "步骤 6/9: 跳过构建"
fi
# ============================================================================
# 步骤 7: 构建 GTI、IP-DiskANN、PLSH
# ============================================================================
if [ "$SKIP_BUILD" = false ]; then
print_header "步骤 7/9: 构建 GTI、IP-DiskANN、PLSH"
SITE_PACKAGES=$(python3 -c "import site; print(site.getsitepackages()[0])")
# 计算并行编译数
NPROC=$(nproc 2>/dev/null || echo 4)
JOBS=$((NPROC > 8 ? 8 : NPROC))
# 获取 pybind11 cmake 路径
PYBIND11_CMAKE_DIR=$(python3 -c "import pybind11; print(pybind11.get_cmake_dir())" 2>/dev/null || echo "")
if [ -n "$PYBIND11_CMAKE_DIR" ]; then
print_info "pybind11 cmake dir: $PYBIND11_CMAKE_DIR"
PYBIND11_CMAKE_ARG="-Dpybind11_DIR=$PYBIND11_CMAKE_DIR"
else
print_warning "pybind11 cmake 路径未找到"
PYBIND11_CMAKE_ARG=""
fi
# --- 构建 GTI ---
print_step "构建 GTI (gti_wrapper)..."
GTI_DIR="$SCRIPT_DIR/algorithms_impl/gti/GTI"
if [ -d "$GTI_DIR" ]; then
cd "$GTI_DIR"
# 先构建 n2 库 (使用 Makefile)
N2_DIR="$GTI_DIR/extern_libraries/n2"
if [ -d "$N2_DIR" ]; then
print_info "构建 n2 库..."
cd "$N2_DIR"
# 修复 spdlog 头文件包含问题(构建时临时修复)
if ! grep -q "stdout_color_sinks.h" include/n2/hnsw_build.h 2>/dev/null; then
print_info "应用 spdlog 兼容性修复..."
sed -i '/#include "spdlog\/spdlog.h"/a #include "spdlog/sinks/stdout_color_sinks.h"' include/n2/hnsw_build.h
fi
# n2 使用 Makefile 而不是 CMake,使用旧 ABI 以匹配 GTI
make clean 2>/dev/null || true
CXXFLAGS="-D_GLIBCXX_USE_CXX11_ABI=0" make shared_lib -j${JOBS} 2>&1 | tail -10 || print_warning "n2 编译失败"
fi
# 构建 GTI(只构建 Python bindings,不构建主可执行文件)
print_info "构建 GTI 和 Python bindings..."
cd "$GTI_DIR"
rm -rf build bin 2>/dev/null || true
mkdir -p bin build && cd build
cmake .. -DCMAKE_BUILD_TYPE=Release -DPYTHON_EXECUTABLE=$(which python3) $PYBIND11_CMAKE_ARG 2>&1 | tail -5 || print_warning "GTI cmake 失败"
# 只构建 gti_wrapper(Python bindings),不构建主可执行文件(需要 tcmalloc)
make gti_wrapper -j${JOBS} 2>&1 | tail -10 || print_warning "GTI 编译失败"
# 查找并复制 .so 文件(在 build/bindings 目录)
SO_FILE=$(find . -name "gti_wrapper*.so" 2>/dev/null | head -1)
if [ -n "$SO_FILE" ]; then
cp "$SO_FILE" "$SITE_PACKAGES/"
print_success "GTI (gti_wrapper) 构建完成"
else
print_warning "gti_wrapper.so 未找到"
fi
else
print_warning "GTI 目录不存在: $GTI_DIR"
fi
# --- 构建 IP-DiskANN ---
print_step "构建 IP-DiskANN (ipdiskann)..."
IPDISKANN_DIR="$SCRIPT_DIR/algorithms_impl/ipdiskann"
if [ -d "$IPDISKANN_DIR" ]; then
cd "$IPDISKANN_DIR"
rm -rf build 2>/dev/null || true
mkdir -p build && cd build
cmake .. -DCMAKE_BUILD_TYPE=Release -DPYTHON_EXECUTABLE=$(which python3) -DPYBIND=ON $PYBIND11_CMAKE_ARG 2>&1 | tail -5
make -j${JOBS} 2>&1 | tail -10
# 查找并复制 .so 文件
SO_FILE=$(find . -name "ipdiskann*.so" 2>/dev/null | head -1)
if [ -n "$SO_FILE" ]; then
cp "$SO_FILE" "$SITE_PACKAGES/"
print_success "IP-DiskANN (ipdiskann) 构建完成"
else
print_warning "ipdiskann.so 未找到"
fi
else
print_warning "IP-DiskANN 目录不存在: $IPDISKANN_DIR"
fi
# --- 构建 PLSH ---
print_step "构建 PLSH (plsh_python)..."
PLSH_DIR="$SCRIPT_DIR/algorithms_impl/plsh"
if [ -d "$PLSH_DIR" ]; then
cd "$PLSH_DIR"
rm -rf build 2>/dev/null || true
mkdir -p build && cd build
cmake .. -DCMAKE_BUILD_TYPE=Release -DPYTHON_EXECUTABLE=$(which python3) $PYBIND11_CMAKE_ARG 2>&1 | tail -5
make -j${JOBS} 2>&1 | tail -10
# 查找并复制 .so 文件
SO_FILE=$(find . -name "plsh_python*.so" 2>/dev/null | head -1)
if [ -n "$SO_FILE" ]; then
cp "$SO_FILE" "$SITE_PACKAGES/"
print_success "PLSH (plsh_python) 构建完成"
else
print_warning "plsh_python.so 未找到"
fi
else
print_warning "PLSH 目录不存在: $PLSH_DIR"
fi
cd "$SCRIPT_DIR"
else
print_header "步骤 7/9: 跳过构建"
fi
# ============================================================================
# 步骤 8: 安装 PyCANDYAlgo
# ============================================================================
print_header "步骤 8/9: 安装 PyCANDYAlgo"
cd "$SCRIPT_DIR/algorithms_impl"
# 设置库路径
if [ -d "/opt/intel/oneapi/mkl/latest/lib/intel64" ]; then
export LD_LIBRARY_PATH="/opt/intel/oneapi/mkl/latest/lib/intel64:$LD_LIBRARY_PATH"
fi
TORCH_LIB=$(python3 -c "import torch; import os; print(os.path.join(os.path.dirname(torch.__file__), 'lib'))" 2>/dev/null)
if [ -n "$TORCH_LIB" ] && [ -d "$TORCH_LIB" ]; then
export LD_LIBRARY_PATH="$TORCH_LIB:$LD_LIBRARY_PATH"
fi
SO_FILE=$(ls PyCANDYAlgo*.so 2>/dev/null | head -1)
if [ -n "$SO_FILE" ]; then
print_info "找到: $SO_FILE"
# 直接复制 .so 文件到 site-packages,不使用 pip install
SITE_PACKAGES=$(python3 -c "import site; print(site.getsitepackages()[0])")
print_step "复制到 $SITE_PACKAGES..."
cp "$SO_FILE" "$SITE_PACKAGES/"
print_success "PyCANDYAlgo 已复制到 $SITE_PACKAGES"
else
print_error "PyCANDYAlgo.so 未找到"
exit 1
fi
cd "$SCRIPT_DIR"
# ============================================================================
# 步骤 9: 验证所有模块导入
# ============================================================================
print_header "步骤 9/9: 验证所有模块导入"
# 确保 MKL 环境变量已配置(用于 VSAG)
if [ -d "/opt/intel/oneapi/mkl/latest/lib/intel64" ]; then
export LD_LIBRARY_PATH="/opt/intel/oneapi/mkl/latest/lib/intel64:$LD_LIBRARY_PATH"
elif [ -d "/opt/intel/mkl/lib/intel64" ]; then
export LD_LIBRARY_PATH="/opt/intel/mkl/lib/intel64:$LD_LIBRARY_PATH"
fi
print_step "测试 PyCANDYAlgo..."
if python3 -c "import PyCANDYAlgo; print('VERSION:', PyCANDYAlgo.__version__)" 2>&1; then
print_success "PyCANDYAlgo 导入成功"
else
print_error "PyCANDYAlgo 导入失败"
python3 -c "import PyCANDYAlgo" 2>&1 || true
exit 1
fi
print_step "测试 gti_wrapper..."
if python3 -c "import gti_wrapper; print('gti_wrapper OK')" 2>&1; then
print_success "gti_wrapper 导入成功"
else
print_warning "gti_wrapper 导入失败 (可选模块)"
fi
print_step "测试 ipdiskann..."
if python3 -c "import ipdiskann; print('ipdiskann OK')" 2>&1; then
print_success "ipdiskann 导入成功"
else
print_warning "ipdiskann 导入失败 (可选模块)"
fi
print_step "测试 plsh_python..."
if python3 -c "import plsh_python; print('plsh_python OK')" 2>&1; then
print_success "plsh_python 导入成功"
else
print_warning "plsh_python 导入失败 (可选模块)"
fi
print_step "测试 pyvsag..."
if python3 -c "import pyvsag; print('pyvsag:', pyvsag.__version__)" 2>&1; then
print_success "pyvsag 导入成功"
else
print_warning "pyvsag 导入失败 (可选模块)"
fi
# 测试核心依赖
print_step "测试核心依赖..."
python3 -c "import numpy; print('numpy:', numpy.__version__)" || print_warning "numpy 不可用"
echo "✅ 已成功构建并安装以下模块:"
echo " - PyCANDYAlgo"
echo " - pyvsag (VSAG)"
echo " - gti_wrapper (GTI)"
echo " - ipdiskann (IP-DiskANN)"
echo " - plsh_python (PLSH)"================================================
print_banner "部署完成!"
echo "✅ 已成功构建并安装以下模块:"
echo " - PyCANDYAlgo"
echo " - gti_wrapper (GTI)"
echo " - ipdiskann (IP-DiskANN)"
echo " - plsh_python (PLSH)"
echo ""
echo "使用方法:"
echo " source sage-db-bench/bin/activate"
echo " python3 -c 'import PyCANDYAlgo; print(PyCANDYAlgo.__version__)'"
echo ""
print_info "部署用时: $SECONDS 秒"
echo ""