A fast and efficient algorithm library for LPMM
Project description
QuickAlgo
这是一个快速算法库,旨在为LPMM(Long-term and Persistent Memory)模块提供Graph数据结构和一些复杂算法的Cpp+Cython高效实现。
目录结构
─ quick_algo - 项目目录
├─ src - 源码目录
│ └─ quick_algo - 纯C/C++代码目录
│ ├─ cpp - 纯C/C++代码目录
│ │ │ ├─ di_graph.hpp - 有向图头文件
│ │ │ └─ di_graph_impl.cpp - 有向图实现
│ │ ├─ cpp - 纯C/C++代码目录
│ │ │ ├─ pagerank.hpp - 有向图头文件
│ │ │ └─ pagerank_impl.cpp - 有向图实现
│ │ ├─ __init__.py - Python包初始化文件
│ │ ├─ di_graph.pxd - Cython头文件
│ │ ├─ di_graph.pyi - di_graph类型声明文件
│ │ └─ di_graph.pyx - Cython实现
│ │ ├─ pagerank.pxd - Cython头文件
│ │ ├─ pagerank.pyi - pagerank类型声明文件
│ │ └─ pagerank.pyx - Cython实现
│ └─ __init__.py - Python包初始化文件
├─ tests - 测试代码目录
├─ build_lib.py - 构建脚本
├─ pyproject.toml - Python项目配置文件
├─ setup.py - buildtools安装脚本
├─ LICENSE.txt - 许可证
└─ README.md - 本文档
构建脚本
请在项目目录下执行build_lib.py并添加相应的任务,这将自动化构建过程。
该脚本支持以下任务:
--cleanup:清理构建目录和临时文件--cythonize:编译Cython代码(要求依赖cython)--force_cythonize: 强制重新编译Cython代码(要求依赖cython)--build_sdist:构建Python源码分发包(要求依赖setuptools)--build_wheel:构建Python wheel包(要求依赖setuptools和C/Cpp编译环境;若无预生成.cpp,需先执行--cythonize)--install:安装Python包(要求依赖setuptools, 要求C/Cpp编译环境)
安装
您可以直接使用pip install quick-algo进行安装:
pip install quick-algo
注:PyPI上的预编译wheel默认不开启SIMD优化(兼容优先)。若您希望启用SIMD,可使用源码编译安装。
当前PyPI wheel覆盖:
- macOS Intel(x86_64)
- macOS Apple Silicon(arm64)
- Linux(x86_64 / aarch64)
- Windows(x86_64)
您也可以在clone本仓库之后通过前述构建脚本于本地进行编译安装。
在编译安装之前,请确保您装有以下依赖:
setuptools: Python包管理工具Cython: Cython编译器MSVC/GCC/Clang: C/Cpp编译环境
要使用脚本编译安装,请在项目目录下执行以下命令:
python build_lib.py --cleanup --cythonize --install
测试
本项目的测试代码位于tests目录下,使用pytest进行测试。
在测试之前,请确保您装有以下依赖:
pytest:测试框架networkx: 图算法库numpy: 数值计算库(由networkx要求)scipy: 数值计算库(由networkx要求)
要运行测试,请在项目目录下执行以下命令:
pytest ./tests -s
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