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项目已完成,请求合并
项目名称:面向 PikaPython 的 AI 驱动 Python-C 编译加速器与自动化验证平台设计
方案描述:
1.项目目标:
构建完整的AI驱动Python到C语言编译加速方案,通过智能转换关键函数为C扩展模块,显著提升PikaPython在嵌入式设备上的性能,目标达到10-50倍性能提升。
2.技术路线:
AI编译agent:使用Langgraph调用大语言模型分析Python函数的动态类型和逻辑,生成高效的C代码
Playground验证基础设施:构建完整的JSON API服务,提供固件编译、模拟运行、错误代码收集、批量测试的全套闭环验证功能
提供agent的工具功能:使用MCP技术为agent提供编译构建、单元测试等工具
可视化界面:使用html、CSS构建前端页面,使用Quart构建后端操作
3.核心功能:
AI驱动的Python到C代码转换
自动化测试验证流水线
性能对比分析可视化
嵌入式仿真环境