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[Toolchain] Fix AOCL linking problem and other ver-202503 patch (#6623)
* refactor(scripts): Rename uncorrect FAST_MATH_* env to MATH_*
* docs(toolchain): correct NEP description
* fix(scripts): correct all FAST_MATH to MATH
* fix: 下载失败时删除临时文件
* docs(toolchain): 更新LibTorch版本注释并统一MLALGO支持描述
* chore: update .gitignore to ignore .trae
* feat(用户界面): 在系统摘要中添加CPU型号信息
添加CPU型号检测逻辑,通过lscpu或/proc/cpuinfo获取处理器信息并显示在系统摘要中,方便用户查看完整的硬件信息
* docs(toolchain): 更新支持的编译器及特性说明
更新README中关于GNU、Intel和AMD工具链的编译器要求及特性描述,使其更准确
* refactor(toolchain): refine the comments of the main scripts and mark removal of origin scripts in the future.
* docs(toolchain): modify and add comments for libtorch
| NEP | main |Neural network potential | MIT | Optional |
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| NEP | main |Neuroevolution potential | MIT | Optional |
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Also, [Intel-oneAPI](https://www.intel.cn/content/www/cn/zh/developer/tools/oneapi/toolkits.html) and AMD [AOCC](https://www.amd.com/zh-cn/developer/aocc.html) and [AOCL](https://www.amd.com/zh-cn/developer/aocl.html) are supported in toolchain by setting them to system option, but one should install them manually by server administrator.
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