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卡片式网站,企业如何进行搜索引擎优化,加强网络舆情监测,软件开发工程师证书含金量高吗安装过程复杂曲折，网上说的很多办法，貌似成功了，实际还是没起作用。 先说成功过程，执行下面命令，安装成功（当然，前提是你要先配置好编译环境）： （我的环境&a…

 安装过程复杂曲折，网上说的很多办法，貌似成功了，实际还是没起作用。

先说成功过程，执行下面命令，安装成功（当然，前提是你要先配置好编译环境）：

（我的环境：windows10 、embeded python3.11.9 、pytorch version: 2.5.1+cu124、RTX2080ti）

git clone https://github.com/NVIDIA/apex.gitcd apexcurl -L "https://github.com/NVIDIA/apex/files/14844602/windows_support.patch" | git applypip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" .

这个信息，不知道是否说明我的显卡是2系（TORCH_CUDA_ARCH_LIST=7.5）？

成功安装的apex，在卸载apex，你会发现安装的apex含有下面部件： 

---------------下面只是曲折过程，如无必要就不要浪费时间往下看了--------------

1、在comfyUI中，我安装了54个节点，只在安装了节点ComfyUI-PuLID-Flux-Enhanced后，在没有安装apex时，会有如下提示：

于是便想着要安装APEX，看看会不会速度快点，经过了漫长而曲折的过程，终于安装成功，但效果好像没什么变化。

从apex上述介绍中，是否表示，大多时候在Pytorch中已含相关代码？所以，究竟是否值得再花大力气去安装apex呢？还有待进一步探究。

我的环境是python3.11.9 、pytorch version: 2.5.1+cu124

2、首先是报如下错误： 

  building 'amp_C' extensionH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\utils\cpp_extension.py:1964: UserWarning: TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation.If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST'].warnings.warn(Emitting ninja build file H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\build.ninja...Compiling objects...Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)[1/7] C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\bin\nvcc --generate-dependencies-with-compile --dependency-output H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_scale_kernel.obj.d -std=c++17 --use-local-env -Xcompiler /MD -Xcompiler /wd4819 -Xcompiler /wd4251 -Xcompiler /wd4244 -Xcompiler /wd4267 -Xcompiler /wd4275 -Xcompiler /wd4018 -Xcompiler /wd4190 -Xcompiler /wd4624 -Xcompiler /wd4067 -Xcompiler /wd4068 -Xcompiler /EHsc -Xcudafe --diag_suppress=base_class_has_different_dll_interface -Xcudafe --diag_suppress=field_without_dll_interface -Xcudafe --diag_suppress=dll_interface_conflict_none_assumed -Xcudafe --diag_suppress=dll_interface_conflict_dllexport_assumed -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\torch\csrc\api\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\TH -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\THC "-IC:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\include" -IH:\ComfyUI_cp3.11.9\python_embeded\include -IH:\ComfyUI_cp3.11.9\python_embeded\Include "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Tools\MSVC\14.40.33807\include" "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Auxiliary\VS\include" "-IC:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\um" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\shared" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\winrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\cppwinrt" -c H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_scale_kernel.cu -o H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_scale_kernel.obj -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DVERSION_GE_1_3 -DVERSION_GE_1_5 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -gencode=arch=compute_75,code=compute_75 -gencode=arch=compute_75,code=sm_75FAILED: H:/ComfyUI_cp3.11.9/apex/build/temp.win-amd64-cpython-311/Release/csrc/multi_tensor_scale_kernel.objC:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\bin\nvcc --generate-dependencies-with-compile --dependency-output H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_scale_kernel.obj.d -std=c++17 --use-local-env -Xcompiler /MD -Xcompiler /wd4819 -Xcompiler /wd4251 -Xcompiler /wd4244 -Xcompiler /wd4267 -Xcompiler /wd4275 -Xcompiler /wd4018 -Xcompiler /wd4190 -Xcompiler /wd4624 -Xcompiler /wd4067 -Xcompiler /wd4068 -Xcompiler /EHsc -Xcudafe --diag_suppress=base_class_has_different_dll_interface -Xcudafe --diag_suppress=field_without_dll_interface -Xcudafe --diag_suppress=dll_interface_conflict_none_assumed -Xcudafe --diag_suppress=dll_interface_conflict_dllexport_assumed -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\torch\csrc\api\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\TH -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\THC "-IC:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\include" -IH:\ComfyUI_cp3.11.9\python_embeded\include -IH:\ComfyUI_cp3.11.9\python_embeded\Include "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Tools\MSVC\14.40.33807\include" "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Auxiliary\VS\include" "-IC:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\um" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\shared" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\winrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\cppwinrt" -c H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_scale_kernel.cu -o H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_scale_kernel.obj -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DVERSION_GE_1_3 -DVERSION_GE_1_5 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -gencode=arch=compute_75,code=compute_75 -gencode=arch=compute_75,code=sm_75C:/Program Files (x86)/Microsoft Visual Studio/2022/BuildTools/VC/Tools/MSVC/14.40.33807/include\type_traits(1167): error: static assertion failed with "You've instantiated std::aligned_storage<Len, Align> with an extended alignment (in other words, Align > alignof(max_align_t)). Before VS 2017 15.8, the member "type" would non-conformingly have an alignment of only alignof(max_align_t). VS 2017 15.8 was fixed to handle this correctly, but the fix inherently changes layout and breaks binary compatibility (*only* for uses of aligned_storage with extended alignments). To suppress this error, please define either (1) _ENABLE_EXTENDED_ALIGNED_STORAGE to confirm that you want a type with an extended alignment, or (2) _DISABLE_EXTENDED_ALIGNED_STORAGE to get the old non-conforming behavior."static_assert(_Always_false<_Aligned>,^detected during:instantiation of class "std::_Aligned<_Len, _Align, double, false> [with _Len=16ULL, _Align=16ULL]" at line 1185instantiation of class "std::_Aligned<_Len, _Align, int, false> [with _Len=16ULL, _Align=16ULL]" at line 1192instantiation of class "std::_Aligned<_Len, _Align, short, false> [with _Len=16ULL, _Align=16ULL]" at line 1199instantiation of class "std::_Aligned<_Len, _Align, char, false> [with _Len=16ULL, _Align=16ULL]" at line 1207instantiation of class "std::_Aligned_storage<_Len, _Align> [with _Len=16ULL, _Align=16ULL]" at line 1211instantiation of type "std::_Aligned_storage_t<16ULL, 16ULL>" at line 1215instantiation of class "std::aligned_storage<_Len, _Align> [with _Len=16ULL, _Align=16ULL]" at line 25 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_scale_kernel.cuinstantiation of "void load_store(T *, T *, int, int) [with T=float]" at line 64 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_scale_kernel.cuinstantiation of "void ScaleFunctor<in_t, out_t>::operator()(int, volatile int *, TensorListMetadata<2> &, float) [with in_t=float, out_t=float]" at line 38 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_apply.cuhinstantiation of "void multi_tensor_apply_kernel(int64_t, volatile int *, T, U, ArgTypes...) [with T=TensorListMetadata<2>, U=ScaleFunctor<float, float>, ArgTypes=<float>]" at line 109 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_apply.cuhinstantiation of "void multi_tensor_apply<depth,T,ArgTypes...>(int64_t, int64_t, const at::Tensor &, const std::vector<std::vector<at::Tensor, std::allocator<at::Tensor>>, std::allocator<std::vector<at::Tensor, std::allocator<at::Tensor>>>> &, T, ArgTypes...) [with depth=2, T=ScaleFunctor<float, float>, ArgTypes=<float>]" at line 124 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_scale_kernel.cu1 error detected in the compilation of "H:/ComfyUI_cp3.11.9/apex/csrc/multi_tensor_scale_kernel.cu".multi_tensor_scale_kernel.cu

 针对出现的第一个错误：

H:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\utils\cpp_extension.py:1964: UserWarning: TORCH_CUDA_ARCH_LIST is not set, all archs for visible cards are included for compilation.If this is not desired, please set os.environ['TORCH_CUDA_ARCH_LIST'].

参考文章《如何设置 TORCH_CUDA_ARCH_LIST 环境变量以优化 PyTorch 性能》，我的显卡是RTX2080Ti，所以设置：

set TORCH_CUDA_ARCH_LIST=7.5

再次编译，错误信息如下：

  已完成代码的生成building 'amp_C' extensionEmitting ninja build file H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\build.ninja...Compiling objects...Allowing ninja to set a default number of workers... (overridable by setting the environment variable MAX_JOBS=N)[1/14] C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\bin\nvcc --generate-dependencies-with-compile --dependency-output H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_l2norm_scale_kernel.obj.d -std=c++17 --use-local-env -Xcompiler /MD -Xcompiler /wd4819 -Xcompiler /wd4251 -Xcompiler /wd4244 -Xcompiler /wd4267 -Xcompiler /wd4275 -Xcompiler /wd4018 -Xcompiler /wd4190 -Xcompiler /wd4624 -Xcompiler /wd4067 -Xcompiler /wd4068 -Xcompiler /EHsc -Xcudafe --diag_suppress=base_class_has_different_dll_interface -Xcudafe --diag_suppress=field_without_dll_interface -Xcudafe --diag_suppress=dll_interface_conflict_none_assumed -Xcudafe --diag_suppress=dll_interface_conflict_dllexport_assumed -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\torch\csrc\api\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\TH -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\THC "-IC:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\include" -IH:\ComfyUI_cp3.11.9\python_embeded\include -IH:\ComfyUI_cp3.11.9\python_embeded\Include "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Tools\MSVC\14.40.33807\include" "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Auxiliary\VS\include" "-IC:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\um" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\shared" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\winrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\cppwinrt" -c H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_l2norm_scale_kernel.cu -o H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_l2norm_scale_kernel.obj -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DVERSION_GE_1_3 -DVERSION_GE_1_5 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -gencode=arch=compute_75,code=sm_75FAILED: H:/ComfyUI_cp3.11.9/apex/build/temp.win-amd64-cpython-311/Release/csrc/multi_tensor_l2norm_scale_kernel.objC:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\bin\nvcc --generate-dependencies-with-compile --dependency-output H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_l2norm_scale_kernel.obj.d -std=c++17 --use-local-env -Xcompiler /MD -Xcompiler /wd4819 -Xcompiler /wd4251 -Xcompiler /wd4244 -Xcompiler /wd4267 -Xcompiler /wd4275 -Xcompiler /wd4018 -Xcompiler /wd4190 -Xcompiler /wd4624 -Xcompiler /wd4067 -Xcompiler /wd4068 -Xcompiler /EHsc -Xcudafe --diag_suppress=base_class_has_different_dll_interface -Xcudafe --diag_suppress=field_without_dll_interface -Xcudafe --diag_suppress=dll_interface_conflict_none_assumed -Xcudafe --diag_suppress=dll_interface_conflict_dllexport_assumed -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\torch\csrc\api\include -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\TH -IH:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\torch\include\THC "-IC:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v12.4\include" -IH:\ComfyUI_cp3.11.9\python_embeded\include -IH:\ComfyUI_cp3.11.9\python_embeded\Include "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Tools\MSVC\14.40.33807\include" "-IC:\Program Files (x86)\Microsoft Visual Studio\2022\BuildTools\VC\Auxiliary\VS\include" "-IC:\Program Files (x86)\Windows Kits\10\include\10.0.22621.0\ucrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\um" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\shared" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\winrt" "-IC:\Program Files (x86)\Windows Kits\10\\include\10.0.22621.0\\cppwinrt" -c H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_l2norm_scale_kernel.cu -o H:\ComfyUI_cp3.11.9\apex\build\temp.win-amd64-cpython-311\Release\csrc/multi_tensor_l2norm_scale_kernel.obj -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_BFLOAT16_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --expt-relaxed-constexpr -lineinfo -O3 --use_fast_math -DVERSION_GE_1_1 -DVERSION_GE_1_3 -DVERSION_GE_1_5 -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=amp_C -D_GLIBCXX_USE_CXX11_ABI=0 -gencode=arch=compute_75,code=sm_75C:/Program Files (x86)/Microsoft Visual Studio/2022/BuildTools/VC/Tools/MSVC/14.40.33807/include\type_traits(1167): error: static assertion failed with "You've instantiated std::aligned_storage<Len, Align> with an extended alignment (in other words, Align > alignof(max_align_t)). Before VS 2017 15.8, the member "type" would non-conformingly have an alignment of only alignof(max_align_t). VS 2017 15.8 was fixed to handle this correctly, but the fix inherently changes layout and breaks binary compatibility (*only* for uses of aligned_storage with extended alignments). To suppress this error, please define either (1) _ENABLE_EXTENDED_ALIGNED_STORAGE to confirm that you want a type with an extended alignment, or (2) _DISABLE_EXTENDED_ALIGNED_STORAGE to get the old non-conforming behavior."static_assert(_Always_false<_Aligned>,^detected during:instantiation of class "std::_Aligned<_Len, _Align, double, false> [with _Len=16ULL, _Align=16ULL]" at line 1185instantiation of class "std::_Aligned<_Len, _Align, int, false> [with _Len=16ULL, _Align=16ULL]" at line 1192instantiation of class "std::_Aligned<_Len, _Align, short, false> [with _Len=16ULL, _Align=16ULL]" at line 1199instantiation of class "std::_Aligned<_Len, _Align, char, false> [with _Len=16ULL, _Align=16ULL]" at line 1207instantiation of class "std::_Aligned_storage<_Len, _Align> [with _Len=16ULL, _Align=16ULL]" at line 1211instantiation of type "std::_Aligned_storage_t<16ULL, 16ULL>" at line 1215instantiation of class "std::aligned_storage<_Len, _Align> [with _Len=16ULL, _Align=16ULL]" at line 24 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_l2norm_scale_kernel.cuinstantiation of "void load_store(T *, T *, int, int) [with T=float]" at line 75 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_l2norm_scale_kernel.cuinstantiation of "void L2NormScaleFunctor<in_t, out_t>::operator()(int, volatile int *, TensorListMetadata<2> &, float *, float *, float, __nv_bool, int) [with in_t=float, out_t=float]" at line 38 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_apply.cuhinstantiation of "void multi_tensor_apply_kernel(int64_t, volatile int *, T, U, ArgTypes...) [with T=TensorListMetadata<2>, U=L2NormScaleFunctor<float, float>, ArgTypes=<float *, float *, float, __nv_bool, int>]" at line 109 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_apply.cuhinstantiation of "void multi_tensor_apply<depth,T,ArgTypes...>(int64_t, int64_t, const at::Tensor &, const std::vector<std::vector<at::Tensor, std::allocator<at::Tensor>>, std::allocator<std::vector<at::Tensor, std::allocator<at::Tensor>>>> &, T, ArgTypes...) [with depth=2, T=L2NormScaleFunctor<float, float>, ArgTypes=<float *, float *, float, __nv_bool, int>]" at line 292 of H:\ComfyUI_cp3.11.9\apex\csrc\multi_tensor_l2norm_scale_kernel.cu1 error detected in the compilation of "H:/ComfyUI_cp3.11.9/apex/csrc/multi_tensor_l2norm_scale_kernel.cu".multi_tensor_l2norm_scale_kernel.cu

3、无奈之下，想着试试 torch.__version__  = 2.5.1+cpu时，错误信息提示如下：

H:\ComfyUI_cp3.11.9\apex>..\python_embeded\python -m pip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" .
Using pip 24.3.1 from H:\ComfyUI_cp3.11.9\python_embeded\Lib\site-packages\pip (python 3.11)
Processing h:\comfyui_cp3.11.9\apexRunning command Preparing metadata (pyproject.toml)Warning: Torch did not find available GPUs on this system.If your intention is to cross-compile, this is not an error.By default, Apex will cross-compile for Pascal (compute capabilities 6.0, 6.1, 6.2),Volta (compute capability 7.0), Turing (compute capability 7.5),and, if the CUDA version is >= 11.0, Ampere (compute capability 8.0).If you wish to cross-compile for a single specific architecture,export TORCH_CUDA_ARCH_LIST="compute capability" before running setup.py.torch.__version__  = 2.5.1+cpu

4、文章《NVIDIA APEX安装完全指南及Megatron-LM/Pytorch运行问题解决》 

切换到不同的分支：从 GitHub - NVIDIA/apex: A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch 的标签页中，可以知道发布的版本，不至于在众多的分支中无所适从。

 切换到分支：24.04.01-devel

不带参数，显示目前所选分支，git clone的初始分支为master：

git checkout 24.04.01-devel

依然报错。

5、参考文章《使用 Visual Studio 2022、CUDA 12.1 和 PyTorch 2.2.2 进行 Windows 编译的最新补丁 #1792》

以下只是想完全照抄原文，使用虚拟环境编译，最终因为我是使用的embeddable python，需要搭建太多东西，放弃，以下只是记录尝试过程中的一些知识。

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文章里的路径，与我的环境并不一样，所以使用dir /x 查看短路径，并且只能一级一级查看：

最终，我的路径如下： 

cmd /c 'C:\PROGRA~2\MICROS~3\2022\BUILDT~1\VC\AUXILI~1\Build\VCVARS~1.BAT amd64 & busybox64u sh -ilX'

将环境中文件复制到windows文件夹，文件夹需要双 \\ ：

建立的虚拟环境，以及git clone 的路径，在“C:\Users\你的用户名” 路径下。

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受文章启发，直接在我的环境中再次安装（执行下面命令生成的whl要比文章头的命令较小，不知道是否因为设置了TORCH_CUDA_ARCH_LIST=7.5只针对我的RTX2080ti）：

git clone https://github.com/NVIDIA/apex.gitcd apexcurl -L "https://github.com/NVIDIA/apex/files/14844602/windows_support.patch" | git applyset DISTUTILS_USE_SDK=1set TORCH_CUDA_ARCH_LIST=7.5pip install -v --disable-pip-version-check --no-cache-dir --no-build-isolation --config-settings "--build-option=--cpp_ext" --config-settings "--build-option=--cuda_ext" .

经过十几分钟，安装成功（如欲将编译成功的whl文件保存下来，需要在编译成功，要进行安装时，按下暂停键Pause，从缓存路径将文件复制，否则，装完后，文件会被删除）。 

成功后，再次启动comfyUI，没有了开始提到的信息。

编译成功后，缓存里面有个文件origin.json，有如下内容，不知道与文章中提到的url有关联？：

{"dir_info": {}, "url": "file:///H:/ComfyUI_cp3.11.9/apex"}

http://www.khdw.cn/news/51717.html

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