Package: npfastsortcpp
Sorts int/float 4x faster than numpy by using parallel_sort from C++the bigger the array, the bigger the differencepip install npfastsortcppIt is basically a self-compiling Windows version ofhttps://stackoverflow.com/a/28663374/15096247Make sure you use the right MSVC C++ x64/x86 build tools (Link at the end of the description)# import the module:fromnpfastsortcppimportparallelsort# optional (if you want to check if the fast# version is used)# If the fast version can not be imported,# you will see a warning when you call parallelsortfromnpfastsortcppimportnpfastsortconfignpfastsortconfig.enablewarning=TrueThe first time you import the module, you will see this:

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Compiling ... 

If you get an error, download:

 https://visualstudio.microsoft.com/thank-you-downloading-visual-studio/?sku=Community&channel=Release&version=VS2022&source=VSLandingPage&passive=false&cid=2030

and install: MSVC ..... C++ x64/x86 build tools

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Compiling C:/Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp/npparallelsortcpp.pyx because it changed.

[1/1] Cythonizing C:/Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp/npparallelsortcpp.pyx

running build_ext

building 'npparallelsortcpp' extension

"C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Tools\MSVC\14.34.31933\bin\HostX86\x64\cl.exe" /c /nologo /O2 /W3 /GL /DNDEBUG /MD -IC:\Users\Gamer\anaconda3\envs\stopjogo\include -IC:\Users\Gamer\anaconda3\envs\stopjogo\Include "-IC:\Program Files\Microsoft Visual Studio\2022\Community\VC\Tools\MSVC\14.34.31933\include" "-IC:\Program Files\Microsoft Visual Studio\2022\Community\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" "-IC:\Program Files (x86)\Windows Kits\NETFXSDK\4.8\include\um" /EHsc /TpC:/Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp/npparallelsortcpp.cpp /Fobuild\temp.win-amd64-cpython-39\Release\Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp/npparallelsortcpp.obj

npparallelsortcpp.cpp

C:/Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp/npparallelsortcpp.cpp(2746): warning C4244: '=': conversion from 'long' to 'char', possible loss of data

"C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Tools\MSVC\14.34.31933\bin\HostX86\x64\link.exe" /nologo /INCREMENTAL:NO /LTCG /DLL /MANIFEST:EMBED,ID=2 /MANIFESTUAC:NO /LIBPATH:C:\Users\Gamer\anaconda3\envs\stopjogo\libs /LIBPATH:C:\Users\Gamer\anaconda3\envs\stopjogo /LIBPATH:C:\Users\Gamer\anaconda3\envs\stopjogo\PCbuild\amd64 "/LIBPATH:C:\Program Files\Microsoft Visual Studio\2022\Community\VC\Tools\MSVC\14.34.31933\lib\x64" "/LIBPATH:C:\Program Files (x86)\Windows Kits\NETFXSDK\4.8\lib\um\x64" "/LIBPATH:C:\Program Files (x86)\Windows Kits\10\lib\10.0.22621.0\ucrt\x64" "/LIBPATH:C:\Program Files (x86)\Windows Kits\10\\lib\10.0.22621.0\\um\x64" /EXPORT:PyInit_npparallelsortcpp build\temp.win-amd64-cpython-39\Release\Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp/npparallelsortcpp.obj /OUT:C:\Users\Gamer\anaconda3\envs\stopjogo\lib\site-packages\npfastsortcpp\npparallelsortcpp.cp39-win_amd64.pyd /IMPLIB:build\temp.win-amd64-cpython-39\Release\Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp\npparallelsortcpp.cp39-win_amd64.lib

   Creating library build\temp.win-amd64-cpython-39\Release\Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp\npparallelsortcpp.cp39-win_amd64.lib and object build\temp.win-amd64-cpython-39\Release\Users/Gamer/anaconda3/envs/stopjogo/lib/site-packages/npfastsortcpp\npparallelsortcpp.cp39-win_amd64.exp

Generating code

Finished generating codeIf you get an error, download:https://visualstudio.microsoft.com/thank-you-downloading-visual-studio/?sku=Community&channel=Release&version=VS2022&source=VSLandingPage&passive=false&cid=2030and install:MSVC ..... C++ x64/x86 build toolsLet's compare numpy and npfastsortcppfromnpfastsortcppimportparallelsortfromtimeimportperf_counterimportnumpyasnparr=np.random.randint(1,15000000+1,size=15000000)#arr=np.random.randn(5000000)arr2=arr.copy()start=perf_counter()parallelsort(arr)# Sorting is in place! The function returns None!print(f'npfastsortcpp:{perf_counter()-start}')start=perf_counter()np.sort(arr2)print(f'numpy:{perf_counter()-start}')npfastsortcpp:0.27110049999998864numpy:0.9681288999999964arr=np.random.randn(5000000)arr2=arr.copy()start=perf_counter()parallelsort(arr)# Sorting is in place! The function returns None!print(f'npfastsortcpp:{perf_counter()-start}')start=perf_counter()np.sort(arr2)print(f'numpy:{perf_counter()-start}')npfastsortcpp:0.11203969999999686numpy:0.35269389999999134