This is an online course where you can learn and master the skill of low-level performance analysis and tuning.

Overview

Performance Ninja Class

This is an online course where you can learn to find and fix low-level performance issues, for example CPU cache misses and branch mispredictions. It's all about practice. So we offer you this course in a form of lab assignments and youtube videos. You will spend at least 90% of the time analyzing performance of the code and trying to improve it.

Each lab assignment focuses on a specific performance problem and can take anywhere from 30 mins up to 4 hours depending on your background and the complexity of the lab assignment itself. Once you're done improving the code, you can submit your solution to Github for automated benchmarking and verification.

Before you start working on lab assignments, make sure you read Get Started page and watch the warmup video. Join our discord channel to collaborate with others.

Lab assignments

Support the project

Performance Ninja is in a very much work-in-progress state. We will be adding new lab assignments and videos! The course is free by default, but we ask you to support us on Github Sponsors, Patreon or PayPal. Your sponsorship will speed up adding new lab assignments.

Contributing

We warmly welcome contributions! Here is how you can help the project:

  • Propose/Implement new lab assignment.
  • Donate your idle machine to run CI jobs. We are looking to increase diversity of the platforms on which we test your submissions.

Please write to [email protected] with suggestions.

Copyright © 2021 by Denis Bakhvalov under Creative Commons license (CC BY 4.0).

Comments
  • MSVC 2019 fails to build warmup lab

    MSVC 2019 fails to build warmup lab

    Hello and thank you for the outstanding course!

    I built a benchmark with the use of make_benchmark_library_vs2019.cmd script first. But then, when I tried to build a warmup library, it failed. Am I missing anything? The full log is below:

    PS C:\Work\perf-ninja\labs\misc\warmup> cmake -E make_directory build
    PS C:\Work\perf-ninja\labs\misc\warmup> cd build
    PS C:\Work\perf-ninja\labs\misc\warmup\build> cmake -DCMAKE_BUILD_TYPE=Release ..
    -- Building for: Visual Studio 16 2019
    -- Selecting Windows SDK version 10.0.19041.0 to target Windows 10.0.22000.
    -- The C compiler identification is MSVC 19.29.30141.0
    -- The CXX compiler identification is MSVC 19.29.30141.0
    -- Detecting C compiler ABI info
    -- Detecting C compiler ABI info - done
    -- Check for working C compiler: C:/Program Files (x86)/Microsoft Visual Studio/2019/BuildTools/VC/Tools/MSVC/14.29.30133/bin/Hostx64/x64/cl.exe - skipped
    -- Detecting C compile features
    -- Detecting C compile features - done
    -- Detecting CXX compiler ABI info
    -- Detecting CXX compiler ABI info - done
    -- Check for working CXX compiler: C:/Program Files (x86)/Microsoft Visual Studio/2019/BuildTools/VC/Tools/MSVC/14.29.30133/bin/Hostx64/x64/cl.exe - skipped
    -- Detecting CXX compile features
    -- Detecting CXX compile features - done
    -- Performing Test SUPPORT_MSVC_AVX512
    -- Performing Test SUPPORT_MSVC_AVX512 - Failed
    -- Performing Test SUPPORT_MSVC_AVX2
    -- Performing Test SUPPORT_MSVC_AVX2 - Success
    -- Performing Test SUPPORT_MSVC_AVX
    -- Performing Test SUPPORT_MSVC_AVX - Success
    -- Configuring done
    -- Generating done
    -- Build files have been written to: C:/Work/perf-ninja/labs/misc/warmup/build
    PS C:\Work\perf-ninja\labs\misc\warmup\build> cmake --build . --config Release --parallel 8
    Microsoft (R) Build Engine version 16.11.2+f32259642 for .NET Framework
    Copyright (C) Microsoft Corporation. All rights reserved.
    
      Checking Build System
      Building Custom Rule C:/Work/perf-ninja/labs/misc/warmup/CMakeLists.txt
      Building Custom Rule C:/Work/perf-ninja/labs/misc/warmup/CMakeLists.txt
      bench.cpp
      validate.cpp
    C:\Work\perf-ninja\tools\benchmark\include\benchmark/benchmark.h(190,10): fatal error C1083: Cannot open include file: 'benchmark/export.h': No such file or d
    irectory [C:\Work\perf-ninja\labs\misc\warmup\build\lab.vcxproj]
      solution.cpp
      Generating Code...
      solution.cpp
      Generating Code...
      validate.vcxproj -> C:\Work\perf-ninja\labs\misc\warmup\build\Release\validate.exe
    
    opened by operasfantom 8
  • Provide a script to locally benchmark against the baseline

    Provide a script to locally benchmark against the baseline

    Request I recieved: "It would be nice if there was a script or something to run the baseline program and the improved program to tell me how well I'm faring, instead of having to take note what was the latest score, what was the baseline score etc. It would reduce the ping-ponging with CI."

    opened by dendibakh 8
  • The solution of `data packing` in the summary video fail to pass the CI.

    The solution of `data packing` in the summary video fail to pass the CI.

    Hello Denis,

    Following solution in the summary video failed to pass the CI for the data packing lab.

    struct S {
      float d;
      long long l:16;
      int i:8;
      short s:7;
      bool b:1;
    
      bool operator<(const S &s) const { return this->i < s.i; }
    };
    

    In particular, short s:7; failed to pass the validation.

    Scanning dependencies of target validateLab
    Validation Failed. Value s is -28. Expected is 100 for intialization values 0 and 100
    Validation Failed. Value s is -29. Expected is 99 for intialization values 1 and 99
    Validation Failed. Value s is -28. Expected is 100 for intialization values 100 and 100
    make[3]: *** [CMakeFiles/validateLab.dir/build.make:57: CMakeFiles/validateLab] Error 2
    make[2]: *** [CMakeFiles/Makefile2:134: CMakeFiles/validateLab.dir/all] Error 2
    make[1]: *** [CMakeFiles/Makefile2:141: CMakeFiles/validateLab.dir/rule] Error 2
    make: *** [Makefile:144: validateLab] Error 2
    Will benchmark the lab: memory_bound:data_packing
    Build and Validate the solution
    Prepare build directory - OK
    CMake - OK
    Build - OK
    Validation - Failed
    

    If we just set short s;, then the new version would be slower:

    Benchmark                   Time             CPU      Time Old      Time New       CPU Old       CPU New
    --------------------------------------------------------------------------------------------------------
    bench1                   +0.0307         -0.0028           419           432           420           419
    New version is slower. Submission for the lab memory_bound:data_packing failed.
    
    opened by fuyw 6
  • Having trouble with warmup

    Having trouble with warmup

    Hello, I'm looking forward following the course, but I ran into an issue at the start:

    When I do cmake --build . --config Release --parallel 8 for the warmup, I get the error: undefined reference to 'main'

    With --verbose=1:

    ~/workspace/perf-ninja/labs/misc/warmup/build$ cmake --build . --config Release --parallel 8 -v
    /snap/cmake/1005/bin/cmake -S/home/jhovan/workspace/perf-ninja/labs/misc/warmup -B/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build --check-build-system CMakeFiles/Makefile.cmake 0
    /snap/cmake/1005/bin/cmake -E cmake_progress_start /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build/CMakeFiles /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build//CMakeFiles/progress.marks
    /usr/bin/make  -f CMakeFiles/Makefile2 all
    make[1]: Entering directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    /usr/bin/make  -f CMakeFiles/lab.dir/build.make CMakeFiles/lab.dir/depend
    /usr/bin/make  -f CMakeFiles/validate.dir/build.make CMakeFiles/validate.dir/depend
    make[2]: Entering directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    cd /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build && /snap/cmake/1005/bin/cmake -E cmake_depends "Unix Makefiles" /home/jhovan/workspace/perf-ninja/labs/misc/warmup /home/jhovan/workspace/perf-ninja/labs/misc/warmup /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build/CMakeFiles/lab.dir/DependInfo.cmake --color=
    make[2]: Entering directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    cd /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build && /snap/cmake/1005/bin/cmake -E cmake_depends "Unix Makefiles" /home/jhovan/workspace/perf-ninja/labs/misc/warmup /home/jhovan/workspace/perf-ninja/labs/misc/warmup /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build /home/jhovan/workspace/perf-ninja/labs/misc/warmup/build/CMakeFiles/validate.dir/DependInfo.cmake --color=
    make[2]: Leaving directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    make[2]: Leaving directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    /usr/bin/make  -f CMakeFiles/lab.dir/build.make CMakeFiles/lab.dir/build
    /usr/bin/make  -f CMakeFiles/validate.dir/build.make CMakeFiles/validate.dir/build
    make[2]: Entering directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    make[2]: Nothing to be done for 'CMakeFiles/validate.dir/build'.
    make[2]: Leaving directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    make[2]: Entering directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    [ 50%] Linking CXX executable lab
    [ 66%] Built target validate
    /snap/cmake/1005/bin/cmake -E cmake_link_script CMakeFiles/lab.dir/link.txt --verbose=1
    /usr/bin/clang++-12 -O3 -ffast-math -march=native   -rdynamic CMakeFiles/lab.dir/bench.cpp.o CMakeFiles/lab.dir/solution.cpp.o -o lab  /usr/local/lib/libbenchmark.a -lpthread -lm 
    /usr/bin/ld: /usr/bin/../lib/gcc/x86_64-linux-gnu/9/../../../x86_64-linux-gnu/crt1.o: in function `_start':
    (.text+0x24): undefined reference to `main'
    clang: error: linker command failed with exit code 1 (use -v to see invocation)
    make[2]: *** [CMakeFiles/lab.dir/build.make:114: lab] Error 1
    make[2]: Leaving directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    make[1]: *** [CMakeFiles/Makefile2:87: CMakeFiles/lab.dir/all] Error 2
    make[1]: Leaving directory '/home/jhovan/workspace/perf-ninja/labs/misc/warmup/build'
    make: *** [Makefile:91: all] Error 2
    

    Any help would be greatly appreciated!

    opened by nidpez 5
  • Permission denied

    Permission denied

    Hi! I tried to push my private branch, but I get the following error :

    ERROR: Permission to dendibakh/perf-ninja.git denied to goandrei.
    fatal: Could not read from remote repository.
    
    Please make sure you have the correct access rights
    and the repository exists.
    

    Is the course still free to use?

    opened by goandrei 3
  • [Bug] Local experiments do not run

    [Bug] Local experiments do not run

    Hi, thanks again for this wonderful repository.

    Running the local experiments (as described in GetStarted.md) fails with the following output.

    λ python3 tools/check_speedup.py -lab_path labs/misc/warmup -bench_lib_path tools/benchmark -num_runs 1 -v
    Running: cmake -E make_directory baselineBuild0
    Running: cmake -G Ninja -DCMAKE_CXX_COMPILER=clang++ -DCMAKE_C_COMPILER=clang -DCMAKE_BUILD_TYPE=Release  "labs/misc/warmup"
    CMake Error: The source directory "/Users/tp5/code/perf-ninja/baselineBuild0/labs/misc/warmup" does not exist.
    Specify --help for usage, or press the help button on the CMake GUI.
    baseline: iteration 0 - Failed
    Running: cmake -E make_directory solutionBuild0
    Running: cmake -G Ninja -DCMAKE_CXX_COMPILER=clang++ -DCMAKE_C_COMPILER=clang -DCMAKE_BUILD_TYPE=Release -DCMAKE_CXX_FLAGS=-DSOLUTION "labs/misc/warmup"
    CMake Error: The source directory "/Users/tp5/code/perf-ninja/solutionBuild0/labs/misc/warmup" does not exist.
    Specify --help for usage, or press the help button on the CMake GUI.
    solution: iteration 0 - Failed
    Running: python "tools/benchmark/tools/compare.py" benchmarks "/Users/tp5/code/perf-ninja/baselineBuild0/result.json" "/Users/tp5/code/perf-ninja/solutionBuild0/result.json"
    usage: compare.py benchmarks [-h] test_baseline test_contender ...
    compare.py benchmarks: error: argument test_baseline: can't open '/Users/tp5/code/perf-ninja/baselineBuild0/result.json': [Errno 2] No such file or directory: '/Users/tp5/code/perf-ninja/baselineBuild0/result.json'
    

    The link to the source directory seems incorrect. I could fix the error locally on my machine by modifying the following

    https://github.com/dendibakh/perf-ninja/blob/d2d6b12f734a897f95fb3e6a568cd2b6f5088263/tools/check_speedup.py#L62

    to

        callWrapper("cmake -DCMAKE_CXX_COMPILER=clang++ -DCMAKE_C_COMPILER=clang -DCMAKE_BUILD_TYPE=Release " + cmakeFlags + " \"../" + labRootPath + "\"")
    

    (I added a ../) before the labRootPath. Can you take a look if this bug is reproducible or if it's something that's incorrectly configured on my machine? Thanks.

    opened by tp5uiuc 3
  • Address differences in measurements between different platforms

    Address differences in measurements between different platforms

    Sometimes we have to deal with different speedups on different platforms, e.g. Linux vs. Windows. This may cause CI failures on one platform but success on another, which is annoying.

    Example: measurements for two CI jobs for the same commit differ by 2x: Linux: https://github.com/dendibakh/perf-ninja/actions/runs/1382087200 Windows: https://github.com/dendibakh/perf-ninja/actions/runs/1382087204

    Possible solutions:

    • Define two sets of thresholds for Windows and Linux
    • For big differences (like 2x) investigate the reason. Maybe something is not configured properly on one of the platforms.
    opened by dendibakh 3
  • Support pre-AVX2 machines

    Support pre-AVX2 machines

    This fixes issue #2. For GCC/Clang compilers it is safe to leave -march=native since they will automatically determine the target arch. But for MSVC I'm not sure since the default for x86 in MSVC is SSE2. For now, let's not touch it.

    opened by dendibakh 3
  • Warmup doesn't work on Mac M1 (macOS Monterey)

    Warmup doesn't work on Mac M1 (macOS Monterey)

    Trying to complete cmake -DCMAKE_BUILD_TYPE=Release .. command, result:

    CMake Error at /opt/homebrew/Cellar/cmake/3.22.3/share/cmake/Modules/FindPackageHandleStandardArgs.cmake:230 (message):
      Could NOT find Threads (missing: Threads_FOUND)
    Call Stack (most recent call first):
      /opt/homebrew/Cellar/cmake/3.22.3/share/cmake/Modules/FindPackageHandleStandardArgs.cmake:594 (_FPHSA_FAILURE_MESSAGE)
      /opt/homebrew/Cellar/cmake/3.22.3/share/cmake/Modules/FindThreads.cmake:238 (FIND_PACKAGE_HANDLE_STANDARD_ARGS)
      /opt/homebrew/Cellar/cmake/3.22.3/share/cmake/Modules/CMakeFindDependencyMacro.cmake:47 (find_package)
      /usr/local/lib/cmake/benchmark/benchmarkConfig.cmake:12 (find_dependency)
      /Users/user/Projects/perf-ninja/tools/labs.cmake:54 (find_package)
      CMakeLists.txt:6 (include)
    

    Possible Solution: Add

    +IF(APPLE)
        set(CMAKE_THREAD_LIBS_INIT "-lpthread")
        set(CMAKE_HAVE_THREADS_LIBRARY 1)
        set(CMAKE_USE_WIN32_THREADS_INIT 0)
        set(CMAKE_USE_PTHREADS_INIT 1)
        set(THREADS_PREFER_PTHREAD_FLAG ON)
    ENDIF()
    

    in warmup/CMakeLists.txt just after cmake_minimum_required .. After that I had a problem:

    $ cmake --build . --config Release --parallel 8
    [ 66%] Building CXX object CMakeFiles/lab.dir/bench.cpp.o
    [ 66%] Building CXX object CMakeFiles/validate.dir/validate.cpp.o
    [ 66%] Building CXX object CMakeFiles/validate.dir/solution.cpp.o
    [ 66%] Building CXX object CMakeFiles/lab.dir/solution.cpp.o
    clang: error: the clang compiler does not support '-march=native'
    clang: error: the clang compiler does not support '-march=native'
    clang: error: the clang compiler does not support '-march=native'
    clang: error: the clang compiler does not support '-march=native'
    

    Possible solution: Change in tools/labs.cmake

    -  set(CMAKE_C_FLAGS "-O3 -ffast-math -march=native ${CMAKE_C_FLAGS}")
    +  set(CMAKE_C_FLAGS "-O3 -ffast-math  ${CMAKE_C_FLAGS}")
    

    Note: do not commit this changes.

    opened by mkornaukhov03 2
  • Include a Requirements.md file

    Include a Requirements.md file

    It would be nice for visitors to this repo to know what they're expected to already be familiar with, as well as necessary "zeroth" steps to take to meet those requirements.

    opened by agmt5989 2
  • CMake commands fails to run on Mac M1 Ventura

    CMake commands fails to run on Mac M1 Ventura

    Hi,

    I followed the guides attached in README.md and completed the setup. But to test if the setup is working correctly I am trying to run the given command in the warmup lab folder but it fails at the third command cmake -DCMAKE_BUILD_TYPE=Release ... Following is the attached error and log files.

    Machine: Mac M1 Ventura

    -- The C compiler identification is Clang 15.0.3
    -- The CXX compiler identification is Clang 15.0.3
    -- Detecting C compiler ABI info
    -- Detecting C compiler ABI info - failed
    -- Check for working C compiler: /opt/homebrew/opt/llvm/bin/clang
    -- Check for working C compiler: /opt/homebrew/opt/llvm/bin/clang - broken
    CMake Error at /opt/homebrew/Cellar/cmake/3.22.2/share/cmake/Modules/CMakeTestCCompiler.cmake:69 (message):
      The C compiler
    
        "/opt/homebrew/opt/llvm/bin/clang"
    
      is not able to compile a simple test program.
    
      It fails with the following output:
    
        Change Dir: /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp
        
        Run Build Command(s):/opt/homebrew/bin/gmake -f Makefile cmTC_7ee35/fast && /opt/homebrew/bin/gmake  -f CMakeFiles/cmTC_7ee35.dir/build.make CMakeFiles/cmTC_7ee35.dir/build
        gmake[1]: Entering directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
        Building C object CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o
        /opt/homebrew/opt/llvm/bin/clang   -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -MD -MT CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o -MF CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o.d -o CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o -c /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp/testCCompiler.c
        Linking C executable cmTC_7ee35
        /opt/homebrew/Cellar/cmake/3.22.2/bin/cmake -E cmake_link_script CMakeFiles/cmTC_7ee35.dir/link.txt --verbose=1
        /opt/homebrew/opt/llvm/bin/clang  -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -Wl,-search_paths_first -Wl,-headerpad_max_install_names CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o -o cmTC_7ee35 
        ld: library not found for -lSystem
        clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
        gmake[1]: *** [CMakeFiles/cmTC_7ee35.dir/build.make:100: cmTC_7ee35] Error 1
        gmake[1]: Leaving directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
        gmake: *** [Makefile:127: cmTC_7ee35/fast] Error 2
        
        
    
      
    
      CMake will not be able to correctly generate this project.
    Call Stack (most recent call first):
      CMakeLists.txt:3 (project)
    
    
    -- Configuring incomplete, errors occurred!
    See also "/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeOutput.log".
    See also "/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeError.log".
    
    Compiling the C compiler identification source file "CMakeCCompilerId.c" failed.
    Compiler: /opt/homebrew/opt/llvm/bin/clang 
    Build flags: 
    Id flags:  
    
    The output was:
    1
    ld: library not found for -lSystem
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    
    
    Compiling the CXX compiler identification source file "CMakeCXXCompilerId.cpp" failed.
    Compiler: /opt/homebrew/opt/llvm/bin/clang++ 
    Build flags: 
    Id flags:  
    
    The output was:
    1
    ld: library not found for -lc++
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    
    
    Detecting C compiler ABI info failed to compile with the following output:
    Change Dir: /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp
    
    Run Build Command(s):/opt/homebrew/bin/gmake -f Makefile cmTC_86d51/fast && /opt/homebrew/bin/gmake  -f CMakeFiles/cmTC_86d51.dir/build.make CMakeFiles/cmTC_86d51.dir/build
    gmake[1]: Entering directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    Building C object CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o
    /opt/homebrew/opt/llvm/bin/clang   -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk   -v -Wl,-v -MD -MT CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o -MF CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o.d -o CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o -c /opt/homebrew/Cellar/cmake/3.22.2/share/cmake/Modules/CMakeCCompilerABI.c
    Homebrew clang version 15.0.3
    Target: arm64-apple-darwin22.1.0
    Thread model: posix
    InstalledDir: /opt/homebrew/opt/llvm/bin
    clang-15: warning: -Wl,-v: 'linker' input unused [-Wunused-command-line-argument]
     (in-process)
     "/opt/homebrew/Cellar/llvm/15.0.3/bin/clang-15" -cc1 -triple arm64-apple-macosx12.3.0 -Wundef-prefix=TARGET_OS_ -Werror=undef-prefix -Wdeprecated-objc-isa-usage -Werror=deprecated-objc-isa-usage -emit-obj -mrelax-all --mrelax-relocations -disable-free -clear-ast-before-backend -disable-llvm-verifier -discard-value-names -main-file-name CMakeCCompilerABI.c -mrelocation-model pic -pic-level 2 -mframe-pointer=non-leaf -ffp-contract=on -fno-rounding-math -funwind-tables=2 -target-sdk-version=12.3 -fcompatibility-qualified-id-block-type-checking -fvisibility-inlines-hidden-static-local-var -target-cpu apple-m1 -target-feature +v8.5a -target-feature +crc -target-feature +lse -target-feature +rdm -target-feature +crypto -target-feature +dotprod -target-feature +fp-armv8 -target-feature +neon -target-feature +fp16fml -target-feature +ras -target-feature +rcpc -target-feature +zcm -target-feature +zcz -target-feature +fullfp16 -target-feature +sm4 -target-feature +sha3 -target-feature +sha2 -target-feature +aes -target-abi darwinpcs -fallow-half-arguments-and-returns -mllvm -treat-scalable-fixed-error-as-warning -debugger-tuning=lldb -target-linker-version 820.1 -v -fcoverage-compilation-dir=/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp -resource-dir /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3 -dependency-file CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o.d -MT CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o -sys-header-deps -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -internal-isystem /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/local/include -internal-isystem /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3/include -internal-externc-isystem /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/include -fdebug-compilation-dir=/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp -ferror-limit 19 -stack-protector 1 -fblocks -fencode-extended-block-signature -fregister-global-dtors-with-atexit -fgnuc-version=4.2.1 -fmax-type-align=16 -D__GCC_HAVE_DWARF2_CFI_ASM=1 -o CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o -x c /opt/homebrew/Cellar/cmake/3.22.2/share/cmake/Modules/CMakeCCompilerABI.c
    clang -cc1 version 15.0.3 based upon LLVM 15.0.3 default target arm64-apple-darwin22.1.0
    ignoring nonexistent directory "/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/local/include"
    ignoring nonexistent directory "/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/Library/Frameworks"
    #include "..." search starts here:
    #include <...> search starts here:
     /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3/include
     /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/include
     /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/System/Library/Frameworks (framework directory)
    End of search list.
    Linking C executable cmTC_86d51
    /opt/homebrew/Cellar/cmake/3.22.2/bin/cmake -E cmake_link_script CMakeFiles/cmTC_86d51.dir/link.txt --verbose=1
    /opt/homebrew/opt/llvm/bin/clang  -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -Wl,-search_paths_first -Wl,-headerpad_max_install_names  -v -Wl,-v CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o -o cmTC_86d51 
    Homebrew clang version 15.0.3
    Target: arm64-apple-darwin22.1.0
    Thread model: posix
    InstalledDir: /opt/homebrew/opt/llvm/bin
     "/usr/bin/ld" -demangle -lto_library /opt/homebrew/Cellar/llvm/15.0.3/lib/libLTO.dylib -dynamic -arch arm64 -platform_version macos 12.3.0 12.3 -syslibroot /Library/Developer/CommandLineTools/SDKs/MacOSX13.sdk -o cmTC_86d51 -search_paths_first -headerpad_max_install_names -v CMakeFiles/cmTC_86d51.dir/CMakeCCompilerABI.c.o -lSystem /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3/lib/darwin/libclang_rt.osx.a
    @(#)PROGRAM:ld  PROJECT:ld64-819.6
    BUILD 21:47:32 Sep 13 2022
    configured to support archs: armv6 armv7 armv7s arm64 arm64e arm64_32 i386 x86_64 x86_64h armv6m armv7k armv7m armv7em
    Library search paths:
    Framework search paths:
    ld: library not found for -lSystem
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    gmake[1]: *** [CMakeFiles/cmTC_86d51.dir/build.make:100: cmTC_86d51] Error 1
    gmake[1]: Leaving directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    gmake: *** [Makefile:127: cmTC_86d51/fast] Error 2
    
    
    
    
    Determining if the C compiler works failed with the following output:
    Change Dir: /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp
    
    Run Build Command(s):/opt/homebrew/bin/gmake -f Makefile cmTC_9dee8/fast && /opt/homebrew/bin/gmake  -f CMakeFiles/cmTC_9dee8.dir/build.make CMakeFiles/cmTC_9dee8.dir/build
    gmake[1]: Entering directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    Building C object CMakeFiles/cmTC_9dee8.dir/testCCompiler.c.o
    /opt/homebrew/opt/llvm/bin/clang   -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -MD -MT CMakeFiles/cmTC_9dee8.dir/testCCompiler.c.o -MF CMakeFiles/cmTC_9dee8.dir/testCCompiler.c.o.d -o CMakeFiles/cmTC_9dee8.dir/testCCompiler.c.o -c /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp/testCCompiler.c
    Linking C executable cmTC_9dee8
    /opt/homebrew/Cellar/cmake/3.22.2/bin/cmake -E cmake_link_script CMakeFiles/cmTC_9dee8.dir/link.txt --verbose=1
    /opt/homebrew/opt/llvm/bin/clang  -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -Wl,-search_paths_first -Wl,-headerpad_max_install_names CMakeFiles/cmTC_9dee8.dir/testCCompiler.c.o -o cmTC_9dee8 
    ld: library not found for -lSystem
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    gmake[1]: *** [CMakeFiles/cmTC_9dee8.dir/build.make:100: cmTC_9dee8] Error 1
    gmake[1]: Leaving directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    gmake: *** [Makefile:127: cmTC_9dee8/fast] Error 2
    
    
    
    Compiling the C compiler identification source file "CMakeCCompilerId.c" failed.
    Compiler: /opt/homebrew/opt/llvm/bin/clang 
    Build flags: 
    Id flags:  
    
    The output was:
    1
    ld: library not found for -lSystem
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    
    
    Compiling the CXX compiler identification source file "CMakeCXXCompilerId.cpp" failed.
    Compiler: /opt/homebrew/opt/llvm/bin/clang++ 
    Build flags: 
    Id flags:  
    
    The output was:
    1
    ld: library not found for -lc++
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    
    
    Detecting C compiler ABI info failed to compile with the following output:
    Change Dir: /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp
    
    Run Build Command(s):/opt/homebrew/bin/gmake -f Makefile cmTC_a057a/fast && /opt/homebrew/bin/gmake  -f CMakeFiles/cmTC_a057a.dir/build.make CMakeFiles/cmTC_a057a.dir/build
    gmake[1]: Entering directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    Building C object CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o
    /opt/homebrew/opt/llvm/bin/clang   -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk   -v -Wl,-v -MD -MT CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o -MF CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o.d -o CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o -c /opt/homebrew/Cellar/cmake/3.22.2/share/cmake/Modules/CMakeCCompilerABI.c
    Homebrew clang version 15.0.3
    Target: arm64-apple-darwin22.1.0
    Thread model: posix
    InstalledDir: /opt/homebrew/opt/llvm/bin
    clang-15: warning: -Wl,-v: 'linker' input unused [-Wunused-command-line-argument]
     (in-process)
     "/opt/homebrew/Cellar/llvm/15.0.3/bin/clang-15" -cc1 -triple arm64-apple-macosx12.3.0 -Wundef-prefix=TARGET_OS_ -Werror=undef-prefix -Wdeprecated-objc-isa-usage -Werror=deprecated-objc-isa-usage -emit-obj -mrelax-all --mrelax-relocations -disable-free -clear-ast-before-backend -disable-llvm-verifier -discard-value-names -main-file-name CMakeCCompilerABI.c -mrelocation-model pic -pic-level 2 -mframe-pointer=non-leaf -ffp-contract=on -fno-rounding-math -funwind-tables=2 -target-sdk-version=12.3 -fcompatibility-qualified-id-block-type-checking -fvisibility-inlines-hidden-static-local-var -target-cpu apple-m1 -target-feature +v8.5a -target-feature +crc -target-feature +lse -target-feature +rdm -target-feature +crypto -target-feature +dotprod -target-feature +fp-armv8 -target-feature +neon -target-feature +fp16fml -target-feature +ras -target-feature +rcpc -target-feature +zcm -target-feature +zcz -target-feature +fullfp16 -target-feature +sm4 -target-feature +sha3 -target-feature +sha2 -target-feature +aes -target-abi darwinpcs -fallow-half-arguments-and-returns -mllvm -treat-scalable-fixed-error-as-warning -debugger-tuning=lldb -target-linker-version 820.1 -v -fcoverage-compilation-dir=/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp -resource-dir /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3 -dependency-file CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o.d -MT CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o -sys-header-deps -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -internal-isystem /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/local/include -internal-isystem /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3/include -internal-externc-isystem /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/include -fdebug-compilation-dir=/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp -ferror-limit 19 -stack-protector 1 -fblocks -fencode-extended-block-signature -fregister-global-dtors-with-atexit -fgnuc-version=4.2.1 -fmax-type-align=16 -D__GCC_HAVE_DWARF2_CFI_ASM=1 -o CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o -x c /opt/homebrew/Cellar/cmake/3.22.2/share/cmake/Modules/CMakeCCompilerABI.c
    clang -cc1 version 15.0.3 based upon LLVM 15.0.3 default target arm64-apple-darwin22.1.0
    ignoring nonexistent directory "/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/local/include"
    ignoring nonexistent directory "/Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/Library/Frameworks"
    #include "..." search starts here:
    #include <...> search starts here:
     /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3/include
     /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/usr/include
     /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk/System/Library/Frameworks (framework directory)
    End of search list.
    Linking C executable cmTC_a057a
    /opt/homebrew/Cellar/cmake/3.22.2/bin/cmake -E cmake_link_script CMakeFiles/cmTC_a057a.dir/link.txt --verbose=1
    /opt/homebrew/opt/llvm/bin/clang  -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -Wl,-search_paths_first -Wl,-headerpad_max_install_names  -v -Wl,-v CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o -o cmTC_a057a 
    Homebrew clang version 15.0.3
    Target: arm64-apple-darwin22.1.0
    Thread model: posix
    InstalledDir: /opt/homebrew/opt/llvm/bin
     "/usr/bin/ld" -demangle -lto_library /opt/homebrew/Cellar/llvm/15.0.3/lib/libLTO.dylib -dynamic -arch arm64 -platform_version macos 12.3.0 12.3 -syslibroot /Library/Developer/CommandLineTools/SDKs/MacOSX13.sdk -o cmTC_a057a -search_paths_first -headerpad_max_install_names -v CMakeFiles/cmTC_a057a.dir/CMakeCCompilerABI.c.o -lSystem /opt/homebrew/Cellar/llvm/15.0.3/lib/clang/15.0.3/lib/darwin/libclang_rt.osx.a
    @(#)PROGRAM:ld  PROJECT:ld64-819.6
    BUILD 21:47:32 Sep 13 2022
    configured to support archs: armv6 armv7 armv7s arm64 arm64e arm64_32 i386 x86_64 x86_64h armv6m armv7k armv7m armv7em
    Library search paths:
    Framework search paths:
    ld: library not found for -lSystem
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    gmake[1]: *** [CMakeFiles/cmTC_a057a.dir/build.make:100: cmTC_a057a] Error 1
    gmake[1]: Leaving directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    gmake: *** [Makefile:127: cmTC_a057a/fast] Error 2
    
    
    
    
    Determining if the C compiler works failed with the following output:
    Change Dir: /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp
    
    Run Build Command(s):/opt/homebrew/bin/gmake -f Makefile cmTC_7ee35/fast && /opt/homebrew/bin/gmake  -f CMakeFiles/cmTC_7ee35.dir/build.make CMakeFiles/cmTC_7ee35.dir/build
    gmake[1]: Entering directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    Building C object CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o
    /opt/homebrew/opt/llvm/bin/clang   -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -MD -MT CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o -MF CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o.d -o CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o -c /Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp/testCCompiler.c
    Linking C executable cmTC_7ee35
    /opt/homebrew/Cellar/cmake/3.22.2/bin/cmake -E cmake_link_script CMakeFiles/cmTC_7ee35.dir/link.txt --verbose=1
    /opt/homebrew/opt/llvm/bin/clang  -arch arm64 -isysroot /Applications/Xcode.app/Contents/Developer/Platforms/MacOSX.platform/Developer/SDKs/MacOSX12.3.sdk -Wl,-search_paths_first -Wl,-headerpad_max_install_names CMakeFiles/cmTC_7ee35.dir/testCCompiler.c.o -o cmTC_7ee35 
    ld: library not found for -lSystem
    clang-15: error: linker command failed with exit code 1 (use -v to see invocation)
    gmake[1]: *** [CMakeFiles/cmTC_7ee35.dir/build.make:100: cmTC_7ee35] Error 1
    gmake[1]: Leaving directory '/Users/tuba/Playgrounds/Perfomance_Sandbox/perf-ninja/labs/misc/warmup/build/CMakeFiles/CMakeTmp'
    gmake: *** [Makefile:127: cmTC_7ee35/fast] Error 2
    
    
    
    

    Could you please guide me here on how to resolve? I have tried Google search results for hours but didn't help.

    opened by siddmo 1
  • [Lab proposal] offload computations to a GPU

    [Lab proposal] offload computations to a GPU

    The lab shouldn't necessarily be very complicated. The goal is to show students how to offload computations to a GPU. SYCL + Intel's DPCPP compiler should be good candidates.

    opened by dendibakh 0
  • Develop Mac versions of solutions for a few labs

    Develop Mac versions of solutions for a few labs

    Currently the following labs don't have solutions for Mac M1 platform:

      ["memory_bound"]["huge_pages_1"]          - need to check huge pages on Mac
      ["misc"]["io_opt1"]                       - mmap on Mac
      ["core_bound"]["compiler_intrinsics_1"]   - NEON version
      ["core_bound"]["compiler_intrinsics_2"]   - NEON version
    

    This prevents automated benchmarking of their speedups in CI.

    opened by dendibakh 9
  • [PGO] - profiling data out of date

    [PGO] - profiling data out of date

    warning: profile data may be out of date: of 97 functions, 1 has mismatched data that will be ignored [-Wprofile-instr-out-of-date]
    

    So far it didn't generate a performance problem, but it's definitely something to watch out for in the future.

    opened by dendibakh 0
  • [Proposal] integrate Rust labs

    [Proposal] integrate Rust labs

    Still up for discussion...

    There was an awesome job done by @grahamking of porting most of the labs into Rust: perf-ninja-rs. We can think about merging two projects to have rust labs automatically benchmarked.

    enhancement 
    opened by dendibakh 0
Owner
Denis Bakhvalov
Denis Bakhvalov
An Advent calendar of small programming puzzles for a variety of skill sets and skill levels.

Advent of Code 2021 The Advent of Code is an Advent calendar of small programming puzzles for a variety of skill sets and skill levels that can be sol

Evan Cope 0 Feb 13, 2022
DOP-Tuning(Domain-Oriented Prefix-tuning model)

DOP-Tuning DOP-Tuning(Domain-Oriented Prefix-tuning model)代码基于Prefix-Tuning改进. Files ├── seq2seq # Code for encoder-decoder arch

Andrew Zeng 5 Nov 2, 2022
A tool for generating skill map/tree like diagram

skillmap A tool for generating skill map/tree like diagram. What is a skill map/tree? Skill tree is a term used in video games, and it can be used for

Yue 98 Jan 7, 2023
You can easily send campaigns, e-marketing have actually account using cash will thank you for using our tools, and you can support our Vodafone Cash +201090788026

*** Welcome User Sorry I Mean Hello Brother ✓ Devolper and Design : Mokhtar Abdelkreem ========================================== You Can Follow Us O

Mo Code 1 Nov 3, 2021
Control System Packer is a lightweight, low-level program to transform energy equations into the compact libraries for control systems.

Control System Packer is a lightweight, low-level program to transform energy equations into the compact libraries for control systems. Packer supports Python ?? , C ?? and C++ ?? libraries.

mirnanoukari 31 Sep 15, 2022
Low-level Python CFFI Bindings for Argon2

Low-level Python CFFI Bindings for Argon2 argon2-cffi-bindings provides low-level CFFI bindings to the Argon2 password hashing algorithm including a v

Hynek Schlawack 4 Dec 15, 2022
A general purpose low level programming language written in Python.

A general purpose low level programming language written in Python. Basal is an easy mid level programming language compiling to C. It has an easy syntax, similar to Python, Rust etc.

Snm Logic 6 Mar 30, 2022
All exercises done during the Python 3 course in the Video Course (World 1, 2 and 3)

Python3-cursoemvideo-exercises - All exercises done during the Python 3 course in the Video Course (World 1, 2 and 3)

Renan Barbosa 3 Jan 17, 2022
EFB Docker image with efb-telegram-master and efb-wechat-slave

efb-wechat-docker EFB Docker image with efb-telegram-master and efb-wechat-slave Features Container run by non-root user. Support add environment vari

Haukeng 1 Nov 10, 2022
The Doodle Master seeks to turn your UI mockups into real code.

Doodle Master The Doodle Master seeks to turn your UI mockups into real code. Currently this repository just serves to demonstrate a Proof Of Concept

Karanbir Chahal 2.4k Dec 9, 2022
Whatsapp Messenger master

Whatsapp Messenger master

Swarup Kharul 5 Nov 21, 2021
Master Duel Card Translator Project

Master Duel Card Translator Project A tool for translating card effects in Yu-Gi-Oh! Master Duel. Quick Start (for Chinese version only) Download the

null 67 Dec 23, 2022
Do you need a screensaver for CircuitPython? Of course you do

circuitpython_screensaver Do you need a screensaver for CircuitPython? Of course you do Demo video of dvdlogo screensaver: screensaver_dvdlogo.mp4 Dem

Tod E. Kurt 8 Sep 2, 2021
This is a vscode extension with a Virtual Assistant that you can play with when you are bored or you need help..

VS Code Virtual Assistant This is a vscode extension with a Virtual Assistant that you can play with when you are bored or you need help. Its currentl

Soham Ghugare 6 Aug 22, 2021
peace-performance (Rust) binding for python. To calculate star ratings and performance points for all osu! gamemodes

peace-performance-python Fast, To calculate star ratings and performance points for all osu! gamemodes peace-performance (Rust) binding for python bas

null 9 Sep 19, 2022
A collection of online resources to help you on your Tech journey.

Everything Tech Resources & Projects About The Project Coming from an engineering background and looking to up skill yourself on a new field can be di

Mohamed A 396 Dec 31, 2022
WATTS provides a set of Python classes that can manage simulation workflows for multiple codes where information is exchanged at a coarse level

WATTS (Workflow and Template Toolkit for Simulation) provides a set of Python classes that can manage simulation workflows for multiple codes where information is exchanged at a coarse level.

null 13 Dec 23, 2022
PyPI package for scaffolding out code for decision tree models that can learn to find relationships between the attributes of an object.

Decision Tree Writer This package allows you to train a binary classification decision tree on a list of labeled dictionaries or class instances, and

null 2 Apr 23, 2022