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CPU optimization build options
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CPU-optimizations-build-options.md
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CPU-optimizations-build-options.md
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### Introduction
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There are many processors architectures: x86 / x86-64 family, ARMv7, aarch64, etc.
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Each architecture may support different additional instruction sets (SSE/AVX for x86, NEON for ARMv7).
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OpenCV goal is to provide effective processors support, including separate optimized code paths for newest instruction sets.
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Some OpenCV functions contains multiple code paths specialized for different processors features / instruction sets.
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Selection of executed code path is based on auto-detection of available processor features.
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### CMake options
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These options are available since OpenCV <next release>.
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Build options allow to specify **minimal** and **dispatched** optimization features sets:
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* **Minimal** is required set of processor features. Executable will not run if some of these options are not available on target processor.
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* **Dispatched** optimizations are additional code paths compiled into executable. They will be executed on supported processors only.
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OpenCV uses these CMake variables to control supported optimization features:
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* `CPU_BASELINE` - **minimal** set of required optimizations (if they are supported by C++ compiler)
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```
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CPU_BASELINE=SSE2
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CPU_BASELINE=AVX
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```
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* `CPU_DISPATCH` - **dispatched** set of additional optimizations (if they are supported by C++ compiler)
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```
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CPU_DISPATCH=SSE4_2,AVX
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CPU_DISPATCH=AVX
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CPU_DISPATCH=AVX,AVX2
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```
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**Note**: Flags `ENABLE_AVX`/`ENABLE_AVX2`/`ENABLE_POPCNT`/etc should not be used anymore. Use options above instead.
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#### Advanced CMake options:
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* `CPU_BASELINE_REQUIRE` - list of required baseline (minimal set) optimizations. Build fails if compiler doesn't support some of these optimizations.
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* `CPU_DISPATCH_REQUIRE` - list of additional (dispatched set) optimizations. Build fails if compiler doesn't support some of these optimizations.
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* `CPU_BASELINE_DISABLE` - list of completely disabled optimizations
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* `CV_DISABLE_OPTIMIZATION` - disable all explicit optimized code (useful for debugging purposes)
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#### CMake status of used optimizations:
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OpenCV configuration status contains lines like these:
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```
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-- CPU/HW features:
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-- Baseline: SSE SSE2 SSE3 SSSE3
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-- requested: SSSE3
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-- Dispatched code generation: SSE4_1 AVX AVX2
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-- requested: SSE4_1 AVX AVX2
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```
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### Source files layout
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In general, C++ compilers don't support code generation of multiple enabled instruction sets for single source file.
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Current layout of source files is:
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* main source file: "cvfunction.cpp" - contains code dispatcher (see below) and general implementation
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* shared header file: "cvfunction.hpp" - contains shared declarations used by generic and optimized code
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* several files with optimized code (suffix `_opt_<lowercase optimization name>.cpp`): "cvfunction_opt_avx.cpp".
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There is no requirement to implement all possible optimizations. Add function optimizations with better effort only.
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#### Code dispatcher
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Unwrapped version:
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```
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CV_CPU_CALL_AVX2(my_cv_function_avx2(...args...));
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CV_CPU_CALL_FP16(my_cv_function_fp16(...args...));
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CV_CPU_CALL_AVX(my_cv_function_avx(...args...));
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CV_CPU_CALL_SSE4_2(my_cv_function_sse4_2(...args...));
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CV_CPU_CALL_POPCNT(my_cv_function_popcnt(...args...));
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CV_CPU_CALL_NEON(my_cv_function_neon(...args...));
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... regular C++ implementation ...
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```
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These macro declarations are depend on CMake options:
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* empty statement (in case of non-used or disabled optimization)
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* conditional code execution: `if(checkHardwareSupport(CV_AVX)) ...`
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* unconditional code execution in case of baseline optimization
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#### AVX optimization note
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Mixing of AVX and SSE code may provide significant performance reduction due registers sharing. Work around for this is to use `_mm256_zeroupper()` intrinsic:
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```
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#if CV_AVX && !defined CV_CPU_BASELINE_COMPILE_AVX
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_mm256_zeroupper();
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#endif
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```
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#### Caution about C++ templates
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All non-inline templates used in optimized code must be wrapped into separate (or anonymous) namespaces to prevent conflicts (linker will use one template's implementation only).
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Unfortunately, there is no any warning from linker about this.
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### Runtime environment variables
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* `OPENCV_CPU_DISABLE` - allows to mask some processor features, so dispatched code doesn't run
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```
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OPENCV_CPU_DISABLE=AVX2,AVX,FP16
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```
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@ -9,6 +9,7 @@
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- [[CiteOpenCV]]
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- [[CiteOpenCV]]
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- [[OpenCVLogo]]
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- [[OpenCVLogo]]
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- [[OpenCV 3|Opencv3]]
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- [[OpenCV 3|Opencv3]]
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- [[CPU optimizations|CPU-optimizations-build-options]]
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- [[Development process|OpenCV_Development_Process]]
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- [[Development process|OpenCV_Development_Process]]
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- [[Hackathon]]
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- [[Hackathon]]
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- [[How to contribute|How_to_contribute]]
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- [[How to contribute|How_to_contribute]]
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