Perf tests for SVD and solve() created#25450
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asmorkalov merged 16 commits intoopencv:4.xfrom Apr 27, 2024
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@vpisarev @opencv-alalek Could you take a look current state? The performance test makes iterations on different input for solve/SVD, but not the same parameters each time. Is it allowed behaviour of the test? Each iteration of performance test has different behaviour internally and the test may not converge in sense of statistics distribution. |
asmorkalov
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asmorkalov
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asmorkalov
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| // generates random vectors, performs Gram-Schmidt orthogonalization on them | ||
| Mat randomOrtho(int rows, int ftype, RNG& rng) |
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Gram-Schmidt is known to produce huge rounding errors. Use QR decomposition instead and remove the 'R' part.
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- We don't need exact orhogonalization, just some random orthogonal matrix
- I've checked its orthogonality (
A^T*A-Ias well asA*A^T-I) and its in acceptable epsilon bounds - The only QR decomposition we have is in
cv::halnamespace, I'm not sure whether it's OK to use it in test even if it's exposed to public API
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Perf tests for SVD and solve() created opencv#25450 fixes opencv#25336 ### Pull Request Readiness Checklist See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request - [x] I agree to contribute to the project under Apache 2 License. - [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV - [x] The PR is proposed to the proper branch - [x] There is a reference to the original bug report and related work - [x] There is accuracy test, performance test and test data in opencv_extra repository, if applicable Patch to opencv_extra has the same branch name. - [x] The feature is well documented and sample code can be built with the project CMake
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Perf tests for SVD and solve() created opencv#25450 fixes opencv#25336 ### Pull Request Readiness Checklist See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request - [x] I agree to contribute to the project under Apache 2 License. - [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV - [x] The PR is proposed to the proper branch - [x] There is a reference to the original bug report and related work - [x] There is accuracy test, performance test and test data in opencv_extra repository, if applicable Patch to opencv_extra has the same branch name. - [x] The feature is well documented and sample code can be built with the project CMake
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Perf tests for SVD and solve() created opencv#25450 fixes opencv#25336 ### Pull Request Readiness Checklist See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request - [x] I agree to contribute to the project under Apache 2 License. - [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV - [x] The PR is proposed to the proper branch - [x] There is a reference to the original bug report and related work - [x] There is accuracy test, performance test and test data in opencv_extra repository, if applicable Patch to opencv_extra has the same branch name. - [x] The feature is well documented and sample code can be built with the project CMake
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Perf tests for SVD and solve() created opencv#25450 fixes opencv#25336 ### Pull Request Readiness Checklist See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request - [x] I agree to contribute to the project under Apache 2 License. - [x] To the best of my knowledge, the proposed patch is not based on a code under GPL or another license that is incompatible with OpenCV - [x] The PR is proposed to the proper branch - [x] There is a reference to the original bug report and related work - [x] There is accuracy test, performance test and test data in opencv_extra repository, if applicable Patch to opencv_extra has the same branch name. - [x] The feature is well documented and sample code can be built with the project CMake
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fixes #25336
Pull Request Readiness Checklist
See details at https://github.com/opencv/opencv/wiki/How_to_contribute#making-a-good-pull-request
Patch to opencv_extra has the same branch name.