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Abduragim Shtanchaev 9d0c8a9edb Merge pull request #24445 from Abdurrahheem:ash/dev_einsum_pref
Einsum Layer Performance Test #24445

## This PR adds performance tests for Einsum Layer. See below results of performance test on different inputs

**Notation:**
- WX: windows10_x64
- MX: macos_x64
- MA: macos_arm64
- UX: ubuntu_x64
- UA: ubuntu_arm64

All data in ms (milliseconds).
Gemm is backend for matrix multiplication

---

Benchmarks:


| Equation                | Inputs Mat Dims                   | UX (ms)        | UA (ms) | MX (ms) | MA (ms) | WX (ms) |
|-------------------------|-----------------------------------|----------------|---------|---------|---------|---------|
| "ij, jk -> ik"          | [2, 3], [3,2]                     | 0.04 ± 0.00    | -       | -       | -       | -       |
| "ij, jk -> ik"          | [20, 30], [30,20]                 | 0.08 ± 0.00    | -       | -       | -       | -       |
| "ij, jk -> ik"          | [113, 127], [127,113]             | 2.41 ± 0.05    | -       | -       | -       | -       |
| "imkj, injs -> imnks"   | [1, 4, 7, 9], [1, 5, 9, 8]        | 0.11 ± 0.00    | -       | -       | -       | -       |
| "imkj, injs -> imnks"   | [1, 4, 70, 90], [1, 5, 90, 80]    | 15.49 ± 0.46   | -       | -       | -       | -       |
| "imkj, injs -> imnks"   | [1, 4, 73, 91], [1, 5, 91, 57]    | 11.53 ± 0.06   | -       | -       | -       | -       |
| "ij -> i"               | [30, 40]                          | 0.03 ± 0.00    | -       | -       | -       | -       |
| "ij -> i"               | [113, 374]                        | 0.13 ± 0.00    | -       | -       | -       | -       |
| "...ij -> ...i"         | [30, 40]                          | 0.03 ± 0.00    | -       | -       | -       | -       |
| "...ij -> ...i"         | [113, 374]                        | 0.13 ± 0.00    | -       | -       | -       | -       |
| "...ij, ...jk -> ...ik" | [40, 50], [50,80]                 | 0.37 ± 0.01    | -       | -       | -       | -       |
| "...ij, ...jk -> ...ik" | [47, 51], [51, 83]                | 0.43 ± 0.01    | -       | -       | -       | -       |

-----

### 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
- [ ] 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
2023-11-08 11:56:21 +03:00
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