[ET-VK] Introduce custom op correctness + speed testing suite & add vulkan operator testing to CI #13815

SS-JIA · 2025-08-29T16:50:29Z

Stack from ghstack (oldest at bottom):

Motivation

Provide an easy way to test and benchmark custom operators when developing them.

Changes

Introduces a custom op test suite under backends/vulkan/test/custom_ops. Each operator will have its own test file, as seen in the next diff. utils.[h|cpp] define common utilities that can be used across test files.

To facilitate prototyping, prototype shaders and C++ host code can be placed under the impl/ and glsl folders.

Output of the test binary looks like:

=== Compute Shader Performance Benchmark ===
Add Operation Prototyping Framework
----------------------------------------------------------------------
Executing 32 test cases for Add
----------------------------------------------------------------------
Add_1x64x64_Texture3D_Float                                                                 [1x64x64]               3.094 μs                1.324 GFLOP/s     PASSED
Add_1x64x64_Texture3D_Half                                                                  [1x64x64]               2.574 μs                1.591 GFLOP/s    SKIPPED
Add_1x64x64_Buffer_Float                                                                    [1x64x64]               3.084 μs                1.328 GFLOP/s     PASSED
Add_1x64x64_Buffer_Half                                                                     [1x64x64]               2.668 μs                1.535 GFLOP/s    SKIPPED
Add_1x128x128_Texture3D_Float                                                             [1x128x128]               6.001 μs                2.730 GFLOP/s     PASSED
Add_1x128x128_Texture3D_Half                                                              [1x128x128]               4.004 μs                4.092 GFLOP/s    SKIPPED
Add_1x128x128_Buffer_Float                                                                [1x128x128]               6.074 μs                2.698 GFLOP/s     PASSED
Add_1x128x128_Buffer_Half                                                                 [1x128x128]               5.112 μs                3.205 GFLOP/s    SKIPPED
Add_1x256x256_Texture3D_Float                                                             [1x256x256]              17.852 μs                3.671 GFLOP/s     PASSED
Add_1x256x256_Texture3D_Half                                                              [1x256x256]              10.057 μs                6.517 GFLOP/s    SKIPPED
Add_1x256x256_Buffer_Float                                                                [1x256x256]              19.027 μs                3.444 GFLOP/s     PASSED
Add_1x256x256_Buffer_Half                                                                 [1x256x256]              15.330 μs                4.275 GFLOP/s    SKIPPED
Add_1x512x512_Texture3D_Float                                                             [1x512x512]              48.292 μs                5.428 GFLOP/s     PASSED
Add_1x512x512_Texture3D_Half                                                              [1x512x512]              26.832 μs                9.770 GFLOP/s    SKIPPED
Add_1x512x512_Buffer_Float                                                                [1x512x512]              48.828 μs                5.369 GFLOP/s     PASSED
Add_1x512x512_Buffer_Half                                                                 [1x512x512]              48.308 μs                5.427 GFLOP/s    SKIPPED
Add_1x1x1024_Texture3D_Float                                                               [1x1x1024]               2.376 μs                0.431 GFLOP/s     PASSED
Add_1x1x1024_Texture3D_Half                                                                [1x1x1024]               2.215 μs                0.462 GFLOP/s    SKIPPED
Add_1x1x1024_Buffer_Float                                                                  [1x1x1024]               2.402 μs                0.426 GFLOP/s     PASSED
Add_1x1x1024_Buffer_Half                                                                   [1x1x1024]               2.304 μs                0.445 GFLOP/s    SKIPPED
Add_1x1024x1_Texture3D_Float                                                               [1x1024x1]               6.120 μs                0.167 GFLOP/s     PASSED
Add_1x1024x1_Texture3D_Half                                                                [1x1024x1]               6.245 μs                0.164 GFLOP/s    SKIPPED
Add_1x1024x1_Buffer_Float                                                                  [1x1024x1]               2.392 μs                0.428 GFLOP/s     PASSED
Add_1x1024x1_Buffer_Half                                                                   [1x1024x1]               2.304 μs                0.445 GFLOP/s    SKIPPED
Add_32x32x32_Texture3D_Float                                                               [32x32x32]              10.249 μs                3.197 GFLOP/s     PASSED
Add_32x32x32_Texture3D_Half                                                                [32x32x32]               6.583 μs                4.978 GFLOP/s    SKIPPED
Add_32x32x32_Buffer_Float                                                                  [32x32x32]              10.468 μs                3.130 GFLOP/s     PASSED
Add_32x32x32_Buffer_Half                                                                   [32x32x32]               8.481 μs                3.864 GFLOP/s    SKIPPED
Add_16x128x64_Texture3D_Float                                                             [16x128x64]              26.000 μs                5.041 GFLOP/s     PASSED
Add_16x128x64_Texture3D_Half                                                              [16x128x64]              17.841 μs                7.347 GFLOP/s    SKIPPED
Add_16x128x64_Buffer_Float                                                                [16x128x64]              28.917 μs                4.533 GFLOP/s     PASSED
Add_16x128x64_Buffer_Half                                                                 [16x128x64]              28.792 μs                4.552 GFLOP/s    SKIPPED

SKIPPED means that correctness checking is not performed on that test case. This usually happens in one of the following cases:

Input/output dtype is fp16. There is no fp16 dtype support in reference calculation functions
Input sizes are too big. Since reference calculation functions are implemented in a naive manner, calculating reference data may take too long for large inputs. Larger test cases are usually meant to tests performance, not correctness.

Differential Revision: D81323426

cc @manuelcandales @cbilgin

…ulkan operator testing to CI ## Motivation Provide an easy way to test and benchmark custom operators when developing them. ## Changes Introduces a custom op test suite under `backends/vulkan/test/custom_ops`. Each operator will have its own test file, as seen in the next diff. `utils.[h|cpp]` define common utilities that can be used across test files. To facilitate prototyping, prototype shaders and C++ host code can be placed under the `impl/` and `glsl` folders. Output of the test binary looks like: ``` === Compute Shader Performance Benchmark === Add Operation Prototyping Framework ---------------------------------------------------------------------- Executing 32 test cases for Add ---------------------------------------------------------------------- Add_1x64x64_Texture3D_Float [1x64x64] 3.094 μs 1.324 GFLOP/s PASSED Add_1x64x64_Texture3D_Half [1x64x64] 2.574 μs 1.591 GFLOP/s SKIPPED Add_1x64x64_Buffer_Float [1x64x64] 3.084 μs 1.328 GFLOP/s PASSED Add_1x64x64_Buffer_Half [1x64x64] 2.668 μs 1.535 GFLOP/s SKIPPED Add_1x128x128_Texture3D_Float [1x128x128] 6.001 μs 2.730 GFLOP/s PASSED Add_1x128x128_Texture3D_Half [1x128x128] 4.004 μs 4.092 GFLOP/s SKIPPED Add_1x128x128_Buffer_Float [1x128x128] 6.074 μs 2.698 GFLOP/s PASSED Add_1x128x128_Buffer_Half [1x128x128] 5.112 μs 3.205 GFLOP/s SKIPPED Add_1x256x256_Texture3D_Float [1x256x256] 17.852 μs 3.671 GFLOP/s PASSED Add_1x256x256_Texture3D_Half [1x256x256] 10.057 μs 6.517 GFLOP/s SKIPPED Add_1x256x256_Buffer_Float [1x256x256] 19.027 μs 3.444 GFLOP/s PASSED Add_1x256x256_Buffer_Half [1x256x256] 15.330 μs 4.275 GFLOP/s SKIPPED Add_1x512x512_Texture3D_Float [1x512x512] 48.292 μs 5.428 GFLOP/s PASSED Add_1x512x512_Texture3D_Half [1x512x512] 26.832 μs 9.770 GFLOP/s SKIPPED Add_1x512x512_Buffer_Float [1x512x512] 48.828 μs 5.369 GFLOP/s PASSED Add_1x512x512_Buffer_Half [1x512x512] 48.308 μs 5.427 GFLOP/s SKIPPED Add_1x1x1024_Texture3D_Float [1x1x1024] 2.376 μs 0.431 GFLOP/s PASSED Add_1x1x1024_Texture3D_Half [1x1x1024] 2.215 μs 0.462 GFLOP/s SKIPPED Add_1x1x1024_Buffer_Float [1x1x1024] 2.402 μs 0.426 GFLOP/s PASSED Add_1x1x1024_Buffer_Half [1x1x1024] 2.304 μs 0.445 GFLOP/s SKIPPED Add_1x1024x1_Texture3D_Float [1x1024x1] 6.120 μs 0.167 GFLOP/s PASSED Add_1x1024x1_Texture3D_Half [1x1024x1] 6.245 μs 0.164 GFLOP/s SKIPPED Add_1x1024x1_Buffer_Float [1x1024x1] 2.392 μs 0.428 GFLOP/s PASSED Add_1x1024x1_Buffer_Half [1x1024x1] 2.304 μs 0.445 GFLOP/s SKIPPED Add_32x32x32_Texture3D_Float [32x32x32] 10.249 μs 3.197 GFLOP/s PASSED Add_32x32x32_Texture3D_Half [32x32x32] 6.583 μs 4.978 GFLOP/s SKIPPED Add_32x32x32_Buffer_Float [32x32x32] 10.468 μs 3.130 GFLOP/s PASSED Add_32x32x32_Buffer_Half [32x32x32] 8.481 μs 3.864 GFLOP/s SKIPPED Add_16x128x64_Texture3D_Float [16x128x64] 26.000 μs 5.041 GFLOP/s PASSED Add_16x128x64_Texture3D_Half [16x128x64] 17.841 μs 7.347 GFLOP/s SKIPPED Add_16x128x64_Buffer_Float [16x128x64] 28.917 μs 4.533 GFLOP/s PASSED Add_16x128x64_Buffer_Half [16x128x64] 28.792 μs 4.552 GFLOP/s SKIPPED ``` `SKIPPED` means that correctness checking is not performed on that test case. This usually happens in one of the following cases: * Input/output dtype is fp16. There is no fp16 dtype support in reference calculation functions * Input sizes are too big. Since reference calculation functions are implemented in a naive manner, calculating reference data may take too long for large inputs. Larger test cases are usually meant to tests performance, not correctness. Differential Revision: [D81323426](https://our.internmc.facebook.com/intern/diff/D81323426/) [ghstack-poisoned]

pytorch-bot · 2025-08-29T16:50:33Z

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/13815

📄 Preview Python docs built from this PR

Note: Links to docs will display an error until the docs builds have been completed.

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github-actions · 2025-08-29T16:51:13Z

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facebook-github-bot · 2025-08-29T16:53:04Z

This pull request was exported from Phabricator. Differential Revision: D81323426

…ite & add vulkan operator testing to CI" ## Motivation Provide an easy way to test and benchmark custom operators when developing them. ## Changes Introduces a custom op test suite under `backends/vulkan/test/custom_ops`. Each operator will have its own test file, as seen in the next diff. `utils.[h|cpp]` define common utilities that can be used across test files. To facilitate prototyping, prototype shaders and C++ host code can be placed under the `impl/` and `glsl` folders. Output of the test binary looks like: ``` === Compute Shader Performance Benchmark === Add Operation Prototyping Framework ---------------------------------------------------------------------- Executing 32 test cases for Add ---------------------------------------------------------------------- Add_1x64x64_Texture3D_Float [1x64x64] 3.094 μs 1.324 GFLOP/s PASSED Add_1x64x64_Texture3D_Half [1x64x64] 2.574 μs 1.591 GFLOP/s SKIPPED Add_1x64x64_Buffer_Float [1x64x64] 3.084 μs 1.328 GFLOP/s PASSED Add_1x64x64_Buffer_Half [1x64x64] 2.668 μs 1.535 GFLOP/s SKIPPED Add_1x128x128_Texture3D_Float [1x128x128] 6.001 μs 2.730 GFLOP/s PASSED Add_1x128x128_Texture3D_Half [1x128x128] 4.004 μs 4.092 GFLOP/s SKIPPED Add_1x128x128_Buffer_Float [1x128x128] 6.074 μs 2.698 GFLOP/s PASSED Add_1x128x128_Buffer_Half [1x128x128] 5.112 μs 3.205 GFLOP/s SKIPPED Add_1x256x256_Texture3D_Float [1x256x256] 17.852 μs 3.671 GFLOP/s PASSED Add_1x256x256_Texture3D_Half [1x256x256] 10.057 μs 6.517 GFLOP/s SKIPPED Add_1x256x256_Buffer_Float [1x256x256] 19.027 μs 3.444 GFLOP/s PASSED Add_1x256x256_Buffer_Half [1x256x256] 15.330 μs 4.275 GFLOP/s SKIPPED Add_1x512x512_Texture3D_Float [1x512x512] 48.292 μs 5.428 GFLOP/s PASSED Add_1x512x512_Texture3D_Half [1x512x512] 26.832 μs 9.770 GFLOP/s SKIPPED Add_1x512x512_Buffer_Float [1x512x512] 48.828 μs 5.369 GFLOP/s PASSED Add_1x512x512_Buffer_Half [1x512x512] 48.308 μs 5.427 GFLOP/s SKIPPED Add_1x1x1024_Texture3D_Float [1x1x1024] 2.376 μs 0.431 GFLOP/s PASSED Add_1x1x1024_Texture3D_Half [1x1x1024] 2.215 μs 0.462 GFLOP/s SKIPPED Add_1x1x1024_Buffer_Float [1x1x1024] 2.402 μs 0.426 GFLOP/s PASSED Add_1x1x1024_Buffer_Half [1x1x1024] 2.304 μs 0.445 GFLOP/s SKIPPED Add_1x1024x1_Texture3D_Float [1x1024x1] 6.120 μs 0.167 GFLOP/s PASSED Add_1x1024x1_Texture3D_Half [1x1024x1] 6.245 μs 0.164 GFLOP/s SKIPPED Add_1x1024x1_Buffer_Float [1x1024x1] 2.392 μs 0.428 GFLOP/s PASSED Add_1x1024x1_Buffer_Half [1x1024x1] 2.304 μs 0.445 GFLOP/s SKIPPED Add_32x32x32_Texture3D_Float [32x32x32] 10.249 μs 3.197 GFLOP/s PASSED Add_32x32x32_Texture3D_Half [32x32x32] 6.583 μs 4.978 GFLOP/s SKIPPED Add_32x32x32_Buffer_Float [32x32x32] 10.468 μs 3.130 GFLOP/s PASSED Add_32x32x32_Buffer_Half [32x32x32] 8.481 μs 3.864 GFLOP/s SKIPPED Add_16x128x64_Texture3D_Float [16x128x64] 26.000 μs 5.041 GFLOP/s PASSED Add_16x128x64_Texture3D_Half [16x128x64] 17.841 μs 7.347 GFLOP/s SKIPPED Add_16x128x64_Buffer_Float [16x128x64] 28.917 μs 4.533 GFLOP/s PASSED Add_16x128x64_Buffer_Half [16x128x64] 28.792 μs 4.552 GFLOP/s SKIPPED ``` `SKIPPED` means that correctness checking is not performed on that test case. This usually happens in one of the following cases: * Input/output dtype is fp16. There is no fp16 dtype support in reference calculation functions * Input sizes are too big. Since reference calculation functions are implemented in a naive manner, calculating reference data may take too long for large inputs. Larger test cases are usually meant to tests performance, not correctness. Differential Revision: [D81323426](https://our.internmc.facebook.com/intern/diff/D81323426/) cc manuelcandales cbilgin [ghstack-poisoned]

facebook-github-bot · 2025-08-29T17:41:58Z

This pull request was exported from Phabricator. Differential Revision: D81323426

…ite & add vulkan operator testing to CI" ## Motivation Provide an easy way to test and benchmark custom operators when developing them. ## Changes Introduces a custom op test suite under `backends/vulkan/test/custom_ops`. Each operator will have its own test file, as seen in the next diff. `utils.[h|cpp]` define common utilities that can be used across test files. To facilitate prototyping, prototype shaders and C++ host code can be placed under the `impl/` and `glsl` folders. Output of the test binary looks like: ``` === Compute Shader Performance Benchmark === Add Operation Prototyping Framework ---------------------------------------------------------------------- Executing 32 test cases for Add ---------------------------------------------------------------------- Add_1x64x64_Texture3D_Float [1x64x64] 3.094 μs 1.324 GFLOP/s PASSED Add_1x64x64_Texture3D_Half [1x64x64] 2.574 μs 1.591 GFLOP/s SKIPPED Add_1x64x64_Buffer_Float [1x64x64] 3.084 μs 1.328 GFLOP/s PASSED Add_1x64x64_Buffer_Half [1x64x64] 2.668 μs 1.535 GFLOP/s SKIPPED Add_1x128x128_Texture3D_Float [1x128x128] 6.001 μs 2.730 GFLOP/s PASSED Add_1x128x128_Texture3D_Half [1x128x128] 4.004 μs 4.092 GFLOP/s SKIPPED Add_1x128x128_Buffer_Float [1x128x128] 6.074 μs 2.698 GFLOP/s PASSED Add_1x128x128_Buffer_Half [1x128x128] 5.112 μs 3.205 GFLOP/s SKIPPED Add_1x256x256_Texture3D_Float [1x256x256] 17.852 μs 3.671 GFLOP/s PASSED Add_1x256x256_Texture3D_Half [1x256x256] 10.057 μs 6.517 GFLOP/s SKIPPED Add_1x256x256_Buffer_Float [1x256x256] 19.027 μs 3.444 GFLOP/s PASSED Add_1x256x256_Buffer_Half [1x256x256] 15.330 μs 4.275 GFLOP/s SKIPPED Add_1x512x512_Texture3D_Float [1x512x512] 48.292 μs 5.428 GFLOP/s PASSED Add_1x512x512_Texture3D_Half [1x512x512] 26.832 μs 9.770 GFLOP/s SKIPPED Add_1x512x512_Buffer_Float [1x512x512] 48.828 μs 5.369 GFLOP/s PASSED Add_1x512x512_Buffer_Half [1x512x512] 48.308 μs 5.427 GFLOP/s SKIPPED Add_1x1x1024_Texture3D_Float [1x1x1024] 2.376 μs 0.431 GFLOP/s PASSED Add_1x1x1024_Texture3D_Half [1x1x1024] 2.215 μs 0.462 GFLOP/s SKIPPED Add_1x1x1024_Buffer_Float [1x1x1024] 2.402 μs 0.426 GFLOP/s PASSED Add_1x1x1024_Buffer_Half [1x1x1024] 2.304 μs 0.445 GFLOP/s SKIPPED Add_1x1024x1_Texture3D_Float [1x1024x1] 6.120 μs 0.167 GFLOP/s PASSED Add_1x1024x1_Texture3D_Half [1x1024x1] 6.245 μs 0.164 GFLOP/s SKIPPED Add_1x1024x1_Buffer_Float [1x1024x1] 2.392 μs 0.428 GFLOP/s PASSED Add_1x1024x1_Buffer_Half [1x1024x1] 2.304 μs 0.445 GFLOP/s SKIPPED Add_32x32x32_Texture3D_Float [32x32x32] 10.249 μs 3.197 GFLOP/s PASSED Add_32x32x32_Texture3D_Half [32x32x32] 6.583 μs 4.978 GFLOP/s SKIPPED Add_32x32x32_Buffer_Float [32x32x32] 10.468 μs 3.130 GFLOP/s PASSED Add_32x32x32_Buffer_Half [32x32x32] 8.481 μs 3.864 GFLOP/s SKIPPED Add_16x128x64_Texture3D_Float [16x128x64] 26.000 μs 5.041 GFLOP/s PASSED Add_16x128x64_Texture3D_Half [16x128x64] 17.841 μs 7.347 GFLOP/s SKIPPED Add_16x128x64_Buffer_Float [16x128x64] 28.917 μs 4.533 GFLOP/s PASSED Add_16x128x64_Buffer_Half [16x128x64] 28.792 μs 4.552 GFLOP/s SKIPPED ``` `SKIPPED` means that correctness checking is not performed on that test case. This usually happens in one of the following cases: * Input/output dtype is fp16. There is no fp16 dtype support in reference calculation functions * Input sizes are too big. Since reference calculation functions are implemented in a naive manner, calculating reference data may take too long for large inputs. Larger test cases are usually meant to tests performance, not correctness. Differential Revision: [D81323426](https://our.internmc.facebook.com/intern/diff/D81323426/) cc manuelcandales cbilgin [ghstack-poisoned]

facebook-github-bot · 2025-08-30T00:34:03Z

This pull request was exported from Phabricator. Differential Revision: D81323426

SS-JIA requested review from larryliu0820 and kirklandsign as code owners August 29, 2025 16:50

pytorch-bot bot added the module: vulkan Issues related to the Vulkan delegate and code under backends/vulkan/ label Aug 29, 2025

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[ET-VK] Introduce custom op correctness + speed testing suite & add vulkan operator testing to CI #13835

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