compile time benchmarks for AOTDispatcher (partitioner) by bdhirsh · Pull Request #136760 · pytorch/pytorch

bdhirsh · 2024-09-26T15:02:08Z

compile time benchmark for the min cut partitioner. I'm hoping that this is a reasonable benchmark because:

(1) it consists of a single input + many weights that are used sequentially
(2) contains a mix of recompute vs non-recomputed ops (matmul + sin)
(3) it is relatively simple

from running locally:

collecting compile time instruction count for aotdispatcher_partitioner_cpu
compile time instruction count for iteration 0 is 21764219181
compile time instruction count for iteration 1 is 12475020009
compile time instruction count for iteration 2 is 12463710140
compile time instruction count for iteration 3 is 12455676489
compile time instruction count for iteration 4 is 12451344330

Stack from ghstack (oldest at bottom):

cc @voznesenskym @penguinwu @EikanWang @jgong5 @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @wenzhe-nrv @jiayisunx @chenyang78 @kadeng @chauhang @amjames @rec

[ghstack-poisoned]

pytorch-bot · 2024-09-26T15:02:13Z

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ezyang

@laithsakka Now that we're getting a lot of benchmarks, I kind of feel the boilerplate is too much. Specifically, I don't think we should have to write so much code in _prepare nor in main.

compile time benchmark for the min cut partitioner. I'm hoping that this is a reasonable benchmark because: (1) it consists of a single input + many weights that are used sequentially (2) contains a mix of recompute vs non-recomputed ops (matmul + sin) (3) it is relatively simple from running locally: ``` collecting compile time instruction count for aotdispatcher_partitioner_cpu compile time instruction count for iteration 0 is 21764219181 compile time instruction count for iteration 1 is 12475020009 compile time instruction count for iteration 2 is 12463710140 compile time instruction count for iteration 3 is 12455676489 compile time instruction count for iteration 4 is 12451344330 ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

ghstack-source-id: 5cfc536 Pull Request resolved: #136760

bdhirsh · 2024-09-28T00:31:44Z

@pytorchbot merge

…(inference/training/subclasses)" this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see #136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

…ing/subclasses)" this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see #136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

pytorchmergebot · 2024-09-28T00:34:09Z

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pytorchmergebot · 2024-09-28T01:46:30Z

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bdhirsh · 2024-09-30T13:17:47Z

@pytorchbot merge

pytorchmergebot · 2024-09-30T13:19:30Z

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…ses) (#136759) this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see #136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` Pull Request resolved: #136759 Approved by: https://github.com/laithsakka ghstack dependencies: #136670

laithsakka · 2024-09-30T15:37:34Z

@laithsakka Now that we're getting a lot of benchmarks, I kind of feel the boilerplate is too much. Specifically, I don't think we should have to write so much code in _prepare nor in main.

we can probably move all the compile time benchmarks to a single program

pytorchmergebot · 2024-10-01T15:23:58Z

@bdhirsh your PR has been successfully reverted.

)" This reverts commit c010c60. Reverted #136760 on behalf of https://github.com/ZainRizvi due to Something in this stack seems to be causing tests to fail on trunk. See functorch/test_control_flow.py::TestControlFlow::test_associative_scan_dim_reverse_True_combine_mode_generic_cuda [GH job link](https://github.com/pytorch/pytorch/actions/runs/11107079955/job/30872132411) [HUD commit link](https://hud.pytorch.org/pytorch/pytorch/commit/c010c6099bf304bbb681af534b9f3996c33ce582) ([comment](#136670 (comment)))

compile time benchmark for the min cut partitioner. I'm hoping that this is a reasonable benchmark because: (1) it consists of a single input + many weights that are used sequentially (2) contains a mix of recompute vs non-recomputed ops (matmul + sin) (3) it is relatively simple from running locally: ``` collecting compile time instruction count for aotdispatcher_partitioner_cpu compile time instruction count for iteration 0 is 21764219181 compile time instruction count for iteration 1 is 12475020009 compile time instruction count for iteration 2 is 12463710140 compile time instruction count for iteration 3 is 12455676489 compile time instruction count for iteration 4 is 12451344330 ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

…(inference/training/subclasses)" this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see #136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

…ing/subclasses)" this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see #136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx chenyang78 kadeng chauhang amjames rec [ghstack-poisoned]

bdhirsh · 2024-10-01T17:47:29Z

@pytorchbot merge

pytorchmergebot · 2024-10-01T17:49:57Z

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pytorchmergebot · 2024-10-01T18:25:48Z

Merge failed

Reason: 2 jobs have failed, first few of them are: linux-binary-libtorch-pre-cxx11 / libtorch-cpu-shared-with-deps-pre-cxx11-build / build, linux-binary-libtorch-cxx11-abi / libtorch-cpu-shared-with-deps-cxx11-abi-build / build

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…ses) (pytorch#136759) this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see pytorch#136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` Pull Request resolved: pytorch#136759 Approved by: https://github.com/laithsakka ghstack dependencies: pytorch#136670

compile time benchmark for the min cut partitioner. I'm hoping that this is a reasonable benchmark because: (1) it consists of a single input + many weights that are used sequentially (2) contains a mix of recompute vs non-recomputed ops (matmul + sin) (3) it is relatively simple from running locally: ``` collecting compile time instruction count for aotdispatcher_partitioner_cpu compile time instruction count for iteration 0 is 21764219181 compile time instruction count for iteration 1 is 12475020009 compile time instruction count for iteration 2 is 12463710140 compile time instruction count for iteration 3 is 12455676489 compile time instruction count for iteration 4 is 12451344330 ``` Pull Request resolved: pytorch#136760 Approved by: https://github.com/ezyang ghstack dependencies: pytorch#136670, pytorch#136759

…rch#136760)" This reverts commit c010c60. Reverted pytorch#136760 on behalf of https://github.com/ZainRizvi due to Something in this stack seems to be causing tests to fail on trunk. See functorch/test_control_flow.py::TestControlFlow::test_associative_scan_dim_reverse_True_combine_mode_generic_cuda [GH job link](https://github.com/pytorch/pytorch/actions/runs/11107079955/job/30872132411) [HUD commit link](https://hud.pytorch.org/pytorch/pytorch/commit/c010c6099bf304bbb681af534b9f3996c33ce582) ([comment](pytorch#136670 (comment)))

laithsakka · 2024-10-08T18:36:29Z

@pytorchbot merge

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…ses) (#136759) this adds a few compile time benchmarks for some disjoint paths in AOTDispatcher: (1) inference vs training code paths (2) "subclasses" vs "no subclasses" codepaths Also see #136760 for a partitioner benchmark (I'm not sure why ghstack didn't display the stack nicely) I ran locally, and got these numbers on the 4 paths: ``` collecting compile time instruction count for aotdispatcher_inference_nosubclass_cpu compile time instruction count for iteration 0 is 11692348671 compile time instruction count for iteration 1 is 3026287204 compile time instruction count for iteration 2 is 3011467318 compile time instruction count for iteration 3 is 3004485935 compile time instruction count for iteration 4 is 3003087410 collecting compile time instruction count for aotdispatcher_training_nosubclass_cpu compile time instruction count for iteration 0 is 6068003223 compile time instruction count for iteration 1 is 5585418102 compile time instruction count for iteration 2 is 5581856618 compile time instruction count for iteration 3 is 5581651794 compile time instruction count for iteration 4 is 5578742619 collecting compile time instruction count for aotdispatcher_inference_subclass_cpu compile time instruction count for iteration 0 is 8634984264 compile time instruction count for iteration 1 is 8633467573 compile time instruction count for iteration 2 is 8632182092 compile time instruction count for iteration 3 is 8632056925 compile time instruction count for iteration 4 is 8632543871 collecting compile time instruction count for aotdispatcher_training_subclass_cpu compile time instruction count for iteration 0 is 14737239311 compile time instruction count for iteration 1 is 14734346427 compile time instruction count for iteration 2 is 14736493730 compile time instruction count for iteration 3 is 14734121272 compile time instruction count for iteration 4 is 14733852882 ``` Pull Request resolved: #136759 Approved by: https://github.com/laithsakka

ghstack-source-id: 36fb2b8 Pull Request resolved: pytorch/pytorch#136760

compile time benchmarks for AOTDispatcher (partitioner)

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inductor: use previous guards to know if a size is 1 for broadcasting #136670

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compile time benchmarks for AOTDispatcher (partitioner)

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