fix breaking changes for ONNX Runtime Training #122000

ajindal1 · 2024-03-15T21:50:46Z

Fixes breaking changes for ONNX Runtime Training.

PR #121102 introduced incompatibility with ORT training because of change in parameter type. Creating a PR to add previous parameter types and verified that it works with ORT training.

Error with current scenario:

site-packages/onnxruntime/training/ortmodule/torch_cpp_extensions/cpu/aten_op_executor/aten_op_executor.cc:60:40: error: invalid conversion from ‘const DLManagedTensor*’ to ‘DLManagedTensor*’ [-fpermissive]
at::Tensor tensor = at::fromDLPack(dlpack);

site-packages/torch/include/ATen/DLConvertor.h:15:46: note:   initializing argument 1 of ‘at::Tensor at::fromDLPack(DLManagedTensor*)’
TORCH_API Tensor fromDLPack(DLManagedTensor* src);

pytorch-bot · 2024-03-15T21:50:49Z

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As of commit 22aef51 with merge base dfc5e93 ():

FLAKY - The following job failed but was likely due to flakiness present on trunk:

trunk / macos-12-py3-arm64 / test (default, 1, 3, macos-m1-stable) (gh)
test_tensorboard.py::TestTensorBoardSummary::test_hparams_bool

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ajindal1 · 2024-03-15T22:33:20Z

@cyyever @Skylion007 any thoughts on this?

cyyever · 2024-03-16T02:00:16Z

@ajindal1 LGTM, hope that tests pass.

malfet

Why do the need a duplicate implementation rather than do a const_cast in the header
(But also mark them deprecated so that there will be no use of such functions in Torch

malfet · 2024-03-18T18:23:18Z

aten/src/ATen/DLConvertor.cpp

+ auto deleter = [src](void* self) {
+ if (src->deleter) {
+ // NOLINTNEXTLINE(cppcoreguidelines-pro-type-const-cast)
+ src->deleter(const_cast<DLManagedTensor*>(src));
+ }
+ };
+ return fromDLPack(src, std::move(deleter));


Do not copy the code, just cost cast a top level wrapper

Suggested change

auto deleter = [src](void* self) {

if (src->deleter) {

// NOLINTNEXTLINE(cppcoreguidelines-pro-type-const-cast)

src->deleter(const_cast<DLManagedTensor*>(src));

}

};

return fromDLPack(src, std::move(deleter));

// NOLINTNEXTLINE(cppcoreguidelines-pro-type-const-cast)

return from DLPack(const_cast<DLManagedTensor*>(src));

malfet · 2024-03-18T18:25:48Z

aten/src/ATen/DLConvertor.h

@@ -13,8 +13,11 @@ namespace at {
 TORCH_API ScalarType toScalarType(const DLDataType& dtype);
 TORCH_API DLManagedTensor* toDLPack(const Tensor& src);
 TORCH_API Tensor fromDLPack(DLManagedTensor* src);
+TORCH_API Tensor fromDLPack(const DLManagedTensor* src);


As those functions are semantically incorrect, let's mark them as deprecated an implement as headers to casts to a const variants

Suggested change

TORCH_API Tensor fromDLPack(const DLManagedTensor* src);

C10_DEPRECATED_MESSAGE("Please migrate to a non-const variant")

inline Tensor fromDLPack(const DLManagedTensor* src) { return fromDLPack(const_cast< DLManagedTensor*>(src); }

Thanks, I have modified just the header file as you suggested, which is minimal changes and makes sense to me. I have started a run on my end to verify it works. Will confirm it by EOD.

cyyever · 2024-03-19T00:15:50Z

@ajindal1 The parameter is const_casted in the function body so that it shouldn't be taken as const. Is it possible to patch aten_op_executor.cc to use the non-const version?

ajindal1 · 2024-03-19T05:39:14Z

@cyyever I don't completely understand your comment, can you please add more information. I am also unable to locate aten_op_executor.cc file you mentioned.

wschin · 2024-03-19T18:46:33Z

@cyyever I don't completely understand your comment, can you please add more information. I am also unable to locate aten_op_executor.cc file you mentioned.

I guess this mean to call const_cast inside aten_op_executor.cc to match whatever the new behavior in PyTorch C++. Not sure if it's doable. On the other hand, I'd prefer PyTorch to maintain BC whenever possible.

ajindal1 · 2024-03-20T01:06:25Z

@cyyever we have also added the const cast change in onnxruntime repository. However, for backward compatibility we will need this change here as well.

cyyever · 2024-03-20T01:11:20Z

@ajindal1 Thank you!

ajindal1 · 2024-03-20T16:57:42Z

@malfet does everything look good to you now?

malfet · 2024-03-21T14:31:57Z

does everything look good to you now?

@ajindal1 if CI is green, yes, but I guess you'll need to add the clang-tidy suppression comment on top of the change, but otherwise LGTM

aten/src/ATen/DLConvertor.h

malfet · 2024-03-21T14:57:34Z

@pytorchbot merge

pytorchmergebot · 2024-03-21T14:59:26Z

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malfet · 2024-03-21T17:49:30Z

@pytorchbot merge -i

pytorchmergebot · 2024-03-21T17:51:50Z

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pytorchmergebot · 2024-03-21T18:02:16Z

Merge failed

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malfet · 2024-03-21T18:03:03Z

@pytorchbbot merge -if "I've asked to ignore that failure, don't I?"

malfet · 2024-03-21T18:08:41Z

@pytorchbot merge -f "I've asked to ignore that failure, don't I?"

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malfet · 2024-04-03T17:24:10Z

@pytorchbot cherry-pick

pytorch-bot · 2024-04-03T17:24:13Z

❌ 🤖 pytorchbot command failed:

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usage: @pytorchbot cherry-pick --onto ONTO [--fixes FIXES] -c
                               {regression,critical,fixnewfeature,docs,release}

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malfet · 2024-04-03T17:24:32Z

@pytorchbot cherry-pick --onto release/2.3 --fixes "foobar" -c regression

Fixes breaking changes for ONNX Runtime Training. PR #121102 introduced incompatibility with ORT training because of change in parameter type. Creating a PR to add previous parameter types and verified that it works with ORT training. Error with current scenario: ``` site-packages/onnxruntime/training/ortmodule/torch_cpp_extensions/cpu/aten_op_executor/aten_op_executor.cc:60:40: error: invalid conversion from ‘const DLManagedTensor*’ to ‘DLManagedTensor*’ [-fpermissive] at::Tensor tensor = at::fromDLPack(dlpack); site-packages/torch/include/ATen/DLConvertor.h:15:46: note: initializing argument 1 of ‘at::Tensor at::fromDLPack(DLManagedTensor*)’ TORCH_API Tensor fromDLPack(DLManagedTensor* src); ``` Co-authored-by: Nikita Shulga <2453524+malfet@users.noreply.github.com> Pull Request resolved: #122000 Approved by: https://github.com/malfet (cherry picked from commit 765c3fc)

pytorchbot · 2024-04-03T17:29:14Z

Cherry picking #122000

The cherry pick PR is at #123271 and it is linked with issue foobar

Details for Dev Infra team

Raised by workflow job

Fixes breaking changes for ONNX Runtime Training. PR #121102 introduced incompatibility with ORT training because of change in parameter type. Creating a PR to add previous parameter types and verified that it works with ORT training. Error with current scenario: ``` site-packages/onnxruntime/training/ortmodule/torch_cpp_extensions/cpu/aten_op_executor/aten_op_executor.cc:60:40: error: invalid conversion from ‘const DLManagedTensor*’ to ‘DLManagedTensor*’ [-fpermissive] at::Tensor tensor = at::fromDLPack(dlpack); site-packages/torch/include/ATen/DLConvertor.h:15:46: note: initializing argument 1 of ‘at::Tensor at::fromDLPack(DLManagedTensor*)’ TORCH_API Tensor fromDLPack(DLManagedTensor* src); ``` Co-authored-by: Nikita Shulga <2453524+malfet@users.noreply.github.com> Pull Request resolved: #122000 Approved by: https://github.com/malfet (cherry picked from commit 765c3fc) Co-authored-by: Abhishek Jindal <abjindal@microsoft.com>

Fixes breaking changes for ONNX Runtime Training. PR #121102 introduced incompatibility with ORT training because of change in parameter type. Creating a PR to add previous parameter types and verified that it works with ORT training. Error with current scenario: ``` site-packages/onnxruntime/training/ortmodule/torch_cpp_extensions/cpu/aten_op_executor/aten_op_executor.cc:60:40: error: invalid conversion from ‘const DLManagedTensor*’ to ‘DLManagedTensor*’ [-fpermissive] at::Tensor tensor = at::fromDLPack(dlpack); site-packages/torch/include/ATen/DLConvertor.h:15:46: note: initializing argument 1 of ‘at::Tensor at::fromDLPack(DLManagedTensor*)’ TORCH_API Tensor fromDLPack(DLManagedTensor* src); ``` Co-authored-by: Nikita Shulga <2453524+malfet@users.noreply.github.com> Pull Request resolved: #122000 Approved by: https://github.com/malfet

ajindal1 · 2024-04-22T19:15:43Z

Validated with 2.3.

fix breaking changes for ort trainig

5d5c309

pytorchbot added the open source label Mar 15, 2024

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replace the code by const cast to use the existing code

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merge -i does not seem to work sometimes #122422

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fix breaking changes for ONNX Runtime Training #122000

fix breaking changes for ONNX Runtime Training #122000

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ajindal1 commented Apr 22, 2024

	TORCH_API Tensor fromDLPack(const DLManagedTensor* src);
	C10_DEPRECATED_MESSAGE("Please migrate to a non-const variant")
	inline Tensor fromDLPack(const DLManagedTensor* src) { return fromDLPack(const_cast< DLManagedTensor*>(src); }

fix breaking changes for ONNX Runtime Training #122000

fix breaking changes for ONNX Runtime Training #122000

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/122000

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Cherry picking #122000

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