[Inductor] Node Level provenance tracking #142739

yushangdi · 2024-12-10T22:16:52Z

Stack from ghstack (oldest at bottom):

-> [Inductor] Node Level provenance tracking #142739

use GraphTransformObserver + replace_node hooks to track node sources when they are replaced
add pre_grad_graph tracking to tlparse
add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing
change "action" of NodeSource from a single action to a list of actions.

Added a hook to graph module deepcopy, because if we deepcopied a gm within the context, the hooks are also copied over, and we need to remove the hook from the new deepcopied gm.

For example, if we have

        with GraphTransformObserver(gm, "test") as obs:
            gm2 = copy.deepcopy(gm)

We want to make sure that gm2._replace_hooks(and other hooks) is empty. If we do not explicitly remove the hooks on gm2, gm2 will contains the hooks copied from gm. Because gm has those hooks within the context, and obs only removes the hook from gm when exiting the context.

https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0

The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer.

Differential Revision: D65006709

cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv @voznesenskym @penguinwu @Guobing-Chen @XiaobingSuper @zhuhaozhe @blzheng @jiayisunx @ipiszy @yf225 @chenyang78 @kadeng @muchulee8 @ColinPeppler @amjames @desertfire @chauhang @aakhundov

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) [ghstack-poisoned]

pytorch-bot · 2024-12-10T22:16:55Z

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/142739

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❌ 3 New Failures, 1 Unrelated Failure

As of commit a9dcb4a with merge base f6488d8 ():

NEW FAILURES - The following jobs have failed:

BC Lint / bc_linter (gh)
Process completed with exit code 1.
pull / cuda12.4-py3.10-gcc9-sm75 / test (pr_time_benchmarks, 1, 1, linux.g4dn.metal.nvidia.gpu) (gh)
REGRESSION: benchmark ('basic_modules_ListOfLinears_inductor_gpu_force_shape_pad', 'compile_time_instruction_count') failed, actual result 19218158276 is 7.91% higher than expected 17810000000 ±+1.50% if this is an expected regression, please update the expected results.
trunk / macos-py3-arm64 / test (default, 2, 3, macos-m1-stable) (gh)
inductor/test_auto_functionalize.py::AutoFunctionalizeTests::test_alias

BROKEN TRUNK - The following job failed but were present on the merge base:

👉 Rebase onto the `viable/strict` branch to avoid these failures

pull / linux-focal-cuda12.4-py3.10-gcc9 / test (default, 3, 5, lf.linux.4xlarge.nvidia.gpu) (gh) (trunk failure)
inductor/test_compiled_autograd.py::TestDTensorCompileWithCompiledAutograd::test_dynamo_dtensor_from_local_dynamic_shapes

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facebook-github-bot · 2024-12-10T22:17:09Z

This pull request was exported from Phabricator. Differential Revision: D65006709

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

facebook-github-bot · 2024-12-11T01:37:40Z

This pull request was exported from Phabricator. Differential Revision: D65006709

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

Pull Request resolved: #142739 - use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. ghstack-source-id: 257580541 Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/)

facebook-github-bot · 2024-12-11T01:48:42Z

This pull request was exported from Phabricator. Differential Revision: D65006709

desertfire · 2024-12-16T17:29:01Z

@Chillee , should we move https://github.com/Chillee/compiler_explorer to core repo?

desertfire · 2024-12-16T17:18:02Z

torch/_inductor/compile_fx.py

-                    ),
+                    )
+                    + "# "
+                    + provenance_tracking_json,


I am not sure about the answer, but will changing the log here confuse tlparse?

I've tried it on tlparse, and tlparse will just have this additional comment line in the resulting post_grad_graph graph file.

I am not sure about the answer, but will changing the log here confuse tlparse?

@desertfire some update on this line: it's not confusing tlparse, but it does break some tests that test the content of inductor_post_grad_graph. So I'm removing this line. I'll make another PR that dump this json separately.

desertfire · 2024-12-16T17:28:22Z

torch/fx/passes/graph_transform_observer.py

        self.gm._unregister_erase_node_hook(self.on_node_erase)
+        self.gm._unregister_replace_node_hook(self.on_node_replace)
+
+        for node in self.gm.graph.nodes:


Why do we need the following explicit propagation here? Does it mean "node.meta" is still not properly maintained at some places?

Why do we need the following explicit propagation here? Does it mean "node.meta" is still not properly maintained at some places?

@desertfire
In some sense, yes. The node meta is simply copied over from the old node at the time of node creation or node replacement. So here we update the node meta.

An alternative is we change the create_node_hook and replace_node_hook so node meta is updated at the time of node creation/node replacement. (now we are just recording the node meta information in the hooks, and the node meta is explicitly propagated later. )

I would prefer doing the propagation eagerly than lazily, in case anything in the middle of a pass needs the most up-to-date information.

yushangdi · 2024-12-16T18:25:59Z

@Chillee , should we move https://github.com/Chillee/compiler_explorer to core repo?

FYI, @desertfire @Chillee I made a fork of Horace's repo here: https://github.com/yushangdi/compiler_explorer. Both me and Rachel are working on this forked repo now.

Chillee · 2024-12-16T18:33:13Z

@yushangdi I don't mind - I think it would make sense to move it eventually.

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

facebook-github-bot · 2024-12-19T18:42:22Z

This pull request was exported from Phabricator. Differential Revision: D65006709

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

Pull Request resolved: #142739 - use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. ghstack-source-id: 259051880 Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/)

facebook-github-bot · 2024-12-20T03:38:07Z

This pull request was exported from Phabricator. Differential Revision: D65006709

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. Added a hook to graph module deepcopy, because if we deepcopied a gm within the context, the hooks are also copied over, and we need to remove the hook from the new deepcopied gm. For example, if we have ``` with GraphTransformObserver(gm, "test") as obs: gm2 = copy.deepcopy(gm) ``` We want to make sure that `gm2._replace_hooks`(and other hooks) is empty. If we do not explicitly remove the hooks on gm2, gm2 will contains the hooks copied from gm. Because gm has those hooks within the context, and `obs` only removes the hook from `gm` when exiting the context. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

facebook-github-bot · 2024-12-20T21:58:03Z

This pull request was exported from Phabricator. Differential Revision: D65006709

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. Added a hook to graph module deepcopy, because if we deepcopied a gm within the context, the hooks are also copied over, and we need to remove the hook from the new deepcopied gm. For example, if we have ``` with GraphTransformObserver(gm, "test") as obs: gm2 = copy.deepcopy(gm) ``` We want to make sure that `gm2._replace_hooks`(and other hooks) is empty. If we do not explicitly remove the hooks on gm2, gm2 will contains the hooks copied from gm. Because gm has those hooks within the context, and `obs` only removes the hook from `gm` when exiting the context. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

facebook-github-bot · 2024-12-20T22:56:53Z

This pull request was exported from Phabricator. Differential Revision: D65006709

Pull Request resolved: #142739 - use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. ghstack-source-id: 259194152 Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/)

desertfire

LGTM. cc @bdhirsh to see if he has more comments on the fx part

- use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. Added a hook to graph module deepcopy, because if we deepcopied a gm within the context, the hooks are also copied over, and we need to remove the hook from the new deepcopied gm. For example, if we have ``` with GraphTransformObserver(gm, "test") as obs: gm2 = copy.deepcopy(gm) ``` We want to make sure that `gm2._replace_hooks`(and other hooks) is empty. If we do not explicitly remove the hooks on gm2, gm2 will contains the hooks copied from gm. Because gm has those hooks within the context, and `obs` only removes the hook from `gm` when exiting the context. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/) cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv voznesenskym penguinwu Guobing-Chen XiaobingSuper zhuhaozhe blzheng jiayisunx ipiszy yf225 chenyang78 kadeng muchulee8 ColinPeppler amjames desertfire chauhang aakhundov [ghstack-poisoned]

Pull Request resolved: #142739 - use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. ghstack-source-id: 260390519 Differential Revision: [D65006709](https://our.internmc.facebook.com/intern/diff/D65006709/)

linux-foundation-easycla · 2025-01-06T19:42:48Z

✅ login: yushangdi / name: Shangdi Yu (0968982, db311a5, eb3ad2e, ae6b3ef, ab6e630, 0b9d1b8, b569c9c)
❌ The email address for the commit (a9dcb4a) is not linked to the GitHub account, preventing the EasyCLA check. Consult this Help Article and GitHub Help to resolve. (To view the commit's email address, add .patch at the end of this PR page's URL.) For further assistance with EasyCLA, please submit a support request ticket.

facebook-github-bot · 2025-01-06T19:42:56Z

This pull request was exported from Phabricator. Differential Revision: D65006709

Summary: - use GraphTransformObserver + replace_node hooks to track node sources when they are replaced - add pre_grad_graph tracking to tlparse - add the node provenance information to post_grad_graph tlparse. This is for the frontend to create a mapping between pre_grad and post_grad graph. See an example frontend (this is just a prototype) here: https://drive.google.com/file/d/1cMHH_0y4FJUSS9tATwGQvA72O0Lth8eh/view?usp=sharing - change "action" of NodeSource from a single action to a list of actions. https://docs.google.com/document/d/1dGh9myqNhywmbfP0Quzx_f04bghDFlj8cawj8MopiO8/edit?tab=t.0 The front-end code that takes in the tlparse result is in https://github.com/yushangdi/compiler_explorer. ghstack-source-id: 260390519 Test Plan: ``` buck2 run mode/dev-nosan fbcode//caffe2/test:fx -- -r test_graph_transform_observer buck run mode/dev-nosan fbcode//caffe2/test:fx -- -r node_source buck run mode/dev-nosan fbcode//caffe2/test:fx -- -r graph_provenance ``` Front-end example screenshots on a real model, 93% coverage rate between pre_grad_graph and post_grad_graph {F1973584210}{F1973584209} ``` buck2 build --show-output mode/opt -c=python.package_style=inplace -c fbcode.enable_gpu_sections=true -c fbcode.platform=platform010 -c fbcode.split-dwarf=true -c fbcode.nvcc_arch=a100,h100 caffe2/torch/fb/model_transform/experimental/benchmark:mts_gpu_benchmark MODEL_ENTITY_ID=644688112 SNAPSHOT_ID=32 MODULE=merge TORCH_COMPILE_DEBUG=1 CUDA_VISIBLE_DEVICES=7 TORCH_LOGS="+inductor,+schedule,output_code,graph_code" TORCHINDUCTOR_MAX_AUTOTUNE=1 TORCHINDUCTOR_UNIQUE_KERNEL_NAMES=1 ../buck-out/v2/gen/fbcode/ec86b05dd59e84db/caffe2/torch/fb/model_transform/experimental/benchmark/__mts_gpu_benchmark__/mts_gpu_benchmark.par --local-model /home/bahuang/models/${MODEL_ENTITY_ID}/${SNAPSHOT_ID}/gpu_lowering/input.predictor.disagg.gpu.merge --lower-backend AOT_INDUCTOR_EP --gpu-trace --aot-inductor-config="{'max_autotune': True}" buck2 run mode/dev-nosan fbcode//caffe2/test/inductor:auto_functionalize ``` Differential Revision: D65006709

yushangdi · 2025-01-09T17:49:22Z

close. The updated PR in #144277

pytorch-bot bot added ciflow/inductor module: inductor release notes: fx release notes category labels Dec 10, 2024

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yushangdi mentioned this pull request Dec 10, 2024

Add "inductor_pre_grad_graph" logging #142717

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yushangdi requested a review from desertfire December 10, 2024 22:17

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yushangdi deleted the gh/yushangdi/2/head branch January 9, 2025 17:49

[Inductor] Node Level provenance tracking #142739

[Inductor] Node Level provenance tracking #142739

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yushangdi commented Dec 10, 2024 •

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yushangdi Dec 16, 2024 •

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