Save external constant tensors to custom filename - #15862

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meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747

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@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

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This PR needs a release notes: label

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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Save external constant tensors to custom filename - #15862

Merged
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747

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@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

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This PR needs a release notes: label

If your change should be included in the release notes (i.e. would users of this library care about this change?), please use a label starting with release notes:. This helps us keep track and include your important work in the next release notes.

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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Skip to content

Save external constant tensors to custom filename - #15862

Merged
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747

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@lucylq

@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

This comment was automatically generated by Dr. CI and updates every 15 minutes.

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This PR needs a release notes: label

If your change should be included in the release notes (i.e. would users of this library care about this change?), please use a label starting with release notes:. This helps us keep track and include your important work in the next release notes.

To add a label, you can comment to pytorchbot, for example
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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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Save external constant tensors to custom filename - #15862

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lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
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lucylq:export-D87280747

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@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

This comment was automatically generated by Dr. CI and updates every 15 minutes.

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This PR needs a release notes: label

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links"); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + '
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Save external constant tensors to custom filename - #15862

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meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
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lucylq:export-D87280747

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@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

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This PR needs a release notes: label

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

Save external constant tensors to custom filename - #15862

Merged
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747

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@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

This comment was automatically generated by Dr. CI and updates every 15 minutes.

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This PR needs a release notes: label

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers"); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

Save external constant tensors to custom filename - #15862

Merged
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747

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@lucylq

@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

CANCELLED JOB - The following job was cancelled. Please retry:

FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

This comment was automatically generated by Dr. CI and updates every 15 minutes.

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This PR needs a release notes: label

If your change should be included in the release notes (i.e. would users of this library care about this change?), please use a label starting with release notes:. This helps us keep track and include your important work in the next release notes.

To add a label, you can comment to pytorchbot, for example
@pytorchbot label "release notes: none"

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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Save external constant tensors to custom filename - #15862

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meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747
Nov 21, 2025
Merged

Save external constant tensors to custom filename#15862
meta-codesync[bot] merged 1 commit into
pytorch:mainfrom
lucylq:export-D87280747

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@lucylqlucylq commented Nov 18, 2025

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Summary: Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to.
The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.

Differential Revision: D87280747

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/15862

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

❌ 3 New Failures, 1 Cancelled Job, 3 Unrelated Failures

As of commit 96efb61 with merge base d2c011e (image):

NEW FAILURES - The following jobs have failed:

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FLAKY - The following jobs failed but were likely due to flakiness present on trunk:

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@meta-clameta-claBot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Nov 18, 2025
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@lucylq has exported this pull request. If you are a Meta employee, you can view the originating Diff in D87280747.

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Pull Request Overview

This PR adds support for customizing external constant tensor storage by allowing a Callable option in the ExecutorchBackendConfig.external_constants field. Previously, this field only accepted a boolean value to determine whether all constants should be externalized. Now it can also accept a function that determines which constants to externalize and which filename to use for storage.

Key changes:

  • Extended external_constants to accept either bool or Callable[[torch.fx.Node], Optional[str]]
  • Updated the conditional logic in to_executorch() to handle both bool and callable cases
  • Added test coverage for the custom callable scenario

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.

FileDescription
exir/capture/_config.pyExtended type annotation and documentation for external_constants to support Callable option
exir/program/_program.pyUpdated conditional logic to handle both bool and callable external_constants values
exir/emit/test/test_emit.pyAdded test case for custom callable external_constants behavior

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Comment threadexir/program/_program.py Outdated
Comment threadexir/capture/_config.py Outdated
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 18, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Differential Revision: D87280747
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747
lucylq added a commit to lucylq/executorch-1 that referenced this pull request Nov 20, 2025
Summary:
Adding a Callable option in the config, so we can customize the nodes to save, and the filenames to save to. The pass is applied in _program.py, it's hard to do this on the eager model (like we do with delegates) as we have to run the pass after SpecPropPass.
Reviewed By: ethansfng
Differential Revision: D87280747

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Review automatically exported from Phabricator review in Meta.

@meta-codesync
meta-codesyncBot merged commit 17744b7 into pytorch:mainNov 21, 2025
146 of 154 checks passed
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Differential Revision: D87280747
Pull Request resolved: pytorch#15862
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