aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

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@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

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Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

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2 participants

@larryliu0820@manuelcandales
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
Skip to content

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

Copy link
Copy Markdown
Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
Copy Markdown

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

Labels

CLA SignedThis label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed.release notes: desktopfor desktop/laptop workstream

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants

@larryliu0820@manuelcandales
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix"); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

Copy link
Copy Markdown
Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
Copy Markdown

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
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@larryliu0820@manuelcandales
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms"); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
Skip to content

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

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Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

Labels

CLA SignedThis label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed.release notes: desktopfor desktop/laptop workstream

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Development

Successfully merging this pull request may close these issues.

2 participants

@larryliu0820@manuelcandales
, '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" + '
Skip to content

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

Copy link
Copy Markdown
Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
Copy Markdown

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

Labels

CLA SignedThis label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed.release notes: desktopfor desktop/laptop workstream

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants

@larryliu0820@manuelcandales
, '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

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

Copy link
Copy Markdown
Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
Copy Markdown

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

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2 participants

@larryliu0820@manuelcandales
, '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

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

Copy link
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Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

Labels

CLA SignedThis label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed.release notes: desktopfor desktop/laptop workstream

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants

@larryliu0820@manuelcandales
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode"); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
Skip to content

aoti_torch__reinterpret_tensor - #14688

Merged
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head
Sep 30, 2025
Merged

aoti_torch__reinterpret_tensor#14688
larryliu0820 merged 5 commits into
mainfrom
gh/larryliu0820/78/head

Conversation

@larryliu0820

@larryliu0820larryliu0820 commented Sep 30, 2025

Copy link
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Contributor

Stack from ghstack (oldest at bottom):

Summary:

Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.

Reviewed By:

Differential Revision:

Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting tensors created during cuda backend inference.
Reviewed By:
[ghstack-poisoned]
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created by aoti_torch_create_tensor_from_blob_v2 will not have the control of the memory blob. Therefore when we delete it, the memory will not be freed.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor view that reinterprets the same underlying memory with custom shape and strides.
Reviewed By:
Differential Revision:
[ghstack-poisoned]
@pytorch-bot

pytorch-botBot commented Sep 30, 2025

Copy link
Copy Markdown

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/14688

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

❌ 1 New Failure, 27 Pending, 1 Unrelated Failure

As of commit b4adeda with merge base 44972ad (image):

NEW FAILURE - The following job has failed:

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

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

@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 Sep 30, 2025
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* #14687
* __->__ #14686
Summary:
This diff introduce `aoti_torch_delete_tensor_object` for deleting
tensors created during cuda backend inference.
Reviewed By:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14687
* #14686
Summary:
This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* #14689
* #14688
* __->__ #14700
* #14686
Summary:
This is a manual cherry pick of #14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
@larryliu0820
larryliu0820 changed the base branch from gh/larryliu0820/78/base to mainSeptember 30, 2025 19:34
@larryliu0820larryliu0820 added the release notes: desktop for desktop/laptop workstream label Sep 30, 2025
@larryliu0820
larryliu0820 merged commit 696bf19 into mainSep 30, 2025
127 of 129 checks passed
@larryliu0820
larryliu0820 deleted the gh/larryliu0820/78/head branch September 30, 2025 21:06
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* #14690
* __->__ #14689
* #14688
* #14687
* #14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
larryliu0820 added a commit that referenced this pull request Sep 30, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ #14690
* #14689
* #14688
* #14687
* #14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* pytorch#14688
* __->__ pytorch#14700
* pytorch#14686
Summary:
This is a manual cherry pick of pytorch#14687 This function introduce aoti_torch_create_tensor_from_blob_v2, a
function that create tensor from data blob and custom stride and size.
Worth to notice that unlike aoti_torch_empty_strided, the tensor created
by aoti_torch_create_tensor_from_blob_v2 will not have the control of
the memory blob. Therefore when we delete it, the memory will not be
freed.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* pytorch#14689
* __->__ pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
Introduced aoti_torch__reinterpret_tensor, which creates a new tensor
view that reinterprets the same underlying memory with custom shape and
strides.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* pytorch#14690
* __->__ pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
This diff introduce `aoti_torch_copy_`, the function for copying tensor
inside cuda backend.
Right now it only support copy between tensors with same dtype.
Reviewed By:
Differential Revision:
jirioc pushed a commit to nxp-upstream/executorch that referenced this pull request Dec 19, 2025
)
Stack from [ghstack](https://github.com/ezyang/ghstack) (oldest at
bottom):
* __->__ pytorch#14690
* pytorch#14689
* pytorch#14688
* pytorch#14687
* pytorch#14686
Summary:
this is a comprehensive update to use ET_CHECK macro to replace original
if..else check for better follow et's law
Reviewed By:
Differential Revision:
Sign up for freeto join this conversation on GitHub. Already have an account? Sign in to comment

Labels

CLA SignedThis label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed.release notes: desktopfor desktop/laptop workstream

Projects

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Development

Successfully merging this pull request may close these issues.

2 participants

@larryliu0820@manuelcandales