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[ExecuTorch][WebGPU] permute_copy op test suite (cases.py op-test framework)#20397

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JulianCloudNTH merged 6 commits into
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Jun 26, 2026
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[ExecuTorch][WebGPU] permute_copy op test suite (cases.py op-test framework)#20397
JulianCloudNTH merged 6 commits into
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@JulianCloudNTH JulianCloudNTH commented Jun 18, 2026

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Stack from ghstack (oldest at bottom):

Registers aten.permute_copy.default in the cases.py op-test framework: a _permute_suite of 4 configs (3D rotation, 4D middle-dim transpose, 2D transpose, full 4D shuffle) that generate_op_tests exports via VulkanPartitioner and compares to a torch golden on Dawn. Also adds test/ops/permute/test_permute.py (PermuteModule + CONFIGS + _op_delegated smoke test) and the aten.permute_copy.default partitioner-allowlist entry in tester.py.
@exported-using-ghexport

Differential Revision: D108793156

Differential Revision: D108793156

[ghstack-poisoned]
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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/20397

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

❌ 2 New Failures, 2 Pending, 2 Unrelated Failures

As of commit 53062a4 with merge base e03f777 (image):

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

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Claude finished @JulianCloudNTH's task in 1m 49s —— View job


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Reviewed against the sibling op-test files (slice, select, squeeze, unsqueeze) and test_suite.py / cases.py. This is a clean, consistent addition that follows the established framework conventions. No blocking issues.

Strengths

  • The cases.py suite mirrors _squeeze_suite/_unsqueeze_suite exactly (construct kwarg + golden_dtype="float32" with the correct "fp64 bit-identical" rationale). Good fit.
  • test_permute.py adds an extra _op_delegated assertion that the slice/select/squeeze tests lack — verifying the op is absorbed into the delegate rather than left as a top-level CPU-fallback node. That's a stronger guarantee than the siblings; nice.
  • tester.py allowlist entry is in the right place and matches the edge op overload (permute_copy.default).
  • Deterministic seeded input (_det_input) is consistent with the rest of the directory.

Minor notes (non-blocking)

  1. test_golden_matches_eager is effectively a tautology (test_permute.py:79-84). The LHS PermuteModule(perm)(x) is torch.permute(x, perm).contiguous() and the RHS is the identical expression, so the assertion can never fail. This matches the sibling convention exactly (SliceModule(fn)(x) vs fn(x) is the same shape), and the real numeric verification happens in the generated op-test against the Dawn golden — so this is consistent, just worth being aware it isn't adding independent coverage.

  2. .contiguous() in PermuteModule.forward (test_permute.py:34) — the edge permute_copy already materializes, so the trailing .contiguous() is likely redundant. Harmless, but the siblings (SliceModule/SelectModule) don't add it, so it's a small inconsistency. Fine to leave if it was intentional (e.g. to pin the output layout).

  3. Extra blank line in the import block (cases.py:37) between the mul and permute imports. The surrounding import groups are inconsistently spaced already, but worth confirming lintrunner -a (usort/black) leaves this as-is before merge.

  4. _op_delegated iterates all graph nodes including placeholder/output/get_attr; getattr(n, "target", "") is safe for those (returns a non-"permute" value), so the substring check is correct — just relies on no benign node carrying "permute" in its target string, which holds here.

Overall: LGTM. The only thing I'd actually verify before merge is lintrunner -a on the import block (note 3).
· branch gh/JulianCloudNTH/46/head

[ghstack-poisoned]
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[ghstack-poisoned]
[ghstack-poisoned]
[ghstack-poisoned]
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* #20394
* #20393
* #20392
* #20391
* #20390
* #20363
* __->__ #20362
* #20361
* #20360
* #20359



Adds `aten.select_copy.int` to the WebGPU delegate as a gather: picks a
fixed index along one dim, producing an output of rank (input rank - 1).

Composition (single dispatch):
- `select/Select.cpp` — reads `[self, dim, index, out]` (static `Int`
via `read_scalar`; throws on dynamic `SymInt`), normalizes +
bounds-checks dim/index, builds 2 `TensorMeta` UBOs + a
`SelectParams{dim,index}`, fp32 guard, 1D-dispatch over `numel`,
releases uniforms after the bind group.
- `select/select.wgsl` — seeds the input offset with `index *
in.strides[dim]`, delinearizes the output index, maps each out dim to
its in dim (shifted past the selected dim), relinearizes on input
strides.
@exported-using-ghexport

Differential Revision:
[D108793166](https://our.internmc.facebook.com/intern/diff/D108793166/)

Differential Revision:
[D108793166](https://our.internmc.facebook.com/intern/diff/D108793166)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
…ework) (#20363)

Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* #20394
* #20393
* #20392
* #20391
* #20390
* __->__ #20363
* #20362
* #20361
* #20360
* #20359



Registers `aten.select_copy.int` in the `cases.py` op-test framework: a
`_select_suite` of 4 configs (leading/middle/last dim + negative index)
that `generate_op_tests` exports and compares to a torch golden on Dawn.
Also adds `test/ops/select/test_select.py` (`SelectModule` + `CONFIGS` +
an export-delegation/eager smoke test) and the `aten.select_copy.int`
partitioner-allowlist entry in `tester.py`.
@exported-using-ghexport

Differential Revision:
[D108793161](https://our.internmc.facebook.com/intern/diff/D108793161/)

Differential Revision:
[D108793161](https://our.internmc.facebook.com/intern/diff/D108793161)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* #20394
* #20393
* #20392
* #20391
* __->__ #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Adds `aten.sigmoid.default` to the WebGPU delegate: element-wise
`1/(1+exp(-x))` over a flat fp32 buffer. On the Llama critical path
(`F.silu` -> `sigmoid` + `mul`).

Composition (single dispatch):
- `sigmoid/UnaryOp.cpp` — binds input (storage, read-only) + output
(storage) + a `Params{num_elements}` uniform, 1D-dispatches over
`num_elements` with `override wg_size` (clamped to the device limit);
mirrors the `add` op (uniform mapped-at-creation, released after the
bind group).
- `sigmoid/sigmoid.wgsl` — guards `idx >= num_elements` and writes the
logistic of each element.
@exported-using-ghexport

Differential Revision:
[D108793157](https://our.internmc.facebook.com/intern/diff/D108793157/)

Differential Revision:
[D108793157](https://our.internmc.facebook.com/intern/diff/D108793157)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
…k) (#20391)

Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* #20394
* #20393
* #20392
* __->__ #20391
* #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Registers `aten.sigmoid.default` in the `cases.py` op-test framework: a
`_sigmoid_suite` (hard-coded shapes + a saturation case over a
`linspace(-12, 12)` input) that `generate_op_tests` exports and compares
to an fp64 torch golden on Dawn. Also adds
`test/ops/sigmoid/test_sigmoid.py` (`SigmoidModule` + `N` + `_det_input`
+ an export-delegation/eager smoke test) and the `aten.sigmoid.default`
partitioner-allowlist entry in `tester.py`.
@exported-using-ghexport

Differential Revision:
[D108793159](https://our.internmc.facebook.com/intern/diff/D108793159/)

Differential Revision:
[D108793159](https://our.internmc.facebook.com/intern/diff/D108793159)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
…20392)

Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* #20394
* #20393
* __->__ #20392
* #20391
* #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Adds `aten.squeeze_copy.dims` and `aten.unsqueeze_copy.default` to the
WebGPU delegate. Both are numel-preserving shape ops; on a dense
row-major buffer backend they are the same flat copy as `view_copy` —
only the shape metadata differs (mirrors the Vulkan delegate, which
routes both through `add_view_copy_node`).

Composition (no new kernel):
- `squeeze/Squeeze.cpp` — reads `args = [self, dims, out]`, ignores the
AOT-fixed `dims`, calls `add_flat_copy(graph, in, out)` from
`runtime/ops/view_copy/view_copy.h`.
- `unsqueeze/Unsqueeze.cpp` — reads `args = [self, dim, out]`, ignores
the AOT-fixed `dim`, calls `add_flat_copy(graph, in, out)`.
@exported-using-ghexport

Differential Revision:
[D108793153](https://our.internmc.facebook.com/intern/diff/D108793153/)

Differential Revision:
[D108793153](https://our.internmc.facebook.com/intern/diff/D108793153)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
….py op-test framework) (#20393)

Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* #20394
* __->__ #20393
* #20392
* #20391
* #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Registers `aten.squeeze_copy.dims` and `aten.unsqueeze_copy.default` in
the `cases.py` op-test framework: a `_squeeze_suite` of 3 configs
(squeeze leading/middle/multiple size-1 dims) and a `_unsqueeze_suite`
of 3 configs (insert dim at front/middle/last) that `generate_op_tests`
exports via `VulkanPartitioner` and compares to a torch golden on Dawn.
Also adds `test/ops/squeeze/test_squeeze.py` (`SqueezeModule` +
`CONFIGS` + `_op_delegated` smoke test),
`test/ops/unsqueeze/test_unsqueeze.py` (`UnsqueezeModule` + `CONFIGS` +
`_op_delegated` smoke test), and the two partitioner-allowlist entries
in `tester.py`.
@exported-using-ghexport

Differential Revision:
[D108793152](https://our.internmc.facebook.com/intern/diff/D108793152/)

Differential Revision:
[D108793152](https://our.internmc.facebook.com/intern/diff/D108793152)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* #20395
* __->__ #20394
* #20393
* #20392
* #20391
* #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Adds `aten.slice_copy.Tensor` to the WebGPU delegate as a gather: each
output element is mapped back to its source input element along the
sliced dim via `start + coord * step`.

Composition (single compute dispatch):
- `runtime/ops/slice/Slice.cpp` — reads `args = [self, dim, start, end,
step, out]` via `read_scalar` (static `Int`/`Null`-sentinel default;
throws on dynamic `SymInt`); normalizes negative `dim`/`start`, clamps
`start` to `[0, in_size]`; builds two `TensorMeta` UBOs + a
`SliceParams{dim, start, step}` uniform; guards fp32; dispatches over
`compute_1d_workgroup_count(out.numel)` with `override wg_size`;
releases all uniforms after the bind group.
- `runtime/ops/slice/slice.wgsl` — delinearizes the output index over
the contiguous output strides, maps the sliced-dim coordinate back to
the input (`start + coord*step`), relinearizes over the input strides.
@exported-using-ghexport

Differential Revision:
[D108793168](https://our.internmc.facebook.com/intern/diff/D108793168/)

Differential Revision:
[D108793168](https://our.internmc.facebook.com/intern/diff/D108793168)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
…work) (#20395)

Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* #20396
* __->__ #20395
* #20394
* #20393
* #20392
* #20391
* #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Registers `aten.slice_copy.Tensor` in the `cases.py` op-test framework:
a `_slice_suite` of 4 configs (leading-dim slice `[:,1:5]`, last-dim
slice `[...,1:3]`, step-2 `[:,0:8:2]`, negative-end `[:,1:-1]`) that
`generate_op_tests` exports via `VulkanPartitioner` and compares to a
torch golden on Dawn. Also adds `test/ops/slice/test_slice.py`
(`SliceModule` + `CONFIGS` + export-delegation/eager smoke test) and the
`aten.slice_copy.Tensor` partitioner-allowlist entry in `tester.py`.
@exported-using-ghexport

Differential Revision:
[D108793151](https://our.internmc.facebook.com/intern/diff/D108793151/)

Differential Revision:
[D108793151](https://our.internmc.facebook.com/intern/diff/D108793151)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
…ermute_copy.default) (#20396)

Stack from [ghstack](https://github.com/ezyang/ghstack/tree/0.15.0)
(oldest at bottom):
* #20465
* #20464
* #20463
* #20435
* #20399
* #20398
* #20397
* __->__ #20396
* #20395
* #20394
* #20393
* #20392
* #20391
* #20390
* #20363
* #20362
* #20361
* #20360
* #20359



Adds `aten.permute_copy.default` (a coordinate-reorder gather) to the
WebGPU delegate, and the `IntList` graph value type it needs to read its
`dims` argument.

Composition:
- `runtime/WebGPUGraph.{h,cpp}` — adds `ValueType::IntList` backed by
`std::vector<std::vector<int64_t>> int_lists_` + `get_int_list(int)`;
`build()` deserializes `vkgraph::GraphTypes::IntList` via
`value_as_IntList()->items()` (int64, matching the FlatBuffer `[long]`);
mirrors the existing scalar value plumbing.
- `runtime/ops/permute/Permute.cpp` — reads the permutation via
`get_int_list`, normalizes negative dims, validates it is a permutation
of `[0, ndim)`, builds two `TensorMeta` UBOs + a `PermuteParams{perm:
vec4<u32>}` uniform, guards fp32 + rank≤4, dispatches over
`compute_1d_workgroup_count(out.numel)` with `override wg_size`;
releases all uniforms after the bind group.
- `runtime/ops/permute/permute.wgsl` — delinearizes the output index
over the contiguous output strides, reads `input` at
`in.strides[perm[d]]` per dim (mirrors Vulkan `permute_buffer.glsl`).
- Registers both `aten.permute_copy.default` and `aten.permute.default`
to the same handler.
@exported-using-ghexport

Differential Revision:
[D108793162](https://our.internmc.facebook.com/intern/diff/D108793162/)

Differential Revision:
[D108793162](https://our.internmc.facebook.com/intern/diff/D108793162)
@JulianCloudNTH JulianCloudNTH merged commit 5668635 into gh/JulianCloudNTH/46/base Jun 26, 2026
178 of 183 checks passed
@JulianCloudNTH JulianCloudNTH deleted the gh/JulianCloudNTH/46/head branch June 26, 2026 17:20
JulianCloudNTH added a commit to JulianCloudNTH/executorch that referenced this pull request Jun 26, 2026
…mework)

Pull Request resolved: pytorch#20397

Registers `aten.permute_copy.default` in the `cases.py` op-test framework: a `_permute_suite` of 4 configs (3D rotation, 4D middle-dim transpose, 2D transpose, full 4D shuffle) that `generate_op_tests` exports via `VulkanPartitioner` and compares to a torch golden on Dawn. Also adds `test/ops/permute/test_permute.py` (`PermuteModule` + `CONFIGS` + `_op_delegated` smoke test) and the `aten.permute_copy.default` partitioner-allowlist entry in `tester.py`.
ghstack-source-id: 397026550
@exported-using-ghexport

Differential Revision: [D108793156](https://our.internmc.facebook.com/intern/diff/D108793156/)
JulianCloudNTH added a commit that referenced this pull request Jun 26, 2026
### Summary
Manual merge of four WebGPU-delegate op PRs that landed internally but
could not auto-merge
to `main`. These are stacked ghstack PRs — when the lower PRs in the
stack merged, their head
branches were deleted and these four PRs' base branches were orphaned,
so the orig-PR
proposer failed with `422 base invalid`. This PR re-lands the same four
commits (identical
content to the originals, flat test layout) as a clean stack on top of
current `main`:

- [#20394](#20394) — Add
`slice_copy` op
  (`aten.slice_copy.Tensor`)
- [#20395](#20395) —
`slice_copy` op test suite
  (cases.py op-test framework)
- [#20396](#20396) — Add
`permute_copy` + `IntList`
  graph support (`aten.permute_copy.default`)
- [#20397](#20397) —
`permute_copy` op test suite
  (cases.py op-test framework)

  ### Test plan
Each op ships with its `cases.py` op-test suite (exported via
`VulkanPartitioner`, compared
to a torch golden on Dawn) plus an export-delegation smoke test,
exercised by the WebGPU
op-test CI (`etvk-*`). Verified internally; content is identical to the
original four PRs.
  
  @diff-train-skip-merge
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