[ExecuTorch][WebGPU] Add permute_copy + IntList graph support (aten.permute_copy.default) by JulianCloudNTH · Pull Request #20396 · pytorch/executorch

JulianCloudNTH · 2026-06-18T21:35:50Z

Stack from ghstack (oldest at bottom):

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

[ghstack-poisoned]

pytorch-bot · 2026-06-18T21:35:54Z

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github-actions · 2026-06-18T21:36:31Z

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JulianCloudNTH · 2026-06-18T21:54:22Z

@claude review

claude · 2026-06-18T21:55:03Z

Claude finished @JulianCloudNTH's task in 3m 11s —— View job

Code Review — PR #20396: permute_copy + IntList graph support

Overall this is a clean, well-scoped addition that faithfully mirrors the existing per-op pattern (Slice.cpp) and the Vulkan permute_buffer.glsl reference. The IntList plumbing matches the FlatBuffer [long] schema (schema/program.fbs:193-195, Vulkan schema.fbs:88-89) and the existing scalar-value conventions. I verified the WGSL gather math, the bounds/validation logic, and the uniform/bind-group lifetime. A few notes below — nothing blocking.

Correctness ✅

Gather math is correct. For output coord d, in_bufi += coord * in_strides[perm[d]] correctly maps output dim d to input dim dims[d] (PyTorch permute semantics: out.shape[d] == in.shape[dims[d]]). Output delinearization over contiguous out_meta.strides is sound since the AOT output is contiguous.
No division-by-zero in the shader. out_meta.strides[d] for d < ndim is always ≥1 with contiguous strides; an empty tensor (numel == 0) dispatches 0 workgroups.
No OOB on the fixed-size arrays. perm[]/seen[] are sized kTensorMetaMaxNdim (4) and the ndim > 4 guard (Permute.cpp:62) runs before the indexing loop. The permutation-validity check (negative-dim normalize + seen[] dup detection) is correct.
fp32 + rank≤4 guards are present and consistent with Slice.cpp.

Suggestions (non-blocking)

Missing op test. Every other buffer op under backends/webgpu/test/ops/ (slice, squeeze, unsqueeze, select, view_copy, …) ships a test module, but there's no test/ops/permute/. Since permute has nontrivial index math, a correctness test across a few rank-2/3/4 permutations (including negative dims and identity) would be valuable and would also exercise the new IntList deserialization path. Add a permute op test →
Significant boilerplate duplication with Slice.cpp. Permute.cpp:111-187 (shader module → bind-group-layout → pipeline → bind-group → dispatch → release) is ~95% identical to Slice.cpp:106-182, differing only in the params struct and WGSL constant. This is a pre-existing pattern across ops, so following it here is reasonable — but the duplication is now large enough that a small shared helper (e.g. "build a 1-storage-in / 1-storage-out / N-uniform pipeline+dispatch") would pay off across the growing op set. Out of scope for this PR; flagging for the backend maintainers.
kPermuteWorkgroupSizeY / kPermuteWorkgroupSizeZ are unused (permute_wgsl.h:57-58). These appear to be emitted by the WGSL codegen for all shaders, so this matches the generated-header convention and is fine — just noting they're dead for this 1-D dispatch.
Redundant rank guard. fill_tensor_meta (TensorMeta.h:42-44) already throws on ndim > 4, so the explicit check at Permute.cpp:62-64 is belt-and-suspenders. Harmless, and arguably clearer since it guards the array writes directly.

Verified

WGSL SHA d34f5973…00197 matches the embedded value in permute_wgsl.h:16 (generated header is in sync with the .wgsl source). ✅
IntList enum addition and int_lists_ resize in build() correctly mirror the other value types. ✅
· branch gh/JulianCloudNTH/45/head

[ghstack-poisoned]

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)

…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)

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)

…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)

…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)

….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)

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)

…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)

…mework) (#20397) 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.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](https://our.internmc.facebook.com/intern/diff/D108793156/) Differential Revision: [D108793156](https://our.internmc.facebook.com/intern/diff/D108793156)

…ermute_copy.default) Pull Request resolved: pytorch#20396 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. ghstack-source-id: 397026548 @exported-using-ghexport Differential Revision: [D108793162](https://our.internmc.facebook.com/intern/diff/D108793162/)

### 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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Manual merge of PRs #20394–#20397 (slice_copy + permute_copy) #20550

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[ExecuTorch][WebGPU] Add permute_copy + IntList graph support (aten.permute_copy.default)#20396

[ExecuTorch][WebGPU] Add permute_copy + IntList graph support (aten.permute_copy.default)#20396
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