[ExecuTorch][WebGPU] Add clone op (aten.clone.default)#20568
Merged
JulianCloudNTH merged 3 commits intoJun 27, 2026
Conversation
Pull Request resolved: #20463 `aten.clone.default` is a pure flat copy on the buffer-only WebGPU backend, identical to `view_copy`: `clone_impl` reuses the existing `add_flat_copy` helper (`output[i] = input[i]`) and registers a handler under `aten.clone.default`. No new shader, generated WGSL header, or CMake source — it shares the `view_copy` flat-copy compute pipeline. Required for end-to-end Llama 3.2 1B (4-bit, KV cache): the exported model serializes 2 `aten.clone.default` ops into its runtime operator chain (the RoPE-frequency clones reused across all 16 transformer layers), so without a handler the partition graph-breaks at those nodes. Mirrors the Vulkan delegate, which registers the same op and routes a buffer clone to a flat view-copy. ghstack-source-id: 397534700 @exported-using-ghexport @diff-train-skip-merge Differential Revision: [D109477717](https://our.internmc.facebook.com/intern/diff/D109477717/)
🔗 Helpful Links🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/20568
Note: Links to docs will display an error until the docs builds have been completed. This comment was automatically generated by Dr. CI and updates every 15 minutes. |
Pull Request resolved: #20464 Adds the WebGPU delegate handler for aten.index.Tensor, the 1D-self advanced-index gather out[i] = self[index[i]] (output shape == index shape). This is the form the VulkanPartitioner delegates -- it requires a 1D self and exactly one non-None index (op_registry.py); 2D mask/freqs gathers stay on CPU. It mirrors the Vulkan delegate's index_tensor op (IndexTensor.cpp + index_tensor_buffer.glsl) as a single compute dispatch over the output elements, each reading the int32 index and gathering the corresponding fp32 self element. The op is composed as: - index.wgsl: one workgroup-strided pass, out[i] = self[u32(index[i])], guarded by a numel bound; buffer-only, fp32 self/out, int32 index, 1D dispatch via the shared WebGPUUtils helpers (clamp workgroup size + 1D count). - Index.cpp: validates the args (self/out tensors; indices ValueList with exactly one index tensor; fp32 self/out; int32 index; out numel == index numel), failing loud on any violation, then records the dispatch. row_width is dropped (always 1 for 1D self). ghstack-source-id: 397756251 @exported-using-ghexport @diff-train-skip-merge Differential Revision: [D109478967](https://our.internmc.facebook.com/intern/diff/D109478967/)
…lden) Pull Request resolved: #20465 Adds the test suite for the aten.index.Tensor op (stacked on the op diff): - test/ops/index/test_index.py: exports a module computing x[idx] through VulkanPartitioner for four configs (reorder/repeat indices over distinct self values, so a wrong-gather is visible), asserts a VulkanBackend delegate with index.Tensor absorbed (not a CPU fallback), and writes per-config .pte + .self/.idx/.golden.bin. - test/native/test_index.cpp: a standalone Dawn binary that loads each .pte, feeds self (fp32) + index (int64 at the program boundary, narrowed to the int32 buffer) and compares the gather against the torch golden at 1e-3, with a single-output shape guard. - Wired into CMake (webgpu_index_test), test/TARGETS (python_unittest test_index), and the Dawn native CI script. ghstack-source-id: 397763261 @exported-using-ghexport @diff-train-skip-merge Differential Revision: [D109479000](https://our.internmc.facebook.com/intern/diff/D109479000/)
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
This PR was created by the merge bot to help merge the original PR into the main branch.
ghstack PR number: #20463 by @JulianCloudNTH
^ Please use this as the source of truth for the PR details, comments, and reviews
ghstack PR base: https://github.com/pytorch/executorch/tree/gh/JulianCloudNTH/58/base
ghstack PR head: https://github.com/pytorch/executorch/tree/gh/JulianCloudNTH/58/head
Merge bot PR base: https://github.com/pytorch/executorch/tree/gh/JulianCloudNTH/50/orig
Merge bot PR head: https://github.com/pytorch/executorch/tree/gh/JulianCloudNTH/58/orig
@diff-train-skip-merge