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[ExecuTorch][llm] Fuse w1+w3 into single GEMM in quantized_moe_ffn - #21538

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[ExecuTorch][llm] Fuse w1+w3 into single GEMM in quantized_moe_ffn#21538
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This PR was created by the merge bot to help merge the original PR into the main branch.
ghstack PR number: #21124 by @digantdesai
^ 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/digantdesai/74/base
ghstack PR head: https://github.com/pytorch/executorch/tree/gh/digantdesai/74/head
Merge bot PR base: https://github.com/pytorch/executorch/tree/gh/digantdesai/73/orig
Merge bot PR head: https://github.com/pytorch/executorch/tree/gh/digantdesai/74/orig
Differential Revision: D102799854
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Pull Request resolved: #21124

Fuse the up-projection (w1) and gate-projection (w3) into a single [2F, D] GEMM per expert. This halves the number of torchao activation quantizations per expert (from 2 to 1) and reduces total GEMM calls from 3 to 2 per active expert.

At AOT time, w1 and w3 are concatenated before packing: pack_fn(cat([w1, w3], dim=0)). At runtime, a single expert_linear_dispatch produces [m_e, 2F], then a fused swiglu_and_compact pass reads the interleaved h1/h3 and writes [m_e, F] for the w2 down-projection.

Schema changes from (packed_w1, packed_w3, packed_w2) to (packed_w13, packed_w2) — one fewer tensor arg (14 -> 13).
ghstack-source-id: 409183086
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Differential Revision: [D102799854](https://our.internmc.facebook.com/intern/diff/D102799854/)
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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/21538

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@meta-cla meta-cla Bot 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 Jul 31, 2026
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