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Add channel-wise gated delta rule custom op (#20913)#20913

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Add channel-wise gated delta rule custom op (#20913)#20913
JakeStevens wants to merge 1 commit into
pytorch:mainfrom
JakeStevens:export-D111952369

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@JakeStevens JakeStevens commented Jul 14, 2026

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Summary:

channel-wise gated DeltaNet / KDA recurrence:

S_t = (I - beta_t k_t k_t^T) Diag(alpha_t) S_{t-1} + beta_t k_t v_t^T
o_t = S_t^T q_t

Unlike the scalar recurrent_gated_delta_rule, the gate is per-key-channel

This lands a straightforward per-token recurrence; later commits optimize it.

Differential Revision: D111952369

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/20913

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

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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 14, 2026
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@JakeStevens has exported this pull request. If you are a Meta employee, you can view the originating Diff in D111952369.

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This PR needs a release notes: label

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@meta-codesync meta-codesync Bot changed the title Add channel-wise gated delta rule custom op Add channel-wise gated delta rule custom op (#20913) Jul 15, 2026
JakeStevens added a commit to JakeStevens/executorch that referenced this pull request Jul 15, 2026
Summary:

channel-wise gated DeltaNet / KDA recurrence:
```
S_t = (I - beta_t k_t k_t^T) Diag(alpha_t) S_{t-1} + beta_t k_t v_t^T
o_t = S_t^T q_t
```

Unlike the scalar recurrent_gated_delta_rule, the gate is per-key-channel

This lands a straightforward per-token recurrence; later commits optimize it.

Differential Revision: D111952369
Summary:

channel-wise gated DeltaNet / KDA recurrence:
```
S_t = (I - beta_t k_t k_t^T) Diag(alpha_t) S_{t-1} + beta_t k_t v_t^T
o_t = S_t^T q_t
```

Unlike the scalar recurrent_gated_delta_rule, the gate is per-key-channel

This lands a straightforward per-token recurrence; later commits optimize it.

Differential Revision: D111952369
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