AI Changelog Aggregator

vulkan: add GATED_DELTA_NET op support (#20334)

vulkan: add GATED_DELTA_NET op support

Implements the fused gated delta net recurrence as a Vulkan compute shader with full support for scalar gate, KDA vector gate, GQA broadcast, multi-token sequences, and permuted (non-contiguous) q/k inputs. Specialization constants select head size (32/64/128) and KDA mode at pipeline creation time.

Passes all 13 test-backend-ops cases on AMD Radeon 890M (RADV GFX1150).

Co-Authored-By: Claude Opus 4.6 noreply@anthropic.com

vulkan: optimize GATED_DELTA_NET shader (Phase 1)

vec4 dot products on all inner loops (dp4 hardware intrinsic)
Cache exp(g) in shared memory for KDA path, eliminating ~32K redundant global reads and ~16K redundant exp() calls per token
vec4 fused decay + rank-1 update (3 vec4 ops vs 12 scalar ops)
Add perf benchmark cases for GATED_DELTA_NET to test-backend-ops

KDA TG: +5.4% throughput. Non-KDA: no regressions. 13/13 test-backend-ops passing on AMD Radeon 890M (RADV GFX1150).

Co-Authored-By: Claude Opus 4.6 noreply@anthropic.com

vulkan: address review feedback for GATED_DELTA_NET

Pipeline array refactor [3][2], A_TYPE/D_TYPE/FLOAT_TYPE shader macros, scale in push constants, supports_op fix, dispatch restructuring.

Co-Authored-By: Claude Opus 4.6 noreply@anthropic.com

vulkan: use FLOAT_TYPE for buffer/shared declarations, align formatting

Co-Authored-By: Claude Opus 4.6 noreply@anthropic.com

vulkan: add explicit FLOAT_TYPE casts for buffer loads

Wrap data_q, data_k, and data_g buffer reads with FLOAT_TYPE() casts to ensure correct behavior across all Vulkan configurations.

Co-Authored-By: Claude Opus 4.6 noreply@anthropic.com

vulkan: fix Q/K broadcast for interleaved head layout

Adapt to the interleaved broadcast convention from #20340: head_id / rq1 → head_id % neq1

Co-Authored-By: Claude Opus 4.6 noreply@anthropic.com

Co-authored-by: Progeny Alpha ProgenyAlpha@users.noreply.github.com Co-authored-by: Claude Opus 4.6 noreply@anthropic.com

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