llama.cpp
7fe2ae45 - sycl : port multi-column MMVQ from CUDA backend (#21845)

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1 day ago
sycl : port multi-column MMVQ from CUDA backend (#21845) mmvq: Port the ncols_dst optimization from ggml-cuda/mmvq.cu to SYCL. Read weights once per dispatch instead of once per column. Covers all standard quant types + reorder paths for Q4_0, Q8_0, Q3_K, Q4_K, Q5_K, Q6_K. IQ types (except IQ4_XS) excluded due to incompatible vec_dot signatures. ggml-sycl: The weight reorder was only bootstrapped on single-token mat-vec (ne[1] == 1). Speculative / MTP verify issues only multi-column mat-vec, so it never triggered the reorder and ran on the slower non-reorder kernel. Bootstrap it on small multi-column batches (ne[1] <= 8) too.
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