Details
vulkan: allow dequantized KV optimization with CM2 (#31526)
- additional FA test cases
Assisted-by: Codex
- vulkan: allow dequantized KV optimization with CM2
Enable the KV dequantization optimization with coopmat2, guarded by a heuristic
based on query tokens*GQA ratio.
While doing this we saw very large speedups for certain head sizes, and it was
because those head sizes were incorrectly treated as unaligned. So also fix
those to be treated as aligned, which should help for when the dequant
optimization doesn't apply.
-
gqa uses nbq2 for the stride, so we need to check that value for alignment
-
tests : use VARS_TO_STR18 for flash attention
Assisted-by: Codex
Website:
Attestations:
macOS/iOS:
- macOS Apple Silicon (arm64)
- macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED
- macOS Intel (x64)
- iOS XCFramework
Linux:
- Ubuntu x64 (CPU)
- Ubuntu arm64 (CPU)
- Ubuntu 24.04 s390x (CPU)
- Ubuntu 26.04 s390x (CPU)
- Ubuntu 26.04 s390x (zDNN)
- Ubuntu x64 (Vulkan)
- Ubuntu arm64 (Vulkan)
- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
- Ubuntu x64 (CUDA 13) - CUDA 13.5 libraries
- Ubuntu arm64 (CUDA 13) - CUDA 13.5 libraries
- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
- Ubuntu x64 (SYCL FP32)
- Ubuntu x64 (SYCL FP16)
- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
Windows:
- Windows x64 (CPU)
- Windows arm64 (CPU)
- Windows arm64 (OpenCL Adreno)
- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
- Windows x64 (CUDA 13) - CUDA 13.5 DLLs
- Windows arm64 (CUDA 13) - CUDA 13.5 DLLs
- Windows x64 (Vulkan)
- Windows arm64 (Vulkan)
- Windows x64 (OpenVINO)
- Windows x64 (SYCL)
- Windows x64 (ROCm 10.0)
openEuler:
- DISABLED
- openEuler x86 (310p)
- openEuler x86 (910b, ACL Graph)
- openEuler aarch64 (310p)
- openEuler aarch64 (910b, ACL Graph)
UI: