b9857

<details open>

hexagon: flash attention rework (optimizations, accuracy improvements, etc) (#25085)

* hex-mm: fold mm quant tasks into the main matmul threads

* hex-mm: minor formatting fixes

* hex-mm: cleanup is_quant checks in dma dispatch

* hex-mm: fix dst-spad alignment

* hex-mm: move fp kernels in the hvx-mm-kernels header

* hex-mm: fuse with ADD

* hex-fa: factor out ukernels into separate headers and unify the rest

* hex-fa: move kernel-params compute into the host

* hex-fa: refactor vtcm alloc for consistency

* hex-fa: add support for FA_SELECT

* hex-fa: update tracing insrumentation to cover all functions

* hex-fa: update hvx fallback thresholds to recover t/g regressions

* hex-fa: update tracing instrumentation

* hex-fa: improved tracing with additional events

* hex-fa: optimize mask processing (fastdiv, etc)

* hex-fa: improve mask dma caching

* hmx-fa: change loop order to maximize mask cache hits

* hex-fa: remove over instrumentation

* hex-fa: breakdown QKV prep trace events

* hmx-fa: further mask proc optimizations

* hex-fa: mask broadcast is the common case, optimize for that

* hex-fa: use aligned loads where possible

* hex-fa: update loops to use uint32_t indices

* hmx-fa: fold vtcm init into q prep task

* hex-fa: update rest of the hmx funcs to use uint32_t

* hmx-fa: fold build_d into the main softmax loop

* hmx-fa: start kv dmas earlier

* hmx-fa: start mask dma a bit earlier

* hex-fa: precompute rows per task to avoid divs

* hmx-fa: specialize fa_o_store for f16 and f32

* hmx-fa: prelim support for Sinks

* hmx-fa: keep softmax accumulators in fp32

* hex-fa: add tanh_f16 and exp2_f16 and use that in FA

* hex-fa: use fp16 math in the hvx kernel

* hex-fa: avoid expensive float -> __fp16 cast for slopes and softcap

* hex-fa: replace most vec_exp_f32 with vec_exp2_f16

* hmx-fa: vectorize sinks update

* hex-fa: minor formatting

* hmx-fa: fold softcap loop into the tile load

* hmx-fa: use vectoralias to populate sinks

* hex-fa: remove redudant check

* hex-fa: fix vtcm size compute to use fp32 for accumulators

* hex-mm: fix trailing spaces

* hmx-fa: dont use -inf to init mask to avoid conversion overflows

* hex-fa: no need to explicitly guard -inf in the f16->f32 converter now

* hmx-fa: cleanup fa sinks handling

* hex-mm: fixed src2 stride handling when mm is fused with add

* hex-fa: make lto happy

</details>

**macOS/iOS:**
- [macOS Apple Silicon (arm64)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-macos-arm64.tar.gz)
- macOS Apple Silicon (arm64, KleidiAI enabled) [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23780)
- [macOS Intel (x64)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-macos-x64.tar.gz)
- [iOS XCFramework](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-xcframework.zip)

**Linux:**
- [Ubuntu x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-x64.tar.gz)
- [Ubuntu arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-arm64.tar.gz)
- [Ubuntu s390x (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-s390x.tar.gz)
- [Ubuntu x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-vulkan-x64.tar.gz)
- [Ubuntu arm64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-vulkan-arm64.tar.gz)
- [Ubuntu x64 (ROCm 7.2)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-rocm-7.2-x64.tar.gz)
- [Ubuntu x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-openvino-2026.2.1-x64.tar.gz)
- [Ubuntu x64 (SYCL FP32)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-sycl-fp32-x64.tar.gz)
- [Ubuntu x64 (SYCL FP16)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-ubuntu-sycl-fp16-x64.tar.gz)

**Android:**
- [Android arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-android-arm64.tar.gz)

**Windows:**
- [Windows x64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-cpu-x64.zip)
- [Windows arm64 (CPU)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-cpu-arm64.zip)
- [Windows arm64 (OpenCL Adreno)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-opencl-adreno-arm64.zip)
- [Windows x64 (CUDA 12)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-cuda-12.4-x64.zip) - [CUDA 12.4 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/b9857/cudart-llama-bin-win-cuda-12.4-x64.zip)
- [Windows x64 (CUDA 13)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-cuda-13.3-x64.zip) - [CUDA 13.3 DLLs](https://github.com/ggml-org/llama.cpp/releases/download/b9857/cudart-llama-bin-win-cuda-13.3-x64.zip)
- [Windows x64 (Vulkan)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-vulkan-x64.zip)
- [Windows x64 (OpenVINO)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-openvino-2026.2.1-x64.zip)
- [Windows x64 (SYCL)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-sycl-x64.zip)
- [Windows x64 (HIP)](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-bin-win-hip-radeon-x64.zip)

**openEuler:**
- [DISABLED](https://github.com/ggml-org/llama.cpp/pull/23705)
- openEuler x86 (310p)
- openEuler x86 (910b, ACL Graph)
- openEuler aarch64 (310p)
- openEuler aarch64 (910b, ACL Graph)

**UI:**
- [UI](https://github.com/ggml-org/llama.cpp/releases/download/b9857/llama-b9857-ui.tar.gz)