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Hugging Face adds batched-bench, quantize & perplexity across all platforms

llama.cpp Releases May 22, 2026

⚡New app update brings benchmarking, quantization, and perplexity tools to every OS and architecture.

Deep Dive

A commit adds batched-bench, fit-params, quantize & perplexity. Supported platforms: macOS Apple Silicon (arm64), macOS Apple Silicon (arm64, KleidiAI enabled), macOS Intel (x64), iOS XCFramework, Linux: Ubuntu x64 (CPU), Ubuntu arm64 (CPU), Ubuntu s390x (CPU), Ubuntu x64 (Vulkan), Ubuntu arm64 (Vulkan), Ubuntu x64 (ROCm 7.2), Ubuntu x64 (OpenVINO), Ubuntu x64 (SYCL FP32), Ubuntu x64 (SYCL FP16), Android arm64 (CPU), Windows x64 (CPU), Windows arm64 (CPU), Windows x64 (CUDA 12) - CUDA 12.4 DLLs, Windows x64 (CUDA 13) - CUDA 13.1 DLLs, Windows x64 (Vulkan), Windows x64 (SYCL), Windows x64 (HIP), openEuler x86 (310p), openEuler x86 (910b, ACL Graph), openEuler aarch64 (310p), openEuler aarch64 (910b, ACL Graph).

Key Points
  • Adds batched-bench for multi-configuration performance benchmarking across GPUs and CPUs.
  • Includes fit-params for automated hyperparameter tuning and quantize for model compression.
  • Supports macOS, Linux, Windows, Android, iOS, and openEuler with backends like CUDA, Vulkan, ROCm, SYCL, and HIP.

Why It Matters

Enables AI developers to benchmark, quantize, and evaluate models on any platform, accelerating optimization workflows.

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