Llama.cpp Tensor Acceleration: b11524

Executive Summary

musa: drop mp_21 from the default architectures ( #30203 ) musa: drop mp_21 from the default architectures Signed-off-by: Xiaodong Ye [email protected] Address review comments Signed-off-by: Xiaodong Ye [email protected] Address review comments Signed-off-by: Xiaodong Ye [email protected] Signed-off-by: Xiaodong Ye [email protected] Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/54291876 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 s390x (CPU) Ubuntu x64 (Vulkan)...

Artificial Intelligence Architecture & Model Evaluation

From an artificial intelligence architecture, model weights governance, and inference efficiency perspective: - **Weights Accessibility & Sovereignty:** Evaluates whether weights are open for private self-hosting or locked behind centralized cloud APIs. - **Quantization & Edge Performance:** Kernel optimizations (4-bit/8-bit GGUF, AWQ, EXL2) allow high tokens-per-second on consumer GPUs and Apple Silicon. - **Reasoning & Architectural Scaling:** Scrutinizes mixture-of-experts (MoE), attention mechanisms, and fine-tuning datasets against open community benchmarks.

Impact on the Open Ecosystem

Protects developers and enterprises from proprietary black-box entrapment, fostering auditable, sovereign AI infrastructure.