Mastering llama.cpp: A Comprehensive Guide to Local LLM Inference
llama.cpp is a lightweight, high-performance C/C++ library for running large language models (LLMs) locally on diverse hardware, from CPUs to GPUs, enabling efficient inference without heavy dependencies.[7] This detailed guide covers everything from setup and building to advanced usage, Python integration, and optimization techniques, drawing from official documentation and community tutorials. Whether you’re a developer deploying models on edge devices or an enthusiast running LLMs on a laptop, llama.cpp democratizes AI by prioritizing minimal setup and state-of-the-art performance.[7] ...