Model Quantization for Local GPU Inference in Machine Learning

LLama.cpp versus vLLM inference engine loading speeds and memory map optimization in Python C++ Rust

Inference engine optimization relies on memory-mapped I/O (mmap) to decouple model weight loading from active RAM allocation, enabling lazy evaluation via operating system page faults that mitigate l…