llama.cpp vs vLLM vs SGLang vs Ollama (2026)
llama.cpp vs vLLM vs SGLang vs Ollama in 2026: which local LLM inference engine to run for speed, VRAM, quantization, and serving — with benchmarks and a decision guide.
June 19, 2026
16 min read



