MaGe Linux Operations

Jan 6, 2026 · Artificial Intelligence

How SGLang Boosted LLM Inference on H800 GPUs to 420 Tokens/s

This guide details how switching from vLLM to SGLang on eight NVIDIA H800 GPUs increased Llama‑3‑70B‑Instruct throughput from 180 to 420 tokens per second, covering SGLang’s core innovations, environment setup, configuration tweaks, performance benchmarks, troubleshooting tips, and production‑grade deployment scripts.