SGLang and LMDeploy are the fastest LLM inference engines in 2026, both delivering approximately 16,200 tokens per second on H100 GPUs. vLLM follows at around 12,500 tokens per second, a 29% gap.
The best engine depends on your workload: SGLang excels at multi-turn conversations, LMDeploy dominates quantized model serving, and vLLM offers the...
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