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SGLang9 min read

vLLM vs SGLang vs TensorRT-LLM: a serving benchmark

Self-reported Llama-3.1-8B results for three LLM inference engines. Published unique-prompt throughput and latency rows cover H100 bf16. FP8 and L40S appear only in derived cost results. The harness and raw data are not publicly available.

By Jaber JaberRunInfra Blog
vLLM vs SGLang vs TensorRT-LLM: a serving benchmark

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Originally published by RunInfra Blog on Jun 20, 2026.

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