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MarkTechPost
November 20th, 2025 at 7:21 AM

vLLM vs TensorRT-LLM vs HF TGI vs LMDeploy, A Deep Technical Comparison for Production LLM Inference

Production LLM serving is now a systems problem, not a generate() loop. For real workloads, the choice of inference stack drives your tokens per second, tail latency, and ultimately cost per million tokens on a given GPU fleet. This comparison focuses on 4 widely used stacks: 1. vLLM, PagedAttention as the open baseline Core idea […] The post vLLM vs TensorRT-LLM vs HF TGI vs LMDeploy, A Deep Technical Comparison for Production LLM Inference appeared first on MarkTechPost .

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Canonical link: https://www.marktechpost.com/2025/11/19/vllm-vs-tensorrt-llm-vs-hf-tgi-vs-lmdeploy-a-deep-technical-comparison-for-production-llm-inference/