vLLM vs TensorRT-LLM vs HF TGI vs LMDeploy, A Deep Technical Comparison for Production LLM Inference
Production LLM serving is now a techniques downside, not a generate() loop. For actual workloads, the selection of inference stack drives your tokens per second, tail latency, and in the end value per million tokens on a given GPU fleet. This comparability focuses on 4 broadly used stacks: vLLM NVIDIA TensorRT-LLM Hugging Face Text Generation…