GPUOptimization

Zhuanzhuan Tech

Oct 16, 2024 · Artificial Intelligence

Optimizing TorchServe Inference Service Architecture for High‑Performance AI Deployment

This article details the engineering practice of optimizing TorchServe‑based AI inference services, covering background challenges, framework selection, GPU‑accelerated Torch‑TRT integration, CPU‑side preprocessing improvements, and deployment on Kubernetes to achieve higher throughput and lower resource consumption.