Performance Optimization for NVIDIA Triton Inference Server: Why GPU Isn't Enough

The fact

Hidden issues include memory transfer, PCIe bandwidth saturation, suboptimal batch pooling, and request serialization.

Optimizing Triton in production requires deep understanding of hardware architecture and inference pipeline, not just adding a bigger GPU.