AI Deployment & SRE

TensorRT-LLM & NVIDIA Triton: Enterprise Inference Optimization & FP8 Quantization

Achieve maximum GPU utilization and lowest latency on NVIDIA H100/A100 clusters with TensorRT-LLM and Triton Inference Server.

4 min

FP8 Quantization and In-Flight Batching

TensorRT-LLM compiles custom CUDA kernels with FP8 precision, doubling inference throughput while maintaining FP16 output quality.