TensorRT Optimization

Master high-throughput inference on NVIDIA GPUs using specialized CUDA kernels.

FP16/INT8 Kernels

Automatic layer fusion and kernel auto-tuning for Ampere, Lovelace, and Hopper architectures.

Multi-GPU Sharding

Deploy across A100/H100 clusters with balanced neural sharding across NVLink.

Target Parameters

# Export for NVIDIA Orin (Jetson)

edge-ai export --target tensorrt --gpu orin --precision int8

TRT Engine Serialization

Our engine automatically handles serialization to .plan files optimized for the specific GPU UUID detected during export.