Tutorial Overview

This section contains comprehensive tutorials for using trtutils. Each tutorial provides step-by-step instructions and examples for different use cases.

Contents:

• Basic Usage
• Advanced Usage
• YOLO Basic Usage
• YOLO Tutorials
• RT-DETR Tutorials

Basic Tutorials

The basic tutorials cover essential functionality:

• Basic Usage: Learn how to use the core TRTEngine class

• Advanced Usage: Explore lower-level interfaces and CUDA operations

• YOLO Basic Usage: Learn how to use the YOLO class

YOLO Tutorials

The YOLO tutorials provide detailed instructions for working with different YOLO variants:

• YOLOv7

• YOLOv8

• YOLOv9

• YOLOv10

• YOLOv11

• YOLOv12

• YOLOv13

• YOLOX

Each YOLO tutorial covers: - ONNX weight download and conversion - TensorRT engine building - Inference with the YOLO class - Advanced features and optimizations - Troubleshooting guides

RT-DETR Tutorials

The RT-DETR tutorials provide detailed instructions for working with different RT-DETR variants and related models:

• RT-DETRv1

• RT-DETRv2

• RT-DETRv3

• D-FINE

• DEIM

• DEIMv2

• RF-DETR

Each RT-DETR tutorial covers: - ONNX weight download and conversion - TensorRT engine building - Inference with the appropriate model class - Advanced features and optimizations - Troubleshooting guides

For more information about specific YOLO variants, see the YOLO Tutorials section. For more information about specific RT-DETR variants, see the RT-DETR Tutorials section.