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

Basic Tutorials

The basic tutorials cover essential functionality:

• Basic Usage: Learn how to use the core TRTEngine and TRTModel classes

• 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: Direct end-to-end ONNX export

• YOLOv8: Two-step ONNX conversion process

• YOLOv9: Dynamic input shape handling

• YOLOv10: Ultralytics-based implementation

• YOLOX: Special input range handling

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

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