YOLO Series TensorRT Python/C++
Support
YOLOv10、YOLOv9、YOLOv8、YOLOv7、YOLOv6、 YOLOX、 YOLOV5、YOLOv3
- [x] YOLOv10
- [x] YOLOv9
- [x] YOLOv8
- [x] YOLOv7
- [x] YOLOv6
- [x] YOLOX
- [x] YOLOv5
- [x] YOLOv3
Update
- 2024.6.16 Support YOLOv9, YOLOv10, changing the TensorRT version to 10.0
- 2023.8.15 Support cuda-python
- 2023.5.12 Update
- 2023.1.7 support YOLOv8
- 2022.11.29 fix some bug thanks @JiaPai12138
- 2022.8.13 rename reop、 public new version、 C++ for end2end
- 2022.8.11 nms plugin support ==> Now you can set --end2end flag while use
export.py
get a engine file
- 2022.7.8 support YOLOv7
- 2022.7.3 support TRT int8 post-training quantization
Prepare TRT Env
Install via Python
pip install tensorrt
pip install cuda-python
Install via C++
By Docker
YOLOv10
Generate TRT File
python export.py -o yolov10n.onnx -e yolov10.trt --end2end --v10 -p fp32
Inference
python trt.py -e yolov10.trt -i src/1.jpg -o yolov10-1.jpg --end2end
YOLOv9
Generate TRT File
python export.py -o yolov9-c.onnx -e yolov9.trt --end2end --v8 -p fp32
Inference
python trt.py -e yolov9.trt -i src/1.jpg -o yolov9-1.jpg --end2end
Python Demo
Expand
1. [YOLOv5](##YOLOv5)
2. [YOLOx](##YOLOX)
3. [YOLOv6](##YOLOV6)
4. [YOLOv7](##YOLOv7)
5. [YOLOv8](##YOLOv8)
## YOLOv8
### Install && Download [Weights](https://github.com/ultralytics/assets/)
```shell
pip install ultralytics
```
### Export ONNX
```Python
from ultralytics import YOLO
model = YOLO("yolov8s.pt")
model.fuse()
model.info(verbose=False) # Print model information
model.export(format='onnx') # TODO:
```
### Generate TRT File
```shell
python export.py -o yolov8n.onnx -e yolov8n.trt --end2end --v8 --fp32
```
### Inference
```shell
python trt.py -e yolov8n.trt -i src/1.jpg -o yolov8n-1.jpg --end2end
```
## YOLOv5
```python
!git clone https://github.com/ultralytics/yolov5.git
```
```python
!wget https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5n.pt
```
```python
!python yolov5/export.py --weights yolov5n.pt --include onnx --simplify --inplace
```
### include NMS Plugin
```python
!python export.py -o yolov5n.onnx -e yolov5n.trt --end2end
```
```python
!python trt.py -e yolov5n.trt -i src/1.jpg -o yolov5n-1.jpg --end2end
```
### exclude NMS Plugin
```python
!python export.py -o yolov5n.onnx -e yolov5n.trt
```
```python
!python trt.py -e yolov5n.trt -i src/1.jpg -o yolov5n-1.jpg
```
## YOLOX
```python
!git clone https://github.com/Megvii-BaseDetection/YOLOX.git
```
```python
!wget https://github.com/Megvii-BaseDetection/YOLOX/releases/download/0.1.1rc0/yolox_s.pth
```
```python
!cd YOLOX && pip3 install -v -e . --user
```
```python
!cd YOLOX && python tools/export_onnx.py --output-name ../yolox_s.onnx -n yolox-s -c ../yolox_s.pth --decode_in_inference
```
### include NMS Plugin
```python
!python export.py -o yolox_s.onnx -e yolox_s.trt --end2end
```
```python
!python trt.py -e yolox_s.trt -i src/1.jpg -o yolox-1.jpg --end2end
```
### exclude NMS Plugin
```python
!python export.py -o yolox_s.onnx -e yolox_s.trt
```
```python
!python trt.py -e yolox_s.trt -i src/1.jpg -o yolox-1.jpg
```
## YOLOv6
```python
!wget https://github.com/meituan/YOLOv6/releases/download/0.1.0/yolov6s.onnx
```
### include NMS Plugin
```python
!python export.py -o yolov6s.onnx -e yolov6s.trt --end2end
```
```python
!python trt.py -e yolov6s.trt -i src/1.jpg -o yolov6s-1.jpg --end2end
```
### exclude NMS Plugin
```python
!python export.py -o yolov6s.onnx -e yolov6s.trt
```
```python
!python trt.py -e yolov6s.trt -i src/1.jpg -o yolov6s-1.jpg
```
## YOLOv7
```python
!git clone https://github.com/WongKinYiu/yolov7.git
```
```python
!wget https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-tiny.pt
```
```python
!pip install -r yolov7/requirements.txt
```
```python
!python yolov7/export.py --weights yolov7-tiny.pt --grid --simplify
```
### include NMS Plugin
```python
!python export.py -o yolov7-tiny.onnx -e yolov7-tiny.trt --end2end
```
```python
!python trt.py -e yolov7-tiny.trt -i src/1.jpg -o yolov7-tiny-1.jpg --end2end
```
### exclude NMS Plugin
```python
!python export.py -o yolov7-tiny.onnx -e yolov7-tiny-norm.trt
```
```python
!python trt.py -e yolov7-tiny-norm.trt -i src/1.jpg -o yolov7-tiny-norm-1.jpg
```
C++ Demo
support NMS plugin
show in C++ Demo
Citing
If you use this repo in your publication, please cite it by using the following BibTeX entry.
@Misc{yolotrt2022,
author = {Jian Lin},
title = {YOLOTRT: tensorrt for yolo series},
howpublished = {\url{[https://github.com/Linaom1214/TensorRT-For-YOLO-Series]}},
year = {2022}
}
Sponsor
Buy me a cup of coffee
![](https://github.com/Linaom1214/TensorRT-For-YOLO-Series/raw/cuda-python/src/Sponsor.png)