YOLO wrapper
Project description
YoloV5
Download models
yolo/resources
├── yolov5x.pt
Working Directory:
cd yolo
install dependencies
pip install -r requirements.txt
run API
uvicorn models.http.server:app --host 0.0.0.0 --workers 4
Benchmark
n_jobs | batch_size | pps | cuda | |
---|---|---|---|---|
5 | 20 | 37.5 | 14126 | |
5 | 10 | 37 | 11516 | |
4 | 40 | 34.8 | 14959 | |
4 | 30 | 35.9 | 13527 | |
4 | 20 | 35.2 | 11303 | |
4 | 10 | 35.4 | 9215 | |
3 | 60 | 33.1 | 15008 | |
3 | 30 | 33.2 | 10148 | |
3 | 10 | 32.4 | 6914 | |
2 | 100 | 27.6 | 14939 | |
2 | 50 | 28.6 | 8937 | |
2 | 10 | 27.5 | 4613 |
Based on model: yolov5x
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