project/
├── api_filter.py              # REST API script
├── filter_images.py           # Modular classifier logic
├── angle_classifier.pt        # Trained model files
├── soil_visibility_classifier.pt
├── obstacle_classifier.pt
├── ruler_classifier.pt
├── moisture_classifier.pt
├── clarity_classifier.pt
├── requirements.txt

pip install -r requirements.txt

To run api for ssh session
uvicorn api_filter:app --reload --port 8000

To run continuously
nohup uvicorn api_filter:app --host 0.0.0.0 --port 8000 > app.log 2>&1 &

To kill
sudo lsof -i :8000
kill <PID>


188.166.254.225,root,inQube@96740AI 


https://copilot.microsoft.com/shares/6CNK6TtjBAQ7SQtkabwNU
https://copilot.microsoft.com/shares/nmD2yufhhSaxjQHea15bx
https://copilot.microsoft.com/shares/HU6YNUwWvAsogCyzGLiHi

https://mygreenqube.com/agri_company_api/uploads/pipe_img/1754629798921-rn_image_picker_lib_temp_ce843cc7-080b-45ef-af02-b83ea2f35d84.jpg
1754626540756-rn_image_picker_lib_temp_58b7d976-e051-40f3-bb19-a122f2484fdf