pstephenwille / yolov8-playing-card-detector

api to detect cards from images

card detection/predcition with Yolov8 model

develop

1. run the flask app cli: flask run
2. confirm: curl localhost:6000/test-image-dir

deploy

1. install nvidia-container-toolkit https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html

2. build docker file base

   docker build -f Dockerfile-base -t detect-cards-base .

3. build docker file app

   docker build -f Dockerfile-app -t detect-cards-app .

4. run the app

   docker run 'tf_keras', 'sng4onnx>=1.0.1', 'onnx_graphsurgeon>=0.3.26', 'onnx>=1.12.0', 'onnx2tf>1.17.5,<=1.22.3', 'onnxslim>=0.1.31', 'tflite_support', 'onnxruntime' -p 5000:5000
   --rm
   --runtime=nvidia
   --gpus all
   --ipc=host
   detect-cards-app:latest

5. call api: