refactor: replace tutorial-style messages with production-grade log output

improve UI and add demo sample support

Switch model to ResNet18, update app and dependencies

Fix: HF Spaces Dockerfile (UID 1000, port 7860, single worker), update onnxruntime>=1.18.1

Add Flask PV defect classifier app with EfficientNet-B0 ONNX model