// import "dart:math";

// import 'package:image/image.dart' as image_lib;
// import "package:logging/logging.dart";
// import "package:photos/services/object_detection/models/predictions.dart";
// import "package:tflite_flutter/tflite_flutter.dart";
// import "package:tflite_flutter_helper/tflite_flutter_helper.dart";

// abstract class Classifier {
//   // Path to the model
//   String get modelPath;

//   // Path to the labels
//   String get labelPath;

//   // Input size expected by the model (for eg. width = height = 224)
//   int get inputSize;

//   // Logger implementation for the specific classifier
//   Logger get logger;

//   Predictions? predict(image_lib.Image image);

//   /// Instance of Interpreter
//   late Interpreter _interpreter;

//   /// Labels file loaded as list
//   late List<String> _labels;

//   /// Shapes of output tensors
//   late List<List<int>> _outputShapes;

//   /// Types of output tensors
//   late List<TfLiteType> _outputTypes;

//   /// Gets the interpreter instance
//   Interpreter get interpreter => _interpreter;

//   /// Gets the loaded labels
//   List<String> get labels => _labels;

//   /// Gets the output shapes
//   List<List<int>> get outputShapes => _outputShapes;

//   /// Gets the output types
//   List<TfLiteType> get outputTypes => _outputTypes;

//   /// Loads interpreter from asset
//   void loadModel(Interpreter? interpreter) async {
//     try {
//       _interpreter = interpreter ??
//           await Interpreter.fromAsset(
//             modelPath,
//             options: InterpreterOptions()..threads = 4,
//           );
//       final outputTensors = _interpreter.getOutputTensors();
//       _outputShapes = [];
//       _outputTypes = [];
//       for (var tensor in outputTensors) {
//         _outputShapes.add(tensor.shape);
//         _outputTypes.add(tensor.type);
//       }
//       logger.info("Interpreter initialized");
//     } catch (e, s) {
//       logger.severe("Error while creating interpreter", e, s);
//     }
//   }

//   /// Loads labels from assets
//   void loadLabels(List<String>? labels) async {
//     try {
//       _labels = labels ?? await FileUtil.loadLabels(labelPath);
//       logger.info("Labels initialized");
//     } catch (e, s) {
//       logger.severe("Error while loading labels", e, s);
//     }
//   }

//   /// Pre-process the image
//   TensorImage getProcessedImage(TensorImage inputImage) {
//     final padSize = max(inputImage.height, inputImage.width);
//     final imageProcessor = ImageProcessorBuilder()
//         .add(ResizeWithCropOrPadOp(padSize, padSize))
//         .add(ResizeOp(inputSize, inputSize, ResizeMethod.BILINEAR))
//         .build();
//     inputImage = imageProcessor.process(inputImage);
//     return inputImage;
//   }
// }