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CUDANet/include/model/model.hpp
2024-09-10 19:11:21 +02:00

61 lines
1.2 KiB
C++

#ifndef CUDANET_MODEL_H
#define CUDANET_MODEL_H
#include <string>
#include <unordered_map>
#include <vector>
#include "input.hpp"
#include "layer.hpp"
#include "module.hpp"
#include "output.cuh"
namespace CUDANet {
enum TensorType {
WEIGHT,
BIAS,
RUNNING_MEAN,
RUNNING_VAR
};
struct TensorInfo {
std::string name;
TensorType type;
int size;
int offset;
};
class Model {
public:
Model(const shape2d inputSize, const int inputChannels, const int outputSize);
Model(const Model& other);
~Model();
virtual float* predict(const float* input);
void addLayer(const std::string& name, Layers::SequentialLayer* layer);
Layers::SequentialLayer* getLayer(const std::string& name);
void loadWeights(const std::string& path);
bool validate();
void printSummary();
protected:
Layers::Input* inputLayer;
Layers::Output* outputLayer;
shape2d inputSize;
int inputChannels;
int outputSize;
std::vector<std::pair<std::string, Layers::SequentialLayer*>> layers;
std::unordered_map<std::string, Layers::SequentialLayer*> layerMap;
};
} // namespace CUDANet
#endif // CUDANET_MODEL_H