Implement getting layer, weights and biases

This commit is contained in:
2024-04-16 19:09:41 +02:00
parent f4ae45f867
commit 9fb9d7e8e1
7 changed files with 77 additions and 5 deletions

View File

@@ -58,6 +58,13 @@ class Conv2d : public WeightedLayer {
*/
void setWeights(const float* weights_input);
/**
* @brief Get the weights of the convolutional layer
*
* @return std::vector<float>
*/
std::vector<float> getWeights();
/**
* @brief Set the biases of the convolutional layer
*
@@ -65,6 +72,13 @@ class Conv2d : public WeightedLayer {
*/
void setBiases(const float* biases_input);
/**
* @brief Get the biases of the convolutional layer
*
* @return std::vector<float>
*/
std::vector<float> getBiases();
/**
* @brief Get the output width (/ height) of the layer
*

View File

@@ -43,6 +43,13 @@ class Dense : public WeightedLayer {
*/
void setWeights(const float* weights);
/**
* @brief Get the weights of the layer
*
* @return Vector of weights
*/
std::vector<float> getWeights();
/**
* @brief Set the biases of the layer
*
@@ -50,6 +57,13 @@ class Dense : public WeightedLayer {
*/
void setBiases(const float* biases);
/**
* @brief Get the biases of the layer
*
* @return Vector of biases
*/
std::vector<float> getBiases();
private:
unsigned int inputSize;
unsigned int outputSize;

View File

@@ -2,6 +2,8 @@
#ifndef CUDANET_I_LAYER_H
#define CUDANET_I_LAYER_H
#include <vector>
namespace CUDANet::Layers {
/**
@@ -60,6 +62,12 @@ class WeightedLayer : public SequentialLayer {
*/
virtual void setWeights(const float* weights) = 0;
/**
* @brief Virtual function for getting weights
*
*/
virtual std::vector<float> getWeights() = 0;
/**
* @brief Virtual function for setting biases
*
@@ -67,6 +75,12 @@ class WeightedLayer : public SequentialLayer {
*/
virtual void setBiases(const float* biases) = 0;
/**
* @brief Virtual function for getting biases
*
*/
virtual std::vector<float> getBiases() = 0;
private:
/**
* @brief Initialize the weights

View File

@@ -29,6 +29,8 @@ class Model {
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);
private:
@@ -41,7 +43,7 @@ class Model {
int outputSize;
std::vector<Layers::SequentialLayer*> layers;
std::unordered_map<std::string, Layers::WeightedLayer*> layerMap;
std::unordered_map<std::string, Layers::SequentialLayer*> layerMap;
};
} // namespace CUDANet