CNNNetwork.hpp

#ifndef CNNNETWORK__H
#define CNNNETWORK__H

#include "NeuralNetwork.hpp"
#include "CNN.hpp"

class CNNNetworkImpl : public NeuralNetworkImpl
{
  private :

  static constexpr int maxNbEmbeddings = 50000;

  int unknownValueThreshold;
  std::vector<std::string> focusedColumns;
  std::vector<int> maxNbElements;
  int leftWindowRawInput;
  int rightWindowRawInput;
  int rawInputSize;

  torch::nn::Embedding wordEmbeddings{nullptr};
  torch::nn::Dropout embeddingsDropout{nullptr};
  torch::nn::Dropout cnnDropout{nullptr};
  torch::nn::Dropout hiddenDropout{nullptr};
  torch::nn::Linear linear1{nullptr};
  torch::nn::Linear linear2{nullptr};
  CNN contextCNN{nullptr};
  CNN rawInputCNN{nullptr};
  std::vector<CNN> cnns;

  public :

  CNNNetworkImpl(int nbOutputs, int unknownValueThreshold, std::vector<int> bufferContext, std::vector<int> stackContext, std::vector<std::string> columns, std::vector<int> focusedBufferIndexes, std::vector<int> focusedStackIndexes, std::vector<std::string> focusedColumns, std::vector<int> maxNbElements, int leftWindowRawInput, int rightWindowRawInput);
  torch::Tensor forward(torch::Tensor input) override;
  std::vector<std::vector<long>> extractContext(Config & config, Dict & dict) const override;
};

#endif