Deleted OneWordNetwork

reading_machine/src/Classifier.cpp

 #include "Classifier.hpp"
 #include "util.hpp"
-#include "OneWordNetwork.hpp"
 #include "ConcatWordsNetwork.hpp"
 #include "RLTNetwork.hpp"
 #include "CNNNetwork.hpp"
@@ -41,14 +40,6 @@ void Classifier::initNeuralNetwork(const std::string & topology)
         this->nn.reset(new RandomNetworkImpl(this->transitionSet->size()));
       }
     },
-    {
-      std::regex("OneWord\\(([+\\-]?\\d+)\\)"),
-      "OneWord(focusedIndex) : Only use the word embedding of the focused word.",
-      [this,topology](auto sm)
-      {
-        this->nn.reset(new OneWordNetworkImpl(this->transitionSet->size(), std::stoi(sm.str(1))));
-      }
-    },
     {
       std::regex("ConcatWords\\(\\{(.*)\\},\\{(.*)\\}\\)"),
       "ConcatWords({bufferContext},{stackContext}) : Concatenate embeddings of words in context.",

torch_modules/include/OneWordNetwork.hpp

-#ifndef ONEWORDNETWORK__H
-#define ONEWORDNETWORK__H
-
-#include "NeuralNetwork.hpp"
-
-class OneWordNetworkImpl : public NeuralNetworkImpl
-{
-  private :
-
-  torch::nn::Embedding wordEmbeddings{nullptr};
-  torch::nn::Linear linear{nullptr};
-
-  public :
-
-  OneWordNetworkImpl(int nbOutputs, int focusedIndex);
-  torch::Tensor forward(torch::Tensor input) override;
-};
-
-#endif

torch_modules/src/OneWordNetwork.cpp

-#include "OneWordNetwork.hpp"
-
-OneWordNetworkImpl::OneWordNetworkImpl(int nbOutputs, int focusedIndex)
-{
-  constexpr int embeddingsSize = 64;
-
-  setBufferContext({focusedIndex});
-  setStackContext({});
-  setColumns({"FORM", "UPOS"});
-
-  wordEmbeddings = register_module("word_embeddings", torch::nn::Embedding(torch::nn::EmbeddingOptions(50000, embeddingsSize)));
-  linear = register_module("linear", torch::nn::Linear(getContextSize()*embeddingsSize, nbOutputs));
-}
-
-torch::Tensor OneWordNetworkImpl::forward(torch::Tensor input)
-{
-  if (input.dim() == 1)
-    input = input.unsqueeze(0);
-  auto wordAsEmb = wordEmbeddings(input).view({input.size(0),-1});
-  auto res = linear(wordAsEmb);
-
-  return res;
-}
-