DistanceModule.cpp

#include "DistanceModule.hpp"

DistanceModuleImpl::DistanceModuleImpl(std::string name, const std::string & definition)
{
  setName(name);
  std::regex regex("(?:(?:\\s|\\t)*)FromBuffer\\{(.*)\\}(?:(?:\\s|\\t)*)FromStack\\{(.*)\\}(?:(?:\\s|\\t)*)ToBuffer\\{(.*)\\}(?:(?:\\s|\\t)*)ToStack\\{(.*)\\}(?:(?:\\s|\\t)*)Threshold\\{(.*)\\}(?:(?:\\s|\\t)*)(\\S+)\\{(.*)\\}(?:(?:\\s|\\t)*)In\\{(.*)\\}(?:(?:\\s|\\t)*)Out\\{(.*)\\}(?:(?:\\s|\\t)*)");
  if (!util::doIfNameMatch(regex, definition, [this,&definition](auto sm)
        {
          try
          {
            for (auto & index : util::split(sm.str(1), ' '))
              fromBuffer.emplace_back(std::stoi(index));

            for (auto & index : util::split(sm.str(2), ' '))
              fromStack.emplace_back(std::stoi(index));

            for (auto & index : util::split(sm.str(3), ' '))
              toBuffer.emplace_back(std::stoi(index));

            for (auto & index : util::split(sm.str(4), ' '))
              toStack.emplace_back(std::stoi(index));

            threshold = std::stoi(sm.str(5));

            auto subModuleType = sm.str(6);
            auto subModuleArguments = util::split(sm.str(7), ' ');

            auto options = MyModule::ModuleOptions(true)
              .bidirectional(std::stoi(subModuleArguments[0]))
              .num_layers(std::stoi(subModuleArguments[1]))
              .dropout(std::stof(subModuleArguments[2]))
              .complete(std::stoi(subModuleArguments[3]));

            inSize = std::stoi(sm.str(8));
            int outSize = std::stoi(sm.str(9));

            if (subModuleType == "LSTM")
              myModule = register_module("myModule", LSTM(inSize, outSize, options));
            else if (subModuleType == "GRU")
              myModule = register_module("myModule", GRU(inSize, outSize, options));
            else if (subModuleType == "Concat")
              myModule = register_module("myModule", Concat(inSize));
            else
              util::myThrow(fmt::format("unknown sumodule type '{}'", subModuleType));

          } catch (std::exception & e) {util::myThrow(fmt::format("{} in '{}'",e.what(),definition));}
        }))
    util::myThrow(fmt::format("invalid definition '{}'", definition));
}

torch::Tensor DistanceModuleImpl::forward(torch::Tensor input)
{
  return myModule->forward(wordEmbeddings(input.narrow(1, firstInputIndex, getInputSize()))).reshape({input.size(0), -1});
}

std::size_t DistanceModuleImpl::getOutputSize()
{
  return myModule->getOutputSize(getInputSize());
}

std::size_t DistanceModuleImpl::getInputSize()
{
  return (fromBuffer.size()+fromStack.size()) * (toBuffer.size()+toStack.size());
}

void DistanceModuleImpl::addToContext(std::vector<std::vector<long>> & context, const Config & config)
{
  auto & dict = getDict();
  std::vector<long> fromIndexes, toIndexes;