Exemplos de CDataset::get_size_of_set em C++ (Cpp)

Exemplo n.º 1

Arquivo: adaboost.cpp Projeto: arnocandel/gbm

double CAdaBoost::Deviance(const CDataset& kData, const Bag& kBag,
                           const double* kFuncEstimate) {
  double loss = 0.0;
  double weight = 0.0;

  // Switch to validation set if necessary
  unsigned long num_of_rows_in_set = kData.get_size_of_set();

#pragma omp parallel for schedule(static, get_array_chunk_size()) \
    reduction(+ : loss, weight) num_threads(get_num_threads())
  for (unsigned long i = 0; i < num_of_rows_in_set; i++) {
    loss += kData.weight_ptr()[i] *
            std::exp(-(2 * kData.y_ptr()[i] - 1) *
                     (kData.offset_ptr()[i] + kFuncEstimate[i]));
    weight += kData.weight_ptr()[i];
  }

  // TODO: Check if weights are all zero for validation set
  if ((weight == 0.0) && (loss == 0.0)) {
    return nan("");
  } else if (weight == 0.0) {
    return HUGE_VAL;
  }

  return loss / weight;
}

Exemplo n.º 2

Arquivo: gaussian.cpp Projeto: arnocandel/gbm

double CGaussian::Deviance(const CDataset& kData, const Bag& kBag,
                           const double* kFuncEstimate) {
  double loss = 0.0;
  double weight = 0.0;

  unsigned long num_rows_in_set = kData.get_size_of_set();
#pragma omp parallel for schedule(static, get_array_chunk_size()) \
    reduction(+ : loss, weight) num_threads(get_num_threads())
  for (unsigned long i = 0; i < num_rows_in_set; i++) {
    const double tmp =
        (kData.y_ptr()[i] - kData.offset_ptr()[i] - kFuncEstimate[i]);
    loss += kData.weight_ptr()[i] * tmp * tmp;
    weight += kData.weight_ptr()[i];
  }

  // TODO: Check if weights are all zero for validation set
  if ((weight == 0.0) && (loss == 0.0)) {
    return nan("");
  } else if (weight == 0.0) {
    return copysign(HUGE_VAL, loss);
  }

  return loss / weight;
}