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path: root/contrib/lua-torch/nn/lib/THNN/generic/MSECriterion.c
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#ifndef TH_GENERIC_FILE
#define TH_GENERIC_FILE "generic/MSECriterion.c"
#else

void THNN_(MSECriterion_updateOutput)(
          THNNState *state,
          THTensor *input,
          THTensor *target,
          THTensor *output,
          bool sizeAverage)
{
  THNN_CHECK_NELEMENT(input, target);
  THNN_CHECK_DIM_SIZE(output, 1, 0, 1);

  real sum = 0;

  TH_TENSOR_APPLY2(real, input, real, target,
    real z = (*input_data - *target_data);
    sum += z*z;
  );

  if (sizeAverage)
    sum /= THTensor_(nElement)(input);

  THTensor_(set1d)(output, 0, sum);
}

void THNN_(MSECriterion_updateGradInput)(
          THNNState *state,
          THTensor *input,
          THTensor *target,
          THTensor *gradInput,
          bool sizeAverage)
{
  THNN_CHECK_NELEMENT(input, target);

  real norm = (sizeAverage ? 2./((real)THTensor_(nElement)(input)) : 2.);

  THTensor_(resizeAs)(gradInput, input);
  TH_TENSOR_APPLY3(real, gradInput, real, input, real, target,
    *gradInput_data = norm * (*input_data - *target_data);
  );
}

#endif