#ifndef TH_GENERIC_FILE #define TH_GENERIC_FILE "generic/MarginCriterion.c" #else void THNN_(MarginCriterion_updateOutput)( THNNState *state, THTensor *input, THTensor *target, THTensor *output, bool sizeAverage, accreal margin_) { real margin = TH_CONVERT_ACCREAL_TO_REAL(margin_); 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 = (margin - *input_data * *target_data); sum += z>0 ? z : 0; ); if (sizeAverage) sum /= THTensor_(nElement)(input); THTensor_(set1d)(output, 0, sum); } void THNN_(MarginCriterion_updateGradInput)( THNNState *state, THTensor *input, THTensor *target, THTensor *gradInput, bool sizeAverage, accreal margin_) { real margin = TH_CONVERT_ACCREAL_TO_REAL(margin_); THNN_CHECK_NELEMENT(input, target); real norm = (sizeAverage ? 1./((real)THTensor_(nElement)(input)) : 1.); THTensor_(resizeAs)(gradInput, input); TH_TENSOR_APPLY3(real, gradInput, real, input, real, target, *gradInput_data = (*input_data * *target_data) < margin ? -norm * *target_data : 0; ); } #endif