#ifndef TH_GENERIC_FILE #define TH_GENERIC_FILE "generic/SoftMarginCriterion.c" #else void THNN_(SoftMarginCriterion_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; sum = 0; TH_TENSOR_APPLY2(real, input, real, target, real z = log(1. + exp(-*input_data* *target_data)); sum += z;) if(sizeAverage) sum /= THTensor_(nElement)(input); THTensor_(set1d)(output, 0, sum); } void THNN_(SoftMarginCriterion_updateGradInput)( THNNState *state, THTensor *input, THTensor *target, THTensor *gradInput, bool sizeAverage) { 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, real z = exp(-*target_data * *input_data); *gradInput_data = -norm*(*target_data)*z/(1. + z);) } #endif