#ifndef TH_GENERIC_FILE #define TH_GENERIC_FILE "generic/SmoothL1Criterion.c" #else void THNN_(SmoothL1Criterion_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 = fabs(*input_data - *target_data); sum += z < 1 ? 0.5*z*z : z - 0.5; ); if (sizeAverage) sum /= THTensor_(nElement)(input); THTensor_(set1d)(output, 0, sum); } void THNN_(SmoothL1Criterion_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 x = *input_data - *target_data; if (x < -1.) *gradInput_data = - norm; else if (x > 1.) *gradInput_data = norm; else *gradInput_data = norm * x; ); } #endif