diff options
Diffstat (limited to 'contrib/lua-torch/nn/lib/THNN/generic/DistKLDivCriterion.c')
-rw-r--r-- | contrib/lua-torch/nn/lib/THNN/generic/DistKLDivCriterion.c | 44 |
1 files changed, 44 insertions, 0 deletions
diff --git a/contrib/lua-torch/nn/lib/THNN/generic/DistKLDivCriterion.c b/contrib/lua-torch/nn/lib/THNN/generic/DistKLDivCriterion.c new file mode 100644 index 000000000..6bd6aa067 --- /dev/null +++ b/contrib/lua-torch/nn/lib/THNN/generic/DistKLDivCriterion.c @@ -0,0 +1,44 @@ +#ifndef TH_GENERIC_FILE +#define TH_GENERIC_FILE "generic/DistKLDivCriterion.c" +#else + +void THNN_(DistKLDivCriterion_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, + sum += *target_data > 0 ? *target_data * (log(*target_data) - *input_data) : 0; + ); + + if (sizeAverage) + sum /= THTensor_(nElement)(input); + + THTensor_(set1d)(output, 0, sum); +} + +void THNN_(DistKLDivCriterion_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, + *gradInput_data = *target_data > 0 ? norm * (-*target_data) : 0; + ); +} + +#endif |