From b818c2562d07a69083377cbc34f2add108e9fa66 Mon Sep 17 00:00:00 2001 From: Determinant Date: Wed, 10 Jun 2015 20:42:10 +0800 Subject: add CombinerLayer to support branches in NN; add MSELayer --- layer/softmax_ce.lua | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) (limited to 'layer/softmax_ce.lua') diff --git a/layer/softmax_ce.lua b/layer/softmax_ce.lua index 2e1f5fb..7888540 100644 --- a/layer/softmax_ce.lua +++ b/layer/softmax_ce.lua @@ -36,8 +36,12 @@ function SoftmaxCELayer:propagate(input, output) label = label:decompress(input[1]:ncol()) end ce:mul_elem(ce, label) + ce = ce:rowsum() + if output[1] ~= nil then + output[1]:copy_fromd(ce) + end -- add total ce - self.total_ce = self.total_ce - ce:rowsum():colsum()[0] + self.total_ce = self.total_ce - ce:colsum()[0] self.total_frames = self.total_frames + soutput:nrow() -- TODO: add colsame for uncompressed label if self.compressed then @@ -51,7 +55,11 @@ function SoftmaxCELayer:back_propagate(next_bp_err, bp_err, input, output) if self.compressed then label = label:decompress(input[1]:ncol()) end - next_bp_err[1]:add(self.soutput, label, 1.0, -1.0) + local nbe = next_bp_err[1] + nbe:add(self.soutput, label, 1.0, -1.0) + if bp_err[1] ~= nil then + nbe:scale_rows_by_col(bp_err[1]) + end end function SoftmaxCELayer:get_params() -- cgit v1.2.3-70-g09d2