local Index, parent = torch.class('nn.Index', 'nn.Module') function Index:__init(dimension) parent.__init(self) self.dimension = dimension self.gradInput = {self.gradInput, self.gradInput.new()} end function Index:updateOutput(input) local t = input[1] local index = input[2] self.output:index(t, self.dimension, index) return self.output end function Index:updateGradInput(input, gradOutput) local t = input[1] local index = input[2] self.gradInput[2]:resize(index:size()):zero() local gradInput = self.gradInput[1] -- no gradient for the index variable gradInput:resizeAs(t):zero() gradInput:indexAdd(self.dimension, index, gradOutput) return self.gradInput end function Index:clearState() self.gradInput[1]:set() self.gradInput[2]:set() self.output:set() return self end