optimizations/ClassNLLCriterion.lua at master · wojciechz/optimizations · GitHub

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local ClassNLLCriterion, parent = torch.class('ClassNLLCriterion', 'Module')

function ClassNLLCriterion:__init()
   parent.__init(self)
   self.sizeAverage = true
end

function ClassNLLCriterion:updateOutput(input)
   local input, target = unpack(input)
   if input:dim() == 1 then
      self.output = -input[target]
   elseif input:dim() == 2 then
      local output = 0
      for i=1,target:size(1) do
         output = output - input[i][target[i]]
      end
      if self.sizeAverage then
         output = output / target:size(1)
      end
      self.output = output
   else
      error('matrix or vector expected')
   end
   return self.output
end

function ClassNLLCriterion:updateGradInput(input)
   local input, target = unpack(input)
   self.gradInput:resizeAs(input)
   self.gradInput:zero()

  if input:dim() == 1 then
      self.gradInput[target] = -1
  else
      local z = -1
      if self.sizeAverage then
         z = z / target:size(1)
      end
      local gradInput = self.gradInput
      for i=1,target:size(1) do
         gradInput[i][target[i]] = z
      end
   end

   return self.gradInput
end