Narrow.lua


1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45

local Narrow, parent = torch.class('nn.Narrow', 'nn.Module')

function Narrow:__init(dimension,offset,length)
   parent.__init(self)
   self.dimension=dimension
   self.index=offset
   self.length=length or 1
   if not dimension or not offset then
      error('nn.Narrow(dimension, offset, length)')
   end
end

function Narrow:updateOutput(input)
   local dim = self.dimension < 0 and input:dim() + self.dimension + 1 or self.dimension
   local length = self.length
   if length < 0 then
      length = input:size(dim) - self.index + self.length + 2
   end
   local index = self.index
   if self.index < 0 then
      index = 1
      length = input:size(dim) - length
   end
   local output=input:narrow(dim, index, length)
   self.output = self.output:typeAs(output)
   self.output:resizeAs(output):copy(output)
   return self.output
end

function Narrow:updateGradInput(input, gradOutput)
   local dim = self.dimension < 0 and input:dim() + self.dimension + 1 or self.dimension
   local length = self.length
   if length < 0 then
      length = input:size(dim) - self.index + self.length + 2
   end
   local index = self.index
   if self.index < 0 then
      index = 1
      length = input:size(dim) - length
   end
   self.gradInput = self.gradInput:typeAs(input)
   self.gradInput:resizeAs(input):zero()
   self.gradInput:narrow(dim,index,length):copy(gradOutput)
   return self.gradInput
end