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SpatialMaxPooling.lua
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SpatialMaxPooling.lua
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local SpatialMaxPooling, parent = torch.class('mklnn.SpatialMaxPooling', 'nn.Module')
local wrapper = mklnn.wrapper
local getType = mklnn.getType
function SpatialMaxPooling:__init(kW, kH, dW, dH, padW, padH)
parent.__init(self)
dW = dW or kW
dH = dH or kH
self.kW = kW
self.kH = kH
self.dW = dW
self.dH = dH
self.padW = padW or 0
self.padH = padH or 0
self.ceil_mode = false
end
function SpatialMaxPooling:ceil()
self.ceil_mode = true
return self
end
function SpatialMaxPooling:floor()
self.ceil_mode = false
return self
end
function SpatialMaxPooling:updateOutput(input)
if self.dnnPrimitives then
self.mkldnnInitOk = 1
else
self.mkldnnInitOk = 0
end
self.dnnPrimitives = self.dnnPrimitives or torch.LongTensor(16)
self.output = self.output:mkl() --add
self.gradInput = self.gradInput:mkl()
-- backward compatibility
self.ceil_mode = self.ceil_mode or false
self.padW = self.padW or 0
self.padH = self.padH or 0
--print("SpatialMaxPooling output nElement = ",self.output:nElement())
wrapper(getType(input),'SpatialMaxPooling_updateOutput',
input:cdata(),
self.output:cdata(),
self.kW, self.kH,
self.dW, self.dH,
self.padW, self.padH,
self.ceil_mode,
self.dnnPrimitives:cdata(),
self.mkldnnInitOk)
return self.output
end
function SpatialMaxPooling:updateGradInput(input, gradOutput)
wrapper(getType(input),'SpatialMaxPooling_updateGradInput',
input:cdata(),
gradOutput:cdata(),
self.gradInput:cdata(),
self.kW, self.kH,
self.dW, self.dH,
self.padW, self.padH,
self.ceil_mode,
self.dnnPrimitives:cdata(),self.mkldnnInitOk)
return self.gradInput
end
-- for backward compat
function SpatialMaxPooling:empty()
--self:clearState()
end
function SpatialMaxPooling:__tostring__()
local s = string.format('%s(%d,%d,%d,%d', torch.type(self),
self.kW, self.kH, self.dW, self.dH)
if (self.padW or self.padH) and (self.padW ~= 0 or self.padH ~= 0) then
s = s .. ',' .. self.padW .. ','.. self.padH
end
s = s .. ')'
return s
end
function SpatialMaxPooling:clearState()
return parent.clearState(self)
end