diff options
Diffstat (limited to 'contrib/lua-torch/nn/SpatialMaxPooling.lua')
-rw-r--r-- | contrib/lua-torch/nn/SpatialMaxPooling.lua | 94 |
1 files changed, 94 insertions, 0 deletions
diff --git a/contrib/lua-torch/nn/SpatialMaxPooling.lua b/contrib/lua-torch/nn/SpatialMaxPooling.lua new file mode 100644 index 000000000..5c865c631 --- /dev/null +++ b/contrib/lua-torch/nn/SpatialMaxPooling.lua @@ -0,0 +1,94 @@ +local SpatialMaxPooling, parent = torch.class('nn.SpatialMaxPooling', 'nn.Module') + +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 + self.indices = torch.LongTensor() +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) + self.indices = self.indices or torch.LongTensor() + if torch.typename(input):find('torch%.Cuda.*Tensor') then + self.indices = torch.CudaLongTensor and self.indices:cudaLong() or self.indices + else + self.indices = self.indices:long() + end + + local dims = input:dim() + self.iheight = input:size(dims-1) + self.iwidth = input:size(dims) + + -- backward compatibility + self.ceil_mode = self.ceil_mode or false + self.padW = self.padW or 0 + self.padH = self.padH or 0 + input.THNN.SpatialMaxPooling_updateOutput( + input:cdata(), + self.output:cdata(), + self.indices:cdata(), + self.kW, self.kH, + self.dW, self.dH, + self.padW, self.padH, + self.ceil_mode + ) + return self.output +end + +function SpatialMaxPooling:updateGradInput(input, gradOutput) + input.THNN.SpatialMaxPooling_updateGradInput( + input:cdata(), + gradOutput:cdata(), + self.gradInput:cdata(), + self.indices:cdata(), + self.kW, self.kH, + self.dW, self.dH, + self.padW, self.padH, + self.ceil_mode + ) + return self.gradInput +end + +-- for backward compat +function SpatialMaxPooling:empty() + self:clearState() +end + +function SpatialMaxPooling:__tostring__() + local s = string.format('%s(%dx%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() + if self.indices then + self.indices:set() + end + return parent.clearState(self) +end |