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-rw-r--r--contrib/lua-torch/nn/Replicate.lua57
1 files changed, 57 insertions, 0 deletions
diff --git a/contrib/lua-torch/nn/Replicate.lua b/contrib/lua-torch/nn/Replicate.lua
new file mode 100644
index 000000000..c7dedd767
--- /dev/null
+++ b/contrib/lua-torch/nn/Replicate.lua
@@ -0,0 +1,57 @@
+local Replicate, parent = torch.class('nn.Replicate','nn.Module')
+
+function Replicate:__init(nf, dim, ndim)
+ parent.__init(self)
+ self.nfeatures = nf
+ self.dim = dim or 1
+ self.ndim = ndim
+ assert(self.dim > 0, "Can only replicate across positive integer dimensions.")
+end
+
+function Replicate:updateOutput(input)
+ self.dim = self.dim or 1 --backwards compatible
+ assert(
+ self.dim <= input:dim()+1,
+ "Not enough input dimensions to replicate along dimension " ..
+ tostring(self.dim) .. ".")
+ local batchOffset = self.ndim and input:dim() > self.ndim and 1 or 0
+ local rdim = self.dim + batchOffset
+ local sz = torch.LongStorage(input:dim()+1)
+ sz[rdim] = self.nfeatures
+ for i = 1,input:dim() do
+ local offset = 0
+ if i >= rdim then
+ offset = 1
+ end
+ sz[i+offset] = input:size(i)
+ end
+ local st = torch.LongStorage(input:dim()+1)
+ st[rdim] = 0
+ for i = 1,input:dim() do
+ local offset = 0
+ if i >= rdim then
+ offset = 1
+ end
+ st[i+offset] = input:stride(i)
+ end
+ self.output:set(input:storage(),input:storageOffset(),sz,st)
+ return self.output
+end
+
+function Replicate:updateGradInput(input, gradOutput)
+ self.gradInput:resizeAs(input):zero()
+ local batchOffset = self.ndim and input:dim() > self.ndim and 1 or 0
+ local rdim = self.dim + batchOffset
+ local sz = torch.LongStorage(input:dim()+1)
+ sz[rdim] = 1
+ for i = 1,input:dim() do
+ local offset = 0
+ if i >= rdim then
+ offset = 1
+ end
+ sz[i+offset] = input:size(i)
+ end
+ local gradInput = self.gradInput:view(sz)
+ gradInput:sum(gradOutput, rdim)
+ return self.gradInput
+end