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-rw-r--r--contrib/lua-torch/nn/ELU.lua45
1 files changed, 45 insertions, 0 deletions
diff --git a/contrib/lua-torch/nn/ELU.lua b/contrib/lua-torch/nn/ELU.lua
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+++ b/contrib/lua-torch/nn/ELU.lua
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+local ELU, parent = torch.class('nn.ELU', 'nn.Module')
+
+--[[
+ Djork-Arné Clevert, Thomas Unterthiner, Sepp Hochreiter
+ Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)
+ http://arxiv.org/pdf/1511.07289.pdf
+--]]
+
+function ELU:__init(alpha, inplace)
+ parent.__init(self)
+ self.alpha = alpha or 1
+ assert(type(self.alpha) == 'number')
+ self.inplace = inplace or false
+ assert(type(self.inplace) == 'boolean')
+end
+
+function ELU:updateOutput(input)
+ local inplace = self.inplace or false
+
+ input.THNN.ELU_updateOutput(
+ input:cdata(),
+ self.output:cdata(),
+ self.alpha,
+ inplace
+ )
+ return self.output
+end
+
+function ELU:updateGradInput(input, gradOutput)
+ local inplace = self.inplace or false
+
+ input.THNN.ELU_updateGradInput(
+ input:cdata(),
+ gradOutput:cdata(),
+ self.gradInput:cdata(),
+ self.output:cdata(),
+ self.alpha,
+ inplace
+ )
+ return self.gradInput
+end
+
+function ELU:__tostring__()
+ return string.format('%s (alpha:%f)', torch.type(self), self.alpha)
+end