Class: DNN::Layers::Softsign

Inherits:
Layer
  • Object
show all
Includes:
LayerNode
Defined in:
lib/dnn/core/layers/activations.rb

Instance Attribute Summary

Attributes inherited from Layer

#input_shape, #output_shape

Instance Method Summary collapse

Methods included from LayerNode

#forward

Methods inherited from Layer

#<<, #build, #built?, #call, call, #clean, #compute_output_shape, #forward, from_hash, #initialize, #load_hash, #to_hash

Constructor Details

This class inherits a constructor from DNN::Layers::Layer

Instance Method Details

#backward_node(dy) ⇒ Object 



36
37
38
 
# File 'lib/dnn/core/layers/activations.rb', line 36

def backward_node(dy)
  dy * (1 / (1 + @x.abs)**2)
end

#forward_node(x) ⇒ Object 



31
32
33
34
 
# File 'lib/dnn/core/layers/activations.rb', line 31

def forward_node(x)
  @x = x
  x / (1 + x.abs)
end