Class: DNN::Layers::Swish

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 



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# File 'lib/dnn/core/layers/activations.rb', line 62

def backward_node(dy)
  dy * (@y + (1 / (1 + Xumo::NMath.exp(-@x))) * (1 - @y))
end

#forward_node(x) ⇒ Object 



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# File 'lib/dnn/core/layers/activations.rb', line 57

def forward_node(x)
  @x = x
  @y = x * (1 / (1 + Xumo::NMath.exp(-x)))
end