Class: DNN::Layers::LeakyReLU

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

Instance Attribute Summary collapse

Attributes inherited from Layer

#input_shape, #name

Instance Method Summary collapse

Methods inherited from Layer

#build, #built?, #call, call, from_hash, #output_shape

Constructor Details

#initialize(alpha = 0.3) ⇒ LeakyReLU

Returns a new instance of LeakyReLU.

Parameters:

  • alpha (Float) (defaults to: 0.3) —

    The slope when the output value is negative.



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# File 'lib/dnn/core/activations.rb', line 72

def initialize(alpha = 0.3)
  super()
  @alpha = alpha
end

Instance Attribute Details

#alpha ⇒ Object (readonly)

Returns the value of attribute alpha.



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# File 'lib/dnn/core/activations.rb', line 69

def alpha
  @alpha
end

Instance Method Details

#backward(dy) ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 84

def backward(dy)
  dx = Xumo::SFloat.ones(@x.shape)
  dx[@x <= 0] = @alpha
  dy * dx
end

#forward(x) ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 77

def forward(x)
  @x = x
  a = Xumo::SFloat.ones(x.shape)
  a[x <= 0] = @alpha
  x * a
end

#load_hash(hash) ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 94

def load_hash(hash)
  initialize(hash[:alpha])
end

#to_hash ⇒ Object 



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# File 'lib/dnn/core/activations.rb', line 90

def to_hash
  super(alpha: @alpha)
end