Class: DNN::Losses::Hinge

Inherits:
Loss
  • Object
show all
Includes:
DNN::Layers::LayerNode
Defined in:
lib/dnn/core/losses.rb

Instance Method Summary collapse

Methods included from DNN::Layers::LayerNode

#forward

Methods inherited from Loss

call, #call, #clean, #forward, from_hash, #load_hash, #loss, #regularizers_forward, #to_hash

Instance Method Details

#backward_node(d) ⇒ Object 



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# File 'lib/dnn/core/losses.rb', line 104

def backward_node(d)
  a = Xumo::SFloat.ones(*@a.shape)
  a[@a <= 0] = 0
  d * (a * -@t) / a.shape[0]
end

#forward_node(y, t) ⇒ Object 



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# File 'lib/dnn/core/losses.rb', line 98

def forward_node(y, t)
  @t = t
  @a = 1 - y * t
  Xumo::SFloat.maximum(0, @a).mean(0).sum
end