googlenet_custom_layers.LRN Class Reference

Inheritance diagram for googlenet_custom_layers.LRN:

Public Member Functions
def	__init__ (self, alpha=0.0001, k=1, beta=0.75, n=5, kwargs)
def	call (self, x, mask=None)
def	get_config (self)

Public Attributes
	alpha
	k
	beta
	n

Detailed Description

Definition at line 4 of file googlenet_custom_layers.py.

Constructor & Destructor Documentation

def googlenet_custom_layers.LRN.__init__	(		self,
			alpha = 0.0001,
			k = 1,
			beta = 0.75,
			n = 5,
			kwargs
	)

Definition at line 6 of file googlenet_custom_layers.py.

    def __init__(self, alpha=0.0001,k=1,beta=0.75,n=5, **kwargs):
        self.alpha = alpha
        self.k = k
        self.beta = beta
        self.n = n
        super(LRN, self).__init__(**kwargs)
    

Member Function Documentation

def googlenet_custom_layers.LRN.call	(		self,
			x,
			mask = None
	)

Definition at line 13 of file googlenet_custom_layers.py.

    def call(self, x, mask=None):
        b, ch, r, c = x.shape
        half_n = self.n // 2 # half the local region
        input_sqr = T.sqr(x) # square the input
        extra_channels = T.alloc(0., b, ch + 2*half_n, r, c) # make an empty tensor with zero pads along channel dimension
        input_sqr = T.set_subtensor(extra_channels[:, half_n:half_n+ch, :, :],input_sqr) # set the center to be the squared input
        scale = self.k # offset for the scale
        norm_alpha = self.alpha / self.n # normalized alpha
        for i in range(self.n):
            scale += norm_alpha * input_sqr[:, i:i+ch, :, :]
        scale = scale ** self.beta
        x = x / scale
        return x

def googlenet_custom_layers.LRN.get_config

(

self

)

Definition at line 27 of file googlenet_custom_layers.py.

    def get_config(self):
        config = {"alpha": self.alpha,
                  "k": self.k,
                  "beta": self.beta,
                  "n": self.n}
        base_config = super(LRN, self).get_config()
        return dict(list(base_config.items()) + list(config.items()))

Member Data Documentation

googlenet_custom_layers.LRN.alpha

Definition at line 7 of file googlenet_custom_layers.py.

googlenet_custom_layers.LRN.beta

Definition at line 9 of file googlenet_custom_layers.py.

googlenet_custom_layers.LRN.k

Definition at line 8 of file googlenet_custom_layers.py.

googlenet_custom_layers.LRN.n

Definition at line 10 of file googlenet_custom_layers.py.

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The documentation for this class was generated from the following file:

• dunereco/dunereco/CVN/keras_scripts/networks/googlenet_custom_layers.py