move ActivityRegularizer to regularizer.py
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2 changed files with 16 additions and 16 deletions
16
onn/layer.py
16
onn/layer.py
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@ -1,7 +1,6 @@
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from .layer_base import *
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from .initialization import *
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from .float import *
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from .regularizer import Regularizer
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# Nonparametric Layers {{{1
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@ -77,21 +76,6 @@ class Sum(Layer):
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return edges[0] # TODO: does this always work?
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class ActivityRegularizer(Layer):
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def __init__(self, reg):
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super().__init__()
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assert isinstance(reg, Regularizer), reg
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self.reg = reg
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def forward(self, X):
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self.X = X
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self.loss = np.sum(self.reg.forward(X))
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return X
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def backward(self, dY):
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return dY + self.reg.backward(self.X)
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class Dropout(Layer):
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def __init__(self, dropout=0.0):
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super().__init__()
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@ -1,5 +1,6 @@
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import numpy as np
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from .layer import Layer
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from .float import *
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@ -7,6 +8,21 @@ class Regularizer:
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pass
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class ActivityRegularizer(Layer):
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def __init__(self, reg):
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super().__init__()
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assert isinstance(reg, Regularizer), reg
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self.reg = reg
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def forward(self, X):
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self.X = X
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self.loss = np.sum(self.reg.forward(X))
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return X
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def backward(self, dY):
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return dY + self.reg.backward(self.X)
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class L1L2(Regularizer):
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def __init__(self, l1=0.0, l2=0.0):
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self.l1 = _f(l1)
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