Constrains the weights incident to each hidden unit to have unit norm.
constraint_unitnorm(axis = 1L)
A Constraint
instance, a callable that can be passed to layer
constructors or used directly by calling it with tensors.
integer, axis along which to calculate weight norms.
For instance, in a Dense
layer the weight matrix
has shape (input_dim, output_dim)
,
set axis
to 0
to constrain each weight vector
of length (input_dim,)
.
In a Conv2D
layer with data_format = "channels_last"
,
the weight tensor has shape
(rows, cols, input_depth, output_depth)
,
set axis
to [0, 1, 2]
to constrain the weights of each filter tensor of size
(rows, cols, input_depth)
.
Other constraints:
Constraint()
constraint_maxnorm()
constraint_minmaxnorm()
constraint_nonneg()