GPy/GPy/mappings/identity.py

25 lines
607 B
Python

# Copyright (c) 2015, James Hensman
from ..core.mapping import Mapping
from ..core import Param
class Identity(Mapping):
"""
A mapping that does nothing!
"""
def __init__(self, input_dim, output_dim, name='identity'):
Mapping.__init__(self, input_dim, output_dim, name)
def f(self, X):
return X
def update_gradients(self, dL_dF, X):
pass
def gradients_X(self, dL_dF, X):
return dL_dF
def to_dict(self):
input_dict = super(Identity, self)._to_dict()
input_dict["class"] = "GPy.mappings.Identity"
return input_dict