# Copyright 2017 The TensorFlow Authors All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ============================================================================== """Activation and weight binarizer implementations.""" import math import numpy as np import tensorflow as tf def ConvertSignCodeToZeroOneCode(x): """Conversion from codes {-1, +1} to codes {0, 1}.""" return 0.5 * (x + 1.0) def ConvertZeroOneCodeToSignCode(x): """Convert from codes {0, 1} to codes {-1, +1}.""" return 2.0 * x - 1.0 def CheckZeroOneCode(x): return tf.reduce_all(tf.equal(x * (x - 1.0), 0))