# Copyright (c) 2022 PaddlePaddle 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. import paddle class Constraint(object): """Constraint condition for random variable. """ def __call__(self, value): raise NotImplementedError class Real(Constraint): def __call__(self, value): return value == value class Range(Constraint): def __init__(self, lower, upper): self._lower = lower self._upper = upper super(Range, self).__init__() def __call__(self, value): return self._lower <= value <= self._upper class Positive(Constraint): def __call__(self, value): return value >= 0. class Simplex(Constraint): def __call__(self, value): return paddle.all(value >= 0, axis=-1) and ( (value.sum(-1) - 1).abs() < 1e-6) real = Real() positive = Positive() simplex = Simplex()