# Copyright 2020 Huawei Technologies Co., Ltd # # 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. # ============================================================================ """Operations for clipping tensors to min/max values.""" from .. import operations as P def clip_by_value(x, clip_value_min, clip_value_max): """ Clips tensor values to a specified min and max. Limits the value of :math:`x` to a range, whose lower limit is 'clip_value_min' and upper limit is 'clip_value_max'. Note: 'clip_value_min' needs to be less than or equal to 'clip_value_max'. Args: x (Tensor): Input data. clip_value_min (Tensor): The minimum value. clip_value_max (Tensor): The maximum value. Returns: Tensor, a clipped Tensor. """ min_op = P.Minimum() max_op = P.Maximum() x_min = min_op(x, clip_value_max) x_max = max_op(x_min, clip_value_min) return x_max