Source code for mindspore.ops.composite.clip_ops

# Copyright 2020 Huawei Technologies Co., Ltd
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"""Operations for clipping tensors to min/max values."""

from .. import operations as P


[docs]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