empirical_normalization.py 文件源码

python
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项目:chainerrl 作者: chainer 项目源码 文件源码
def __call__(self, x, update=True):
        """Normalize mean and variance of values based on emprical values.

        Args:
            x (ndarray or Variable): Input values
            update (bool): Flag to learn the input values

        Returns:
            ndarray or Variable: Normalized output values
        """

        xp = self.xp
        mean = xp.broadcast_to(self._mean, x.shape)
        std_inv = xp.broadcast_to(self._std_inverse, x.shape)

        if update:
            self.experience(x)

        return (x - mean) * std_inv
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