Batch normalization. This op is deprecated. See `tf.nn.batch_normalization`. Args: t: A 4D input Tensor. m: A 1D mean Tensor with size matching the last dimension of t. This is the first output from tf.nn.moments, or a saved moving average thereof. v: A 1D variance Tens
(t=None,
m=None,
v=None,
beta=None,
gamma=None,
variance_epsilon=None,
scale_after_normalization=None,
name=None,
input=None, # pylint: disable=redefined-builtin
mean=None,
variance=None)
| 1653 | |
| 1654 | @tf_export(v1=["nn.batch_norm_with_global_normalization"]) |
| 1655 | def batch_norm_with_global_normalization(t=None, |
| 1656 | m=None, |
| 1657 | v=None, |
| 1658 | beta=None, |
| 1659 | gamma=None, |
| 1660 | variance_epsilon=None, |
| 1661 | scale_after_normalization=None, |
| 1662 | name=None, |
| 1663 | input=None, # pylint: disable=redefined-builtin |
| 1664 | mean=None, |
| 1665 | variance=None): |
| 1666 | """Batch normalization. |
| 1667 | |
| 1668 | This op is deprecated. See `tf.nn.batch_normalization`. |
| 1669 | |
| 1670 | Args: |
| 1671 | t: A 4D input Tensor. |
| 1672 | m: A 1D mean Tensor with size matching the last dimension of t. |
| 1673 | This is the first output from tf.nn.moments, |
| 1674 | or a saved moving average thereof. |
| 1675 | v: A 1D variance Tensor with size matching the last dimension of t. |
| 1676 | This is the second output from tf.nn.moments, |
| 1677 | or a saved moving average thereof. |
| 1678 | beta: A 1D beta Tensor with size matching the last dimension of t. |
| 1679 | An offset to be added to the normalized tensor. |
| 1680 | gamma: A 1D gamma Tensor with size matching the last dimension of t. |
| 1681 | If "scale_after_normalization" is true, this tensor will be multiplied |
| 1682 | with the normalized tensor. |
| 1683 | variance_epsilon: A small float number to avoid dividing by 0. |
| 1684 | scale_after_normalization: A bool indicating whether the resulted tensor |
| 1685 | needs to be multiplied with gamma. |
| 1686 | name: A name for this operation (optional). |
| 1687 | input: Alias for t. |
| 1688 | mean: Alias for m. |
| 1689 | variance: Alias for v. |
| 1690 | |
| 1691 | Returns: |
| 1692 | A batch-normalized `t`. |
| 1693 | """ |
| 1694 | t = deprecated_argument_lookup("input", input, "t", t) |
| 1695 | m = deprecated_argument_lookup("mean", mean, "m", m) |
| 1696 | v = deprecated_argument_lookup("variance", variance, "v", v) |
| 1697 | return batch_normalization(t, m, v, beta, gamma if scale_after_normalization |
| 1698 | else None, variance_epsilon, name) |
| 1699 | |
| 1700 | |
| 1701 | # pylint: disable=redefined-builtin,line-too-long |
no test coverage detected