emmi.pipeline.batch_processors.moment_normalization
===================================================

.. py:module:: emmi.pipeline.batch_processors.moment_normalization


Classes
-------

.. autoapisummary::

   emmi.pipeline.batch_processors.moment_normalization.MomentNormalizationBatchProcessor


Module Contents
---------------

.. py:class:: MomentNormalizationBatchProcessor(items, mean, std)

   Bases: :py:obj:`ksuit.data.pipeline.BatchProcessor`


   Normalizes a value with its mean and standard deviation (i.e., its moments).

   Initializes the MomentNormalizationPostCollator

   :param items: the position items to normalize.
   :param mean: the mean of the value.
   :param std: the standard deviation of the value.


   .. py:attribute:: items


   .. py:attribute:: mean_tensor


   .. py:attribute:: std_tensor


   .. py:method:: denormalize(key, value)

      Inverts the normalization from the __call__ method of a single item in the batch.

      :param key: The name of the item.
      :param value: The value of the item.

      :returns: The same name and the denormalized value.
      :rtype: (key, value)