code: def reshape_batch(d, batch_shape):
      """
      EXPERIMENTAL Given a distribution ``d``, reshape to different batch shape
      of same number of elements.
  
      This is typically used to move the the rightmost batch dimension "time" to
      an event dimension, while preserving the positions of other batch
      dimensions.
  
      :param d: A distribution.
      :type d: ~pyro.distributions.Distribution
      :param tuple batch_shape: A new batch shape.
      :returns: A distribution with the same type but given batch shape.
      :rtype: ~pyro.distributions.Distribution
      """
      raise NotImplementedError(
          "reshape_batch() does not suport {}".format(type(d))
      )
  
imports: import numbers
  from functools import singledispatch
  import torch
  from torch.distributions import transform_to, transforms
  import pyro.distributions
  from pyro.infer.reparam import DiscreteCosineReparam, HaarReparam
  from pyro.poutine.messenger import Messenger
  from pyro.poutine.util import site_is_subsample
  from pyro.primitives import get_param_store
label_desc: Use image node_id 11 for calling a global function with example usage: reshape_batch(d, batch_shape) without return types