code: def multi_apply(func, *args, **kwargs):
      """Apply function to a list of arguments.
  
      Note:
          This function applies the ``func`` to multiple inputs and
          map the multiple outputs of the ``func`` into different
          list. Each list contains the same type of outputs corresponding
          to different inputs.
  
      Args:
          func (Function): A function that will be applied to a list of
              arguments
  
      Returns:
          tuple(list): A tuple containing multiple list, each list contains \
              a kind of returned results by the function
      """
      pfunc = partial(func, **kwargs) if kwargs else func
      map_results = map(pfunc, *args)
      return tuple(map(list, zip(*map_results)))
  
imports: from __future__ import absolute_import
  from __future__ import division
  from __future__ import print_function
  import paddle
  import paddle.nn
  import paddle.nn.functional
  from ppdet.core.workspace import register
  from ppdet.modeling import ops
  from functools import partial
label_desc: Use image node_id 3 for calling a global function with example usage: multi_apply(func) and returns: tuple