code: def convert_mxnet_default_inputs(
      model: Model, X: Any, is_train: bool
  ) -> Tuple[ArgsKwargs, Callable[[ArgsKwargs], Any]]:
      xp2mxnet_ = lambda x: xp2mxnet(x, requires_grad=is_train)
      converted = convert_recursive(is_xp_array, xp2mxnet_, X)
      if isinstance(converted, ArgsKwargs):
  
          def reverse_conversion(dXmxnet):
              return convert_recursive(
                  is_mxnet_array, mxnet2xp, dXmxnet
              )
  
          return converted, reverse_conversion
      elif isinstance(converted, dict):
  
          def reverse_conversion(dXmxnet):
              dX = convert_recursive(is_mxnet_array, mxnet2xp, dXmxnet)
              return dX.kwargs
  
          return (
              ArgsKwargs(args=tuple(), kwargs=converted),
              reverse_conversion,
          )
      elif isinstance(converted, (tuple, list)):
  
          def reverse_conversion(dXmxnet):
              dX = convert_recursive(is_mxnet_array, mxnet2xp, dXmxnet)
              return dX.args
  
          return (
              ArgsKwargs(args=tuple(converted), kwargs={}),
              reverse_conversion,
          )
      else:
  
          def reverse_conversion(dXmxnet):
              dX = convert_recursive(is_mxnet_array, mxnet2xp, dXmxnet)
              return dX.args[0]
  
          return (
              ArgsKwargs(args=(converted,), kwargs={}),
              reverse_conversion,
          )
  
file_path: thinc/thinc/layers/mxnetwrapper.py
imports: from typing import Any, Callable, Optional, Tuple, Type
  from ..config import registry
  from ..model import Model
  from ..shims import MXNetShim
  from ..types import ArgsKwargs
  from ..util import convert_recursive, is_mxnet_array, is_xp_array, mxnet2xp, xp2mxnet
label_desc: Use image node_id 3 for calling a global function with example usage: convert_mxnet_default_inputs(model, X, is_train) and returns: converted,  reverse_conversion, convert_recursive, ArgsKwargs,  reverse_conversion, dX, ArgsKwargs,  reverse_conversion, ArgsKwargs,  reverse_conversion, dX, dX