code: def replace(self, **kwargs) -> "Variable[tp.Any]":
      # return `value` if it is a Variable
      if "value" in kwargs and isinstance(
          value := kwargs["value"], Variable
      ):
          # remove value from kwargs
          kwargs.pop("value")
          if not self.is_equivalent(value):
              raise ValueError(
                  "Cannot replace value from incompatible container, "
                  f"expected {type(self).__name__}, got {type(value).__name__}"
              )
          # if kwargs aren't empty, recursively call replace
          # else return variable value
          if kwargs:
              return value.replace(**kwargs)
          else:
              return value
  
      # get and update attributes
      attributes = vars(self).copy()
      attributes.update(**kwargs)
      # return new instance with updated attributes
      obj = object.__new__(type(self))
      vars(obj).update(attributes)
      return obj
  
imports: import dataclasses
  import functools
  import typing
  from abc import ABCMeta
  from functools import partial
  from typing import Any
  import jax
  import jax.tree_util
  from flax.experimental.nnx.nnx import reprlib
label_desc: Use image node_id 12 for calling the Variable obj's underlying member method code with example usage: obj.replace() and returns: obj, value, value