code: def inject_dependencies(
      f: F,
      signature_f: tp.Optional[tp.Callable] = None,
      rename: tp.Optional[tp.Dict[str, str]] = None,
  ) -> F:
      if signature_f is None:
          signature_f = f
  
      signature_f = get_signature_f_recursive(signature_f)
      f_params = get_function_args(signature_f)
  
      @functools.wraps(signature_f)
      def wrapper(*args, **kwargs):
          n_args = len(args)
          arg_names = [arg.name for arg in f_params[:n_args]]
          kwarg_names = [arg.name for arg in f_params[n_args:]]
  
          if rename:
              for old, new in rename.items():
                  if old in kwargs:
                      kwargs[new] = kwargs.pop(old)
  
          if not any(
              arg.kind == inspect.Parameter.VAR_KEYWORD
              for arg in f_params
          ):
              # print(list(kwargs.keys()))
              # print(kwarg_names)
              kwargs = {
                  arg: kwargs[arg]
                  for arg in kwarg_names
                  if arg not in arg_names and arg in kwargs
              }
  
          return f(*args, **kwargs)
  
      return wrapper
  
imports: import enum
  import functools
  import hashlib
  import inspect
  import io
  import os
  import re
  import shutil
  import sys
  import typing
  import urllib
  from functools import total_ordering
  import jax
  import jax.numpy
  import jax.tree_util
  import numpy
  import treex
  from elegy import types
label_desc: Use image node_id 5 for calling a global function with example usage: inject_dependencies(f, signature_f, rename) and returns: wrapper, f