code: def clean_parenthesized_string(string):
      """Produce a clipped substring of `string` comprising all characters from the beginning of
      `string` through the closing paren that matches the first opening paren in `string`
  
      Parameters
      ----------
      string: String
          A string that contains a parenthesized statement in its entirety, along with extra content
          to be removed. The target parenthesized statement may contain additional parentheses
  
      Returns
      -------
      clean_string: String
          A substring of `string`, extending from the beginning of `string`, through the closing paren
          that matches the first opening paren found, producing a valid parenthesized statement
      """
      close_paren = 0
  
      for i in range(len(string)):
          if string[i] == "(":
              close_paren += 1
          elif string[i] == ")":
              if close_paren > 1:
                  close_paren -= 1
              else:
                  return string[: i + 1]
  
      raise ValueError(
          f'Need closing paren:"""\n{string}\n"""\nRemaining close_paren: {close_paren}'
      )
  
imports: from hyperparameter_hunter.settings import G, TEMP_MODULES_DOT_PATH, TEMP_MODULES_DIR_PATH
  from hyperparameter_hunter.compat.keras_helper import parameterize_compiled_keras_model
  from hyperparameter_hunter.space.dimensions import Real, Integer, Categorical
  from hyperparameter_hunter.utils.boltons_utils import remap, default_enter
  from hyperparameter_hunter.utils.general_utils import deep_restricted_update, subdict
  from hyperparameter_hunter.utils.parsing_utils import stringify_model_builder, write_python, build_temp_model_file
  from collections import OrderedDict
  from copy import deepcopy
  from datetime import datetime
  from importlib.util import spec_from_file_location, module_from_spec
  import os
  import re
  import sys
  from types import FunctionType, MethodType
label_desc: Use image node_id 11 for calling a global function with example usage: clean_parenthesized_string(string) and returns: string