code: def validate_init_settings(
      func: Callable,
      settings: Dict[str, Any],
      *,
      section: Optional[str] = None,
      name: str = "",
      exclude: Iterable[str] = ("get_examples", "nlp"),
  ) -> Dict[str, Any]:
      """Validate initialization settings against the expected arguments in
      the method signature. Will parse values if possible (e.g. int to string)
      and return the updated settings dict. Will raise a ConfigValidationError
      if types don't match or required values are missing.
  
      func (Callable): The initialize method of a given component etc.
      settings (Dict[str, Any]): The settings from the respective [initialize] block.
      section (str): Initialize section, for error message.
      name (str): Name of the block in the section.
      exclude (Iterable[str]): Parameter names to exclude from schema.
      RETURNS (Dict[str, Any]): The validated settings.
      """
      schema = get_arg_model(func, exclude=exclude, name="InitArgModel")
      try:
          return schema(**settings).dict()
      except ValidationError as e:
          block = (
              "initialize" if not section else f"initialize.{section}"
          )
          title = (
              f"Error validating initialization settings in [{block}]"
          )
          raise ConfigValidationError(
              title=title,
              errors=e.errors(),
              config=settings,
              parent=name,
          ) from None
  
imports: import inspect
  import re
  from collections import defaultdict
  from enum import Enum
  from typing import TYPE_CHECKING, Any, Callable, Dict, Iterable, List, Optional, Tuple, Type, TypeVar, Union
  from thinc.api import ConfigValidationError, Model, Optimizer
  from thinc.config import Promise
  from .attrs import NAMES
  from .compat import Literal
  from .lookups import Lookups
  from .util import is_cython_func
label_desc: Use image node_id 3 for calling a global function with example usage: validate_init_settings(func, settings) and returns: schema