code: def _help_reproduce(
      *,
      directory: Union[str, pathlib.Path],
      path: Union[str, pathlib.Path],
      replicates: int,
      move_to_cpu: bool = False,
      save_replicates: bool = True,
      file_name: Optional[str] = None,
      extra_config: Optional[pathlib.Path] = None,
      keep_seed: bool = False,
  ) -> None:
      """Help run the configuration at a given path.
  
      :param directory: Output directory
      :param path: Path to configuration JSON/YAML file
      :param replicates: How many times the experiment should be run
      :param move_to_cpu: Should the model be moved back to the CPU? Only relevant if training on GPU.
      :param save_replicates: Should the artifacts of the replicates be saved?
      :param file_name: Name of JSON/YAML file (optional)
      :param extra_config: Extra configuration path
      :param keep_seed:
          whether to keep a random seed if given as part of the configuration
      """
      from pykeen.pipeline import replicate_pipeline_from_path
  
      path = normalize_path(path)
  
      if not path.is_file():
          click.secho(
              f"Could not find configuration at {path}", fg="red"
          )
          sys.exit(1)
      click.echo(f"Running configuration at {path}")
  
      # Create directory in which all experimental artifacts are saved
      datetime = time.strftime("%Y-%m-%d-%H-%M-%S")
      experiment_id = f"{datetime}_{uuid4()}"
      if file_name is not None:
          experiment_id += f"_{file_name}"
      output_directory = normalize_path(
          directory, experiment_id, mkdir=True
      )
  
      extra_kwargs = (
          {}
          if extra_config is None
          else load_configuration(path=extra_config)
      )
  
      replicate_pipeline_from_path(
          path=path,
          directory=output_directory,
          replicates=replicates,
          use_testing_data=True,
          move_to_cpu=move_to_cpu,
          save_replicates=save_replicates,
          keep_seed=keep_seed,
          **extra_kwargs,
      )
      shutil.copyfile(
          path,
          output_directory.joinpath("configuration_copied").with_suffix(
              path.suffix
          ),
      )
  
imports: import logging
  import os
  import pathlib
  import shutil
  import sys
  import time
  from typing import Iterable, Optional, Union
  from uuid import uuid4
  import click
  import tabulate
  from more_click import verbose_option
  from tqdm.auto import tqdm
  from pykeen.utils import CONFIGURATION_FILE_FORMATS, load_configuration, normalize_path
label_desc: Use image node_id 5 for calling a global function with example usage: _help_reproduce() without return types