code: def main():
      """
      This script creates the plots used in the HELM paper (https://arxiv.org/abs/2211.09110).
      It should be run _after_ running `summarize.py` with the same `benchmark_output` and `suite` arguments and through
      the top-level command `helm-create-plots`.
      """
      parser = argparse.ArgumentParser()
      parser.add_argument(
          "-o",
          "--output-path",
          type=str,
          help="Path to benchmarking output",
          default="benchmark_output",
      )
      parser.add_argument(
          "--suite",
          type=str,
          help="Name of the suite that we are plotting",
          required=True,
      )
      parser.add_argument(
          "--plot-format",
          help="Format for saving plots",
          default="png",
          choices=["png", "pdf"],
      )
      args = parser.parse_args()
      base_path = os.path.join(args.output_path, "runs", args.suite)
      if not os.path.exists(os.path.join(base_path, "groups")):
          hlog(
              f"ERROR: Could not find `groups` directory under {base_path}. Did you run `summarize.py` first?"
          )
          return
      save_path = os.path.join(base_path, "plots")
      plotter = Plotter(
          base_path=base_path,
          save_path=save_path,
          plot_format=args.plot_format,
      )
      plotter.create_all_plots()
  
imports: import argparse
  from collections import defaultdict
  from dataclasses import dataclass
  from datetime import date
  import json
  import os
  from typing import List, Dict, Optional, Any, Callable, Union, Mapping, Tuple, Set
  import colorcet
  import matplotlib
  import matplotlib.pyplot
  import numpy
  from scipy.stats import pearsonr
  import seaborn
  from helm.common.hierarchical_logger import hlog
  from helm.benchmark.presentation.schema import read_schema
  from helm.benchmark.presentation.summarize import AGGREGATE_WIN_RATE_COLUMN
label_desc: Use image node_id 4 for calling a global function with example usage: main() without return types