code: def main(cmd=None):
      print(get_commandline_args(), file=sys.stderr)
  
      parser = get_parser()
      args = parser.parse_args(cmd)
      kwargs = vars(args)
  
      kwargs.pop("config", None)
      inference(**kwargs)
  
imports: from __future__ import annotations
  import argparse
  import logging
  import sys
  from pathlib import Path
  from typing import Any, Dict, List, Optional, Sequence, Tuple, Union
  import numpy
  import torch
  from packaging.version import parse
  from typeguard import check_argument_types, check_return_type
  from espnet2.asr_transducer.beam_search_transducer import BeamSearchTransducer, Hypothesis
  from espnet2.asr_transducer.frontend.online_audio_processor import OnlineAudioProcessor
  from espnet2.asr_transducer.utils import TooShortUttError
  from espnet2.fileio.datadir_writer import DatadirWriter
  from espnet2.tasks.asr_transducer import ASRTransducerTask
  from espnet2.tasks.lm import LMTask
  from espnet2.text.build_tokenizer import build_tokenizer
  from espnet2.text.token_id_converter import TokenIDConverter
  from espnet2.torch_utils.set_all_random_seed import set_all_random_seed
  from espnet2.utils import config_argparse
  from espnet2.utils.types import str2bool, str2triple_str, str_or_none
  from espnet.utils.cli_utils import get_commandline_args
label_desc: Use image node_id 3 for calling a global function with example usage: main(cmd) without return types