code: def parse_args():
      parser = ArgumentParser()
      parser.add_argument(
          "inputs", type=str, help="Input image file or folder path."
      )
      parser.add_argument("model", type=str, help="Config file name")
      parser.add_argument("--weights", help="Checkpoint file")
      parser.add_argument("--texts", help="text prompt")
      parser.add_argument(
          "--out-dir",
          type=str,
          default="outputs",
          help="Output directory of images or prediction results.",
      )
      parser.add_argument(
          "--device", default="cuda:0", help="Device used for inference"
      )
      parser.add_argument(
          "--show",
          action="store_true",
          help="Display the image in a popup window.",
      )
      parser.add_argument(
          "--no-save-vis",
          action="store_true",
          help="Do not save detection vis results",
      )
      parser.add_argument(
          "--palette",
          default="none",
          choices=["ade20k", "coco", "voc", "citys", "random", "none"],
          help="Color palette used for visualization",
      )
  
      # only for instance segmentation
      parser.add_argument(
          "--pred-score-thr",
          type=float,
          default=0.5,
          help="bbox score threshold",
      )
      # only for panoptic segmentation
      parser.add_argument(
          "--stuff-texts",
          help="text prompt for stuff name in panoptic segmentation",
      )
  
      call_args = vars(parser.parse_args())
      if call_args["no_save_vis"]:
          call_args["out_dir"] = ""
  
      init_kws = ["model", "weights", "device", "palette"]
      init_args = {}
      for init_kw in init_kws:
          init_args[init_kw] = call_args.pop(init_kw)
  
      return init_args, call_args
  
imports: from argparse import ArgumentParser
  from mmengine.config import Config
  from mmengine.logging import print_log
  from mmdet.apis import DetInferencer
  from projects.XDecoder.xdecoder.inference import ImageCaptionInferencer, RefImageCaptionInferencer, TextToImageRegionRetrievalInferencer
label_desc: Use image node_id 1 for calling a global function with example usage: parse_args() and returns: init_args,  call_args