code: def use_auto_tune(args):
      return (
          hasattr(PredictConfig, "collect_shape_range_info")
          and hasattr(
              PredictConfig, "enable_tuned_tensorrt_dynamic_shape"
          )
          and args.device == "gpu"
          and args.use_trt
          and args.enable_auto_tune
      )
  
imports: import os
  import os.path
  import argparse
  from ast import literal_eval
  import numpy
  from PIL import Image
  from paddle.inference import create_predictor, PrecisionType
  from paddle.inference import Config
  from paddleseg.utils import logger, get_image_list
  from paddleseg.deploy.infer import DeployConfig
  from paddlepanseg.cvlibs.info_dicts import build_info_dict
  from paddlepanseg.transforms.functional import id2rgb
label_desc: Use image node_id 2 for calling a global function with example usage: use_auto_tune(args) and returns: unknown