code: def timer_wrapper(name):
      """Time counter wrapper."""
  
      def decorate(func):
          """decorate func"""
  
          @functools.wraps(func)
          def wrapper(*args, **kwargs):
              """wrapper func"""
              logging.info(f"[{name}] start...")
              ts = time.time()
              result = func(*args, **kwargs)
              te = time.time()
              costs = te - ts
              if costs < 1e-4:
                  cost_str = "%f sec" % costs
              elif costs > 3600:
                  cost_str = "%.4f sec (%.4f hours)" % (
                      costs,
                      costs / 3600.0,
                  )
              else:
                  cost_str = "%.4f sec" % costs
              logging.info(f"[{name}] finished! It takes {cost_str} s")
              return result
  
          return wrapper
  
      return decorate
  
imports: import os
  import csv
  import math
  import json
  import time
  import random
  import logging
  import functools
  import traceback
  from collections import defaultdict
  from _thread import start_new_thread
  from multiprocessing import Queue, Process
  import numpy
  from tqdm import tqdm
  import paddle
  import paddle.distributed
label_desc: Use image node_id 5 for calling a global function with example usage: timer_wrapper(name) and returns: decorate, wrapper, result