code: def __init__(
      self,
      max_length: int,
      max_trials: int,
      num_rungs: int,
      divisor: int,
      max_concurrent_trials: int = 16,
  ) -> None:
      # Asha params
      self.max_length = max_length
      self.max_trials = max_trials
      self.num_rungs = num_rungs
      self.divisor = divisor
      self.max_concurrent_trials = max_concurrent_trials
      self.is_smaller_better = True
  
      # structs
      self.rungs: List[Rung] = []
      self.trial_rungs: Dict[uuid.UUID, int] = {}
  
      # accounting
      self.pending_trials: int = 0
      self.completed_trials: int = 0
      self.invalid_trials: int = 0
      self.early_exit_trials: Set[uuid.UUID] = set()
      self.closed_trials: Set[uuid.UUID] = set()
  
      self._init_rungs()
  
imports: import dataclasses
  import json
  import logging
  import pickle
  import random
  import sys
  import uuid
  from pathlib import Path
  from typing import Any, Dict, List, Optional, Set
  from urllib3.connectionpool import HTTPConnectionPool, MaxRetryError
  from determined import searcher
label_desc: Use image node_id 1 to create a new ASHASearchMethodState object  with example: obj = ASHASearchMethodState(max_length, max_trials, num_rungs, divisor, max_concurrent_trials)