docstr: Build a new hpo instance.
docstr_tok: ["Build","a","new","hpo","instance","."]
code: def build_hpo_from_args(cls, args):
      """Build a new hpo instance."""
      raise NotImplementedError(
          "HP Optimizer must implement the build_hpo_from_args method"
      )
  
imports: from ...utils import get_logger
  import hyperopt
  import time
  import math
  import dill
  import multiprocessing
  import copy
  import random
label_desc: Use image node_id 19 for calling the BaseHPOptimizer obj's underlying member method code with example usage: obj.build_hpo_from_args(cls, args) without return types