def METHOD_NAME(self, autotuning_dict):
    self.enabled = get_scalar_param(autotuning_dict, AUTOTUNING_ENABLED, AUTOTUNING_ENABLED_DEFAULT)
    self.fast = get_scalar_param(autotuning_dict, AUTOTUNING_FAST, AUTOTUNING_FAST_DEFAULT)
    self.results_dir = get_scalar_param(autotuning_dict, AUTOTUNING_RESULTS_DIR, AUTOTUNING_RESULTS_DIR_DEFAULT)
    assert self.results_dir, "results_dir cannot be empty"
    self.exps_dir = get_scalar_param(autotuning_dict, AUTOTUNING_EXPS_DIR, AUTOTUNING_EXPS_DIR_DEFAULT)
    assert self.exps_dir, "exps_dir cannot be empty"
    self.overwrite = get_scalar_param(autotuning_dict, AUTOTUNING_OVERWRITE, AUTOTUNING_OVERWRITE_DEFAULT)
    self.start_profile_step = get_scalar_param(autotuning_dict, AUTOTUNING_START_PROFILE_STEP,
                                               AUTOTUNING_START_PROFILE_STEP_DEFAULT)
    self.end_profile_step = get_scalar_param(autotuning_dict, AUTOTUNING_END_PROFILE_STEP,
                                             AUTOTUNING_END_PROFILE_STEP_DEFAULT)
    self.metric = get_scalar_param(autotuning_dict, AUTOTUNING_METRIC, AUTOTUNING_METRIC_DEFAULT)
    self.metric_path = get_scalar_param(autotuning_dict, AUTOTUNING_METRIC_PATH, AUTOTUNING_METRIC_PATH_DEFAULT)
    self.tuner_type = get_scalar_param(autotuning_dict, AUTOTUNING_TUNER_TYPE, AUTOTUNING_TUNER_TYPE_DEFAULT)
    self.tuner_early_stopping = get_scalar_param(autotuning_dict, AUTOTUNING_TUNER_EARLY_STOPPING,
                                                 AUTOTUNING_TUNER_EARLY_STOPPING_DEFAULT)
    self.tuner_num_trials = get_scalar_param(autotuning_dict, AUTOTUNING_TUNER_NUM_TRIALS,
                                             AUTOTUNING_TUNER_NUM_TRIALS_DEFAULT)
    self.arg_mappings = get_dict_param(autotuning_dict, AUTOTUNING_ARG_MAPPINGS, AUTOTUNING_ARG_MAPPINGS_DEFAULT)
    self.model_info = get_model_info_config(autotuning_dict)
    self.model_info_path = get_scalar_param(autotuning_dict, AUTOTUNING_MODEL_INFO_PATH,
                                            AUTOTUNING_MODEL_INFO_PATH_DEFAULT)
    self.mp_size = get_scalar_param(autotuning_dict, AUTOTUNING_MP_SIZE, AUTOTUNING_MP_SIZE_DEFAULT)
    self.max_train_batch_size = get_dict_param(autotuning_dict, AUTOTUNING_MAX_TRAIN_BATCH_SIZE,
                                               AUTOTUNING_MAX_TRAIN_BATCH_SIZE_DEFAULT)
    self.min_train_batch_size = get_dict_param(autotuning_dict, AUTOTUNING_MIN_TRAIN_BATCH_SIZE,
                                               AUTOTUNING_MIN_TRAIN_BATCH_SIZE_DEFAULT)
    self.max_train_micro_batch_size_per_gpu = get_dict_param(
        autotuning_dict, AUTOTUNING_MAX_TRAIN_MICRO_BATCH_SIZE_PER_GPU,
        AUTOTUNING_MAX_TRAIN_MICRO_BATCH_SIZE_PER_GPU_DEFAULT)
    self.min_train_micro_batch_size_per_gpu = get_dict_param(
        autotuning_dict, AUTOTUNING_MIN_TRAIN_MICRO_BATCH_SIZE_PER_GPU,
        AUTOTUNING_MIN_TRAIN_MICRO_BATCH_SIZE_PER_GPU_DEFAULT)
    self.num_tuning_micro_batch_sizes = get_dict_param(autotuning_dict, AUTOTUNING_NUM_TUNING_MICRO_BATCH_SIZES,
                                                       AUTOTUNING_NUM_TUNING_MICRO_BATCH_SIZES_DEFAULT)