code: def load_generation_strategy_by_id(
      gs_id: int,
      config: Optional[SQAConfig] = None,
      experiment: Optional[Experiment] = None,
      reduced_state: bool = False,
  ) -> GenerationStrategy:
      """Finds a generation strategy stored by a given ID and restores it."""
      config = config or SQAConfig()
      decoder = Decoder(config=config)
      return _load_generation_strategy_by_id(
          gs_id=gs_id,
          decoder=decoder,
          experiment=experiment,
          reduced_state=reduced_state,
      )
  
imports: from math import ceil
  from typing import Any, cast, Dict, List, Optional, Type
  from ax.core.experiment import Experiment
  from ax.core.generator_run import GeneratorRun
  from ax.core.metric import Metric
  from ax.core.trial import Trial
  from ax.exceptions.core import ExperimentNotFoundError, ObjectNotFoundError
  from ax.modelbridge.generation_strategy import GenerationStrategy
  from ax.storage.sqa_store.db import session_scope
  from ax.storage.sqa_store.decoder import Decoder
  from ax.storage.sqa_store.reduced_state import get_query_options_to_defer_immutable_duplicates, get_query_options_to_defer_large_model_cols
  from ax.storage.sqa_store.sqa_classes import SQAExperiment, SQAGenerationStrategy, SQAGeneratorRun, SQATrial
  from ax.storage.sqa_store.sqa_config import SQAConfig
  from ax.utils.common.constants import Keys
  from ax.utils.common.typeutils import checked_cast, not_none
  from sqlalchemy.orm import defaultload, lazyload, noload
  from sqlalchemy.orm.exc import DetachedInstanceError
label_desc: Use image node_id 10 for calling a global function with example usage: load_generation_strategy_by_id(gs_id, config, experiment, reduced_state) and returns: _load_generation_strategy_by_id