db214fefd70b06d82e88f41c8cba39c6c4c3366f,hpobench/benchmarks/nas/nasbench_101.py,NASCifar10BaseBenchmark,objective_function_test,#NASCifar10BaseBenchmark#Any#Any#Any#,128

Before Change



        data = self._query_benchmark(config=configuration, budget=fidelity["budget"])

        return {"function_value": 1 - data["test_accuracy"],
                "cost": data["training_time"],
                "info": {"fidelity": fidelity,
                         "data": data}
                }

    @staticmethod
    def get_configuration_space(seed: Union[int, None] = None) -> CS.ConfigurationSpace:
        raise NotImplementedError

After Change


                fidelity : used fidelities in this evaluation
        

        result = self.objective_function(configuration=configuration, fidelity=fidelity, run_index=(0, 1, 2), rng=rng)
        result["function_value"] = float(1 - np.mean(result["info"]["test_accuracies"]))

        return result

    @staticmethod
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: automl/HPOlib2
Commit Name: db214fefd70b06d82e88f41c8cba39c6c4c3366f
Time: 2020-12-10
Author: muller-phil@gmx.net
File Name: hpobench/benchmarks/nas/nasbench_101.py
Class Name: NASCifar10BaseBenchmark
Method Name: objective_function_test


Project Name: automl/HPOlib2
Commit Name: 706aa7deac1b851721adb4931e61ff344cf05d7f
Time: 2020-12-21
Author: muller-phil@gmx.net
File Name: hpobench/benchmarks/nas/nasbench_1shot1.py
Class Name: NASBench1shot1BaseBenchmark
Method Name: objective_function_test


Project Name: idaholab/raven
Commit Name: 0ca2ef263f600ee029f208dfca8fef7b8fe5038b
Time: 2020-08-23
Author: mohammad.abdo@inl.gov
File Name: framework/Optimizers/GeneticAlgorithm.py
Class Name: GeneticAlgorithm
Method Name: _useRealization