id: 1
unit: def parse_args()
file: benchmarking/cli/launch_utils.py
start line: 0
end line: 0
size: 281 LOC
McCabe index: 10
number of parameters: 1

id: 2
unit: def scheduler_factory()
file: benchmarking/cli/scheduler_factory.py
start line: 0
end line: 0
size: 149 LOC
McCabe index: 46
number of parameters: 3

id: 3
unit: def objective()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 123 LOC
McCabe index: 13
number of parameters: 1

id: 4
unit: def issm_likelihood_computations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 106 LOC
McCabe index: 17
number of parameters: 6

id: 5
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 100 LOC
McCabe index: 35
number of parameters: 3

id: 6
unit: def make_searcher_and_scheduler()
file: benchmarking/cli/launch_utils.py
start line: 0
end line: 0
size: 97 LOC
McCabe index: 29
number of parameters: 1

id: 7
unit: def convert_dataset()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/nasbench201_import.py
start line: 0
end line: 0
size: 91 LOC
McCabe index: 21
number of parameters: 2

id: 8
unit: def sample_posterior_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 90 LOC
McCabe index: 13
number of parameters: 10

id: 9
unit: def issm_likelihood_slow_computations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 86 LOC
McCabe index: 15
number of parameters: 6

id: 10
unit: def _create_common_objects()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 72 LOC
McCabe index: 16
number of parameters: 2

id: 11
unit: def prepare_data_with_pending()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 71 LOC
McCabe index: 13
number of parameters: 4

id: 12
unit: def objective()
file: benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py
start line: 0
end line: 0
size: 70 LOC
McCabe index: 9
number of parameters: 1

id: 13
unit: def _prepare_data_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 69 LOC
McCabe index: 21
number of parameters: 9

id: 14
unit: def convert_dataset()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/fcnet_import.py
start line: 0
end line: 0
size: 67 LOC
McCabe index: 12
number of parameters: 2

id: 15
unit: def resource_kernel_likelihood_computations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 67 LOC
McCabe index: 12
number of parameters: 4

id: 16
unit: def _common_defaults()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 66 LOC
McCabe index: 5
number of parameters: 2

id: 17
unit: def get_batch_configs()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 65 LOC
McCabe index: 15
number of parameters: 4

id: 18
unit: def __init__()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 64 LOC
McCabe index: 12
number of parameters: 3

id: 19
unit: def run()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 62 LOC
McCabe index: 22
number of parameters: 1

id: 20
unit: def _draw_fantasy_values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 60 LOC
McCabe index: 12
number of parameters: 2

id: 21
unit: def _create_internal()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 59 LOC
McCabe index: 7
number of parameters: 3

id: 22
unit: def _get_next_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm.py
start line: 0
end line: 0
size: 59 LOC
McCabe index: 12
number of parameters: 4

id: 23
unit: def next_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm.py
start line: 0
end line: 0
size: 57 LOC
McCabe index: 21
number of parameters: 1

id: 24
unit: def compare_gpy_predict_posterior_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 56 LOC
McCabe index: 4
number of parameters: 2

id: 25
unit: def __init__()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 53 LOC
McCabe index: 22
number of parameters: 3

id: 26
unit: def searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/searcher_factory.py
start line: 0
end line: 0
size: 51 LOC
McCabe index: 13
number of parameters: 2

id: 27
unit: def _process_events_until_now()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 49 LOC
McCabe index: 17
number of parameters: 1

id: 28
unit: def __init__()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 49 LOC
McCabe index: 12
number of parameters: 11

id: 29
unit: def _on_trial_result()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 48 LOC
McCabe index: 7
number of parameters: 4

id: 30
unit: def evolve()
file: syne_tune/optimizer/schedulers/searchers/bore/de.py
start line: 0
end line: 0
size: 48 LOC
McCabe index: 24
number of parameters: 2

id: 31
unit: def generate_nasbench201()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/nasbench201_import.py
start line: 0
end line: 0
size: 47 LOC
McCabe index: 8
number of parameters: 1

id: 32
unit: def _create_internal()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 47 LOC
McCabe index: 4
number of parameters: 14

id: 33
unit: def compute_acq_with_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 47 LOC
McCabe index: 16
number of parameters: 3

id: 34
unit: def get_config()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 47 LOC
McCabe index: 7
number of parameters: 2

id: 35
unit: def geometric()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_rung_system.py
start line: 0
end line: 0
size: 46 LOC
McCabe index: 6
number of parameters: 4

id: 36
unit: def _evaluate_soft_ranking()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 46 LOC
McCabe index: 24
number of parameters: 3

id: 37
unit: def resource_kernel_likelihood_slow_computations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 46 LOC
McCabe index: 7
number of parameters: 4

id: 38
unit: def model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 46 LOC
McCabe index: 12
number of parameters: 3

id: 39
unit: def objective()
file: benchmarking/training_scripts/distilbert_on_imdb/distilbert_on_imdb.py
start line: 0
end line: 0
size: 45 LOC
McCabe index: 3
number of parameters: 1

id: 40
unit: def _promote_trial()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 45 LOC
McCabe index: 9
number of parameters: 1

id: 41
unit: def fit()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 45 LOC
McCabe index: 13
number of parameters: 4

id: 42
unit: def _compute_head_and_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 45 LOC
McCabe index: 5
number of parameters: 3

id: 43
unit: def show_results()
file: benchmarking/benchmark_loop/plot_results.py
start line: 0
end line: 0
size: 44 LOC
McCabe index: 11
number of parameters: 4

id: 44
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 44 LOC
McCabe index: 10
number of parameters: 6

id: 45
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 43 LOC
McCabe index: 5
number of parameters: 11

id: 46
unit: def fit_regressor()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 43 LOC
McCabe index: 5
number of parameters: 2

id: 47
unit: def fetch_status_results()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 42 LOC
McCabe index: 12
number of parameters: 2

id: 48
unit: def _get_config_modelbased()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 42 LOC
McCabe index: 7
number of parameters: 3

id: 49
unit: def sample_posterior_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 42 LOC
McCabe index: 4
number of parameters: 11

id: 50
unit: def sagemaker_estimator_factory()
file: benchmarking/cli/estimator_factory.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 7
number of parameters: 9

id: 51
unit: def sagemaker_estimator_factory()
file: syne_tune/backend/sagemaker_backend/estimator_factory.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 7
number of parameters: 9

id: 52
unit: def get_config()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 12
number of parameters: 2

id: 53
unit: def fit()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 11
number of parameters: 3

id: 54
unit: def predict_posterior_marginals_extended()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 6
number of parameters: 8

id: 55
unit: def resource_kernel_factory()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/kernel_factory.py
start line: 0
end line: 0
size: 41 LOC
McCabe index: 11
number of parameters: 4

id: 56
unit: def prepare_data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 40 LOC
McCabe index: 5
number of parameters: 5

id: 57
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 40 LOC
McCabe index: 5
number of parameters: 7

id: 58
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 40 LOC
McCabe index: 15
number of parameters: 4

id: 59
unit: def feature_matrices()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 40 LOC
McCabe index: 12
number of parameters: 2

id: 60
unit: def pytorch_load_save_functions()
file: benchmarking/utils/checkpoint.py
start line: 0
end line: 0
size: 38 LOC
McCabe index: 8
number of parameters: 3

id: 61
unit: def _run_job_and_collect_results()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 38 LOC
McCabe index: 7
number of parameters: 3

id: 62
unit: def __init__()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 37 LOC
McCabe index: 7
number of parameters: 12

id: 63
unit: def posterior_computations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 37 LOC
McCabe index: 3
number of parameters: 5

id: 64
unit: def _create_gp_additive_model()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 37 LOC
McCabe index: 3
number of parameters: 6

id: 65
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bore/bore.py
start line: 0
end line: 0
size: 36 LOC
McCabe index: 7
number of parameters: 15

id: 66
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 36 LOC
McCabe index: 17
number of parameters: 3

id: 67
unit: def update_posterior_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 36 LOC
McCabe index: 2
number of parameters: 6

id: 68
unit: def _run_job_and_collect_results()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 15
number of parameters: 3

id: 69
unit: def launch_tuning_job_on_sagemaker()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 8
number of parameters: 2

id: 70
unit: def on_task_report()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 10
number of parameters: 4

id: 71
unit: def get_config()
file: syne_tune/optimizer/schedulers/searchers/bore/bore.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 8
number of parameters: 2

id: 72
unit: def _posterior_for_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 7
number of parameters: 4

id: 73
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 6
number of parameters: 2

id: 74
unit: def cost_aware_fine_gp_fifo_searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 3
number of parameters: 1

id: 75
unit: def cost_aware_gp_multifidelity_searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 35 LOC
McCabe index: 3
number of parameters: 1

id: 76
unit: def _process_start_event()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 34 LOC
McCabe index: 4
number of parameters: 4

id: 77
unit: def AddJitterOp()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 34 LOC
McCabe index: 10
number of parameters: 4

id: 78
unit: def write_block()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 34 LOC
McCabe index: 10
number of parameters: 1

id: 79
unit: def convert_config_space()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 33 LOC
McCabe index: 7
number of parameters: 1

id: 80
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 33 LOC
McCabe index: 9
number of parameters: 3

id: 81
unit: def _explore()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 33 LOC
McCabe index: 14
number of parameters: 2

id: 82
unit: def _on_config_suggest()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 33 LOC
McCabe index: 11
number of parameters: 4

id: 83
unit: def generate_unique_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 33 LOC
McCabe index: 11
number of parameters: 3

id: 84
unit: def fit_surrogate()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 32 LOC
McCabe index: 9
number of parameters: 2

id: 85
unit: def _schedule()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 32 LOC
McCabe index: 12
number of parameters: 3

id: 86
unit: def model_for_fantasy_samples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 32 LOC
McCabe index: 3
number of parameters: 3

id: 87
unit: def decode_state_from_old_encoding()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 32 LOC
McCabe index: 6
number of parameters: 2

id: 88
unit: def __call__()
file: syne_tune/stopping_criterion.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 21
number of parameters: 2

id: 89
unit: def __init__()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 8
number of parameters: 5

id: 90
unit: def __init__()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 4
number of parameters: 5

id: 91
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 3
number of parameters: 12

id: 92
unit: def _compute_posterior_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 6
number of parameters: 4

id: 93
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 31 LOC
McCabe index: 1
number of parameters: 9

id: 94
unit: def __init__()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 5
number of parameters: 6

id: 95
unit: def _suggest_next_job_in_queue()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 6
number of parameters: 2

id: 96
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 4
number of parameters: 4

id: 97
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 11
number of parameters: 2

id: 98
unit: def transform_dataset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 5
number of parameters: 5

id: 99
unit: def _impute_default_config()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 30 LOC
McCabe index: 7
number of parameters: 2

id: 100
unit: def _get_cost_model()
file: benchmarking/definitions/definition_nasbench201.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 4
number of parameters: 1

id: 101
unit: def serialize()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 5
number of parameters: 3

id: 102
unit: def load()
file: benchmarking/blackbox_repository/repository.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 7
number of parameters: 4

id: 103
unit: def serialize_deepar()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/icml2020_import.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 6
number of parameters: 0

id: 104
unit: def issm_likelihood_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 6
number of parameters: 2

id: 105
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 5
number of parameters: 4

id: 106
unit: def get_internal_candidate_evaluations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 5
number of parameters: 4

id: 107
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 10
number of parameters: 4

id: 108
unit: def _create_gp_standard_model()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 2
number of parameters: 5

id: 109
unit: def from_feature()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 7
number of parameters: 2

id: 110
unit: def serialize()
file: benchmarking/blackbox_repository/blackbox_offline.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 7
number of parameters: 4

id: 111
unit: def _update_searcher()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 16
number of parameters: 5

id: 112
unit: def _update_posterior_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 2
number of parameters: 6

id: 113
unit: def compute_acq()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 12
number of parameters: 3

id: 114
unit: def _compute_model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 11
number of parameters: 2

id: 115
unit: def optimize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm_components.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 6
number of parameters: 3

id: 116
unit: def check_and_merge_defaults()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 14
number of parameters: 6

id: 117
unit: def _create_gp_common()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 3
number of parameters: 2

id: 118
unit: def cost_aware_coarse_gp_fifo_searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 3
number of parameters: 1

id: 119
unit: def on_task_report()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 28 LOC
McCabe index: 8
number of parameters: 4

id: 120
unit: def serialize_xgboost()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/icml2020_import.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 7
number of parameters: 0

id: 121
unit: def _get_rung_levels()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 7
number of parameters: 4

id: 122
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/multi_fidelity_kde_searcher.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 1
number of parameters: 13

id: 123
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 6
number of parameters: 6

id: 124
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 1
number of parameters: 2

id: 125
unit: def create_hp_ranges_for_warmstarting()
file: syne_tune/optimizer/schedulers/searchers/utils/warmstarting.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 3
number of parameters: 1

id: 126
unit: def on_results()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 6
number of parameters: 4

id: 127
unit: def run()
file: syne_tune/optimizer/schedulers/searchers/bore/de.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 7
number of parameters: 1

id: 128
unit: def _check_container_with_block()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 13
number of parameters: 1

id: 129
unit: def backward_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 3
number of parameters: 6

id: 130
unit: def _draw_fantasy_values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 26 LOC
McCabe index: 5
number of parameters: 2

id: 131
unit: def fetch_status_results()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 8
number of parameters: 2

id: 132
unit: def _schedule()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 3
number of parameters: 3

id: 133
unit: def next_jobs()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 9
number of parameters: 2

id: 134
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/bore/bore.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 4
number of parameters: 4

id: 135
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 1
number of parameters: 2

id: 136
unit: def cholesky_computations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 3
number of parameters: 7

id: 137
unit: def sample_posterior_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 3
number of parameters: 8

id: 138
unit: def _compute_posterior_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 4
number of parameters: 4

id: 139
unit: def observed_data_for_metric()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 6
number of parameters: 3

id: 140
unit: def get_config()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 9
number of parameters: 2

id: 141
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 1
number of parameters: 2

id: 142
unit: def constrained_gp_fifo_searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 3
number of parameters: 1

id: 143
unit: def on_task_schedule()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 25 LOC
McCabe index: 5
number of parameters: 1

id: 144
unit: def get_CIFAR10()
file: benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 1
number of parameters: 1

id: 145
unit: def get_cost_model_for_batch_size()
file: benchmarking/utils/get_cost_model.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 5
number of parameters: 4

id: 146
unit: def records_as_dict()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 10
number of parameters: 1

id: 147
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 9
number of parameters: 4

id: 148
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 1
number of parameters: 2

id: 149
unit: def _check_and_get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 8
number of parameters: 3

id: 150
unit: def apply_lbfgs_with_multiple_starts()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 7
number of parameters: 6

id: 151
unit: def sample_and_update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 2
number of parameters: 4

id: 152
unit: def _sample_curves_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 3
number of parameters: 5

id: 153
unit: def model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 8
number of parameters: 3

id: 154
unit: def _data_for_c1_regression()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 10
number of parameters: 2

id: 155
unit: def _pick_from_locally_optimized()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 6
number of parameters: 5

id: 156
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 1
number of parameters: 2

id: 157
unit: def _infer_max_resource_level()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 24 LOC
McCabe index: 9
number of parameters: 3

id: 158
unit: def model_and_optimizer()
file: benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 1
number of parameters: 1

id: 159
unit: def _get_config_not_modelbased()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 10
number of parameters: 2

id: 160
unit: def initialize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 9
number of parameters: 5

id: 161
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 8
number of parameters: 5

id: 162
unit: def _apply_lbfgs_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 3
number of parameters: 5

id: 163
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 5
number of parameters: 6

id: 164
unit: def fit()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 4
number of parameters: 4

id: 165
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 2
number of parameters: 9

id: 166
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 4
number of parameters: 9

id: 167
unit: def sample_and_update_for_pending()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 4
number of parameters: 4

id: 168
unit: def sample_data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 5
number of parameters: 4

id: 169
unit: def feature_matrices()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 6
number of parameters: 2

id: 170
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_fifo_searcher.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 1
number of parameters: 2

id: 171
unit: def _find_promotable_config()
file: syne_tune/optimizer/schedulers/hyperband_cost_promotion.py
start line: 0
end line: 0
size: 23 LOC
McCabe index: 8
number of parameters: 4

id: 172
unit: def objective()
file: benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 5
number of parameters: 1

id: 173
unit: def deserialize()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 3
number of parameters: 1

id: 174
unit: def deserialize()
file: benchmarking/blackbox_repository/blackbox_offline.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 5
number of parameters: 1

id: 175
unit: def metrics_for_configuration()
file: benchmarking/blackbox_repository/utils.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 6
number of parameters: 6

id: 176
unit: def get_num_gpus()
file: syne_tune/num_gpu.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 6
number of parameters: 0

id: 177
unit: def _schedule_new_task()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 5
number of parameters: 1

id: 178
unit: def get_log()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 7
number of parameters: 2

id: 179
unit: def __init__()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_impl.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 1
number of parameters: 3

id: 180
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/median_stopping_rule.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 5
number of parameters: 3

id: 181
unit: def create()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 7
number of parameters: 3

id: 182
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 1
number of parameters: 3

id: 183
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 1
number of parameters: 9

id: 184
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 2
number of parameters: 15

id: 185
unit: def generate_candidates_en_bulk()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 6
number of parameters: 3

id: 186
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 22 LOC
McCabe index: 6
number of parameters: 3

id: 187
unit: def nashpobench_benchmark()
file: benchmarking/definitions/definition_nashpobench.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 188
unit: def _all_trial_results()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 10
number of parameters: 2

id: 189
unit: def _suggest()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 6
number of parameters: 2

id: 190
unit: def predict_posterior_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 2
number of parameters: 7

id: 191
unit: def _sample_curves_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 3
number of parameters: 5

id: 192
unit: def label_trial()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 21 LOC
McCabe index: 8
number of parameters: 3

id: 193
unit: def nasbench201_benchmark()
file: benchmarking/definitions/definition_nasbench201.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 1
number of parameters: 1

id: 194
unit: def generate_fcnet()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/fcnet_import.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 1

id: 195
unit: def update()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 6
number of parameters: 6

id: 196
unit: def prepare_upload()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 1

id: 197
unit: def _plot()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 4

id: 198
unit: def cholesky_update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 2
number of parameters: 9

id: 199
unit: def _create_posterior_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 4

id: 200
unit: def resource_kernel_likelihood_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 1

id: 201
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 2

id: 202
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 7

id: 203
unit: def decode_inputs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 5
number of parameters: 2

id: 204
unit: def _compute_head_and_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 3

id: 205
unit: def _get_current_bests_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 4
number of parameters: 2

id: 206
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 2
number of parameters: 9

id: 207
unit: def resource_for_acquisition_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 20 LOC
McCabe index: 3
number of parameters: 2

id: 208
unit: def resnet_cifar10_benchmark()
file: benchmarking/definitions/definition_resnet_cifar10.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 1
number of parameters: 1

id: 209
unit: def lstm_wikitext2_default_params()
file: benchmarking/nursery/lstm_wikitext2/definition_lstm_wikitext2.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 3
number of parameters: 1

id: 210
unit: def lstm_wikitext2_benchmark()
file: benchmarking/nursery/lstm_wikitext2/definition_lstm_wikitext2.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 1
number of parameters: 1

id: 211
unit: def syne_tune_image_uri()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 2
number of parameters: 1

id: 212
unit: def _stop_or_pause_trial()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 2
number of parameters: 3

id: 213
unit: def _modify_stop_criterion()
file: syne_tune/backend/simulator_backend/simulator_callback.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 3
number of parameters: 2

id: 214
unit: def _promote_trials_if_rung_complete()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 6
number of parameters: 1

id: 215
unit: def compute_epsilon_net()
file: syne_tune/optimizer/schedulers/multiobjective/non_dominated_priority.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 5
number of parameters: 2

id: 216
unit: def begin_block()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 2
number of parameters: 2

id: 217
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 3
number of parameters: 8

id: 218
unit: def remove_observed_case()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 3
number of parameters: 4

id: 219
unit: def _get_model_based_searcher()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 19 LOC
McCabe index: 6
number of parameters: 1

id: 220
unit: def mlp_fashionmnist_benchmark()
file: benchmarking/definitions/definition_mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 1
number of parameters: 1

id: 221
unit: def download_data()
file: benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 1

id: 222
unit: def valid()
file: benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 2

id: 223
unit: def tokenize()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 5
number of parameters: 3

id: 224
unit: def __str__()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 6
number of parameters: 1

id: 225
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 5

id: 226
unit: def __init__()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 2
number of parameters: 3

id: 227
unit: def on_result()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 12
number of parameters: 4

id: 228
unit: def _check_or_set_init_val()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 8
number of parameters: 3

id: 229
unit: def sample_and_cholesky_update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 2
number of parameters: 9

id: 230
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 4
number of parameters: 6

id: 231
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 3

id: 232
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 7

id: 233
unit: def create_base_gp_kernel_for_warmstarting()
file: syne_tune/optimizer/schedulers/searchers/utils/warmstarting.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 2

id: 234
unit: def gp_multifidelity_searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 3
number of parameters: 1

id: 235
unit: def train_kde()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 5
number of parameters: 3

id: 236
unit: def _suggest()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 18 LOC
McCabe index: 5
number of parameters: 2

id: 237
unit: def benchmark_factory()
file: benchmarking/cli/benchmark_factory.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 6
number of parameters: 1

id: 238
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 3
number of parameters: 6

id: 239
unit: def on_task_report()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 7
number of parameters: 3

id: 240
unit: def fit()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 4
number of parameters: 3

id: 241
unit: def slice_sampler_step_out()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 3
number of parameters: 5

id: 242
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/config_ext.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 1
number of parameters: 5

id: 243
unit: def transform_dataset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 17 LOC
McCabe index: 2
number of parameters: 5

id: 244
unit: def resnet_cifar10_default_params()
file: benchmarking/definitions/definition_resnet_cifar10.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 1

id: 245
unit: def get_cost_model()
file: benchmarking/definitions/definition_mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 1

id: 246
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 6

id: 247
unit: def loguniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 1

id: 248
unit: def loguniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 1

id: 249
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 2

id: 250
unit: def _serialize_report_dict()
file: syne_tune/report.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 1

id: 251
unit: def start_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 3

id: 252
unit: def get_execution_role()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 0

id: 253
unit: def __setattr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 3

id: 254
unit: def apply_lbfgs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 7
number of parameters: 4

id: 255
unit: def expand_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 2

id: 256
unit: def backward_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 6

id: 257
unit: def _prepare_update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 3

id: 258
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 7

id: 259
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 6

id: 260
unit: def get_quantiles()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/density.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 4

id: 261
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 8

id: 262
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 3

id: 263
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 2

id: 264
unit: def fit_regressor()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 2

id: 265
unit: def to_feature()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 2

id: 266
unit: def _find_promotable_config()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 8
number of parameters: 4

id: 267
unit: def nasbench201_default_params()
file: benchmarking/definitions/definition_nasbench201.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 1

id: 268
unit: def __init__()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 7

id: 269
unit: def __init__()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 6

id: 270
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 7
number of parameters: 6

id: 271
unit: def experiment_path()
file: syne_tune/util.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 2

id: 272
unit: def start_trial()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 273
unit: def on_tuning_start()
file: syne_tune/backend/simulator_backend/simulator_callback.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 2

id: 274
unit: def _quantiles()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 1

id: 275
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 3

id: 276
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bore/de.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 7

id: 277
unit: def create_initial_candidates_scorer()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 5

id: 278
unit: def _inplace_param_dict_randomization()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 5

id: 279
unit: def create_lbfgs_arguments()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 3

id: 280
unit: def create_encoding()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 6

id: 281
unit: def sample_posterior_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 8

id: 282
unit: def predict_posterior_marginals_extended()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 6

id: 283
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 6

id: 284
unit: def _compute_terms()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 7

id: 285
unit: def _get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 286
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 287
unit: def pending_configurations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 2

id: 288
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 9

id: 289
unit: def _extract_active_and_secondary_metric()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 290
unit: def impute_points_to_evaluate()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 2

id: 291
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 5

id: 292
unit: def nashpobench_default_params()
file: benchmarking/definitions/definition_nashpobench.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 293
unit: def train()
file: benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 3

id: 294
unit: def on_trial_result()
file: benchmarking/cli/searcher_state_callback.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 5

id: 295
unit: def quantized()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 296
unit: def __init__()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 0

id: 297
unit: def __call__()
file: syne_tune/report.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 2

id: 298
unit: def scheduler_name()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 1

id: 299
unit: def _gpu_for_new_trial()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 1

id: 300
unit: def _read_status()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 301
unit: def _snapshot_tasks()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 2

id: 302
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 7

id: 303
unit: def _should_pick_random_config()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 2

id: 304
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 5

id: 305
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 306
unit: def slice_sampler_step_in()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 6

id: 307
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 2

id: 308
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 2

id: 309
unit: def _prepare_update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 310
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 6

id: 311
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 5

id: 312
unit: def is_labeled()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 4

id: 313
unit: def _set_internal_keys()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 314
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 315
unit: def backward_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 4

id: 316
unit: def _compute_head_and_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 3

id: 317
unit: def _get_num_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 318
unit: def backward_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 4

id: 319
unit: def predict_mean_current_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_base.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 1

id: 320
unit: def predict_times()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 5

id: 321
unit: def score()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm_components.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 3

id: 322
unit: def assign_active_metric()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 323
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 324
unit: def encode_state()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 1

id: 325
unit: def _create_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_fifo_searcher.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 326
unit: def distilbert_imdb_benchmark()
file: benchmarking/definitions/definition_distilbert_on_imdb.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 327
unit: def split_data()
file: benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 2

id: 328
unit: def searcher_state_as_code()
file: benchmarking/cli/searcher_state_callback.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 329
unit: def forward()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 3

id: 330
unit: def rename_objectives()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 331
unit: def __str__()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 1

id: 332
unit: def __setstate__()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 333
unit: def on_trial_result()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 5

id: 334
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 6

id: 335
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 6

id: 336
unit: def _schedule_new_tasks()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 2

id: 337
unit: def plot()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 338
unit: def best_config()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 1

id: 339
unit: def _assert_check_results()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 340
unit: def _suggest()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 341
unit: def stop()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 342
unit: def on_task_schedule()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 343
unit: def _get_top_two_rungs_rankings()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 344
unit: def _get_sorted_top_rungs()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 2

id: 345
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 7
number of parameters: 5

id: 346
unit: def grad_req()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 7
number of parameters: 2

id: 347
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 2

id: 348
unit: def _is_feasible()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 8
number of parameters: 2

id: 349
unit: def update_posterior_pvec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 6

id: 350
unit: def _update_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 3

id: 351
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 6

id: 352
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 2

id: 353
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 5

id: 354
unit: def make_hyperparameter_ranges()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_factory.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 5

id: 355
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 356
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 357
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 5

id: 358
unit: def _order_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 4

id: 359
unit: def extract_random_seed()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 1

id: 360
unit: def _call_create_internal()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 361
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 0

id: 362
unit: def _call_create_internal()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_fifo_searcher.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 363
unit: def mlp_fashionmnist_default_params()
file: benchmarking/definitions/definition_mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 1

id: 364
unit: def train_model()
file: benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 3

id: 365
unit: def validate_model()
file: benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 3

id: 366
unit: def resume_from_checkpointed_model()
file: benchmarking/utils/checkpoint.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 3

id: 367
unit: def deserialize_configspace()
file: benchmarking/blackbox_repository/serialize.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 1

id: 368
unit: def hyperparameter_objectives_values()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 1

id: 369
unit: def plot_learning_curves()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/fcnet_import.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 0

id: 370
unit: def blackbox()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 1

id: 371
unit: def __getstate__()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 1

id: 372
unit: def add()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 6
number of parameters: 2

id: 373
unit: def uniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 1

id: 374
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 2

id: 375
unit: def cast()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 2

id: 376
unit: def search_space_size()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 6
number of parameters: 2

id: 377
unit: def _process_new_results()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 2

id: 378
unit: def _prepare_for_schedule()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 2

id: 379
unit: def on_trial_error()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 2

id: 380
unit: def register_pending()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 4

id: 381
unit: def shape_is_known()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 1

id: 382
unit: def recompute_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 4

id: 383
unit: def _set_gp_hps()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 2

id: 384
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 5

id: 385
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 3

id: 386
unit: def predict_posterior_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 4

id: 387
unit: def sample_posterior_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 6

id: 388
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 2

id: 389
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 4

id: 390
unit: def _check_trial_ids()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 4

id: 391
unit: def metrics_for_trial()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 3

id: 392
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 2

id: 393
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 1

id: 394
unit: def _observed_trial_ids()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 2

id: 395
unit: def data_to_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 1

id: 396
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 8

id: 397
unit: def _compute_head()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 4
number of parameters: 3

id: 398
unit: def _get_current_bests()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 5
number of parameters: 2

id: 399
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 1
number of parameters: 8

id: 400
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 6

id: 401
unit: def create_filter_observed_data_for_warmstarting()
file: syne_tune/optimizer/schedulers/searchers/utils/warmstarting.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 1

id: 402
unit: def decode_state()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 3
number of parameters: 2

id: 403
unit: def on_task_add()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 12 LOC
McCabe index: 2
number of parameters: 4

id: 404
unit: def checkpoint_model_at_rung_level()
file: benchmarking/utils/checkpoint.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 5

id: 405
unit: def nas201_benchmark()
file: benchmarking/benchmark_loop/benchmark_definitions.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 406
unit: def __init__()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 8

id: 407
unit: def config_objectives()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 408
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 6

id: 409
unit: def __init__()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 0

id: 410
unit: def name_from_base()
file: syne_tune/util.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 3

id: 411
unit: def __post_init__()
file: syne_tune/report.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 8
number of parameters: 1

id: 412
unit: def resume_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 3

id: 413
unit: def _all_trial_results()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 2

id: 414
unit: def _schedule()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 415
unit: def assert_check_rungs()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 416
unit: def _sample_bracket()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 417
unit: def __init__()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 10

id: 418
unit: def on_task_report()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 7
number of parameters: 4

id: 419
unit: def _fix_resource_attribute()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 2

id: 420
unit: def collect_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 2

id: 421
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 1

id: 422
unit: def set()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 423
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 5

id: 424
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 7

id: 425
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 1

id: 426
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 5

id: 427
unit: def _compute_terms()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 5

id: 428
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 429
unit: def _recompute_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 4

id: 430
unit: def scale_from_zero_one()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 6

id: 431
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 6

id: 432
unit: def expand_data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 433
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_mcmc_model.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 7

id: 434
unit: def score()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 435
unit: def _fix_resource_attribute()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 436
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 4

id: 437
unit: def __init__()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 7

id: 438
unit: def distilbert_imdb_default_params()
file: benchmarking/definitions/definition_distilbert_on_imdb.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 439
unit: def fcnet_benchmark()
file: benchmarking/benchmark_loop/benchmark_definitions.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 440
unit: def __init__()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 4

id: 441
unit: def add_surrogate()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 442
unit: def str_to_list()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/nasbench201_import.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 7
number of parameters: 1

id: 443
unit: def __init__()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 0

id: 444
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 6

id: 445
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 6

id: 446
unit: def _handle_failure()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 4

id: 447
unit: def save()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 448
unit: def s3_experiment_path()
file: syne_tune/util.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 3

id: 449
unit: def state_dict()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 450
unit: def _check_result()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 451
unit: def on_trial_complete()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 452
unit: def on_task_add()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 453
unit: def fit()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 454
unit: def _assign_random_searcher()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 455
unit: def train_kde()
file: syne_tune/optimizer/schedulers/searchers/multi_fidelity_kde_searcher.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 3

id: 456
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 457
unit: def _create_tuple()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 458
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 459
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 5
number of parameters: 2

id: 460
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 461
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 462
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 5

id: 463
unit: def _pending_trial_ids()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 464
unit: def _current_best_filter_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 465
unit: def _compute_head_and_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 3

id: 466
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 5

id: 467
unit: def _compute_head()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 468
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 469
unit: def _mlp_feature()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 470
unit: def _mlp_feature2()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 471
unit: def _copy_kwargs_to_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 472
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 4

id: 473
unit: def _get_trial_id()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 4

id: 474
unit: def _extended_result()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 475
unit: def suggest()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 476
unit: def prepare_data()
file: benchmarking/training_scripts/distilbert_on_imdb/distilbert_on_imdb.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 477
unit: def __init__()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 7

id: 478
unit: def user_time()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 479
unit: def cost()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 480
unit: def from_dict()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 481
unit: def _enrich_metadata()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 482
unit: def add_metric_definitions_to_sagemaker_estimator()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 483
unit: def initialize_sagemaker_session()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 1

id: 484
unit: def map_identifier_limited_length()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 485
unit: def _debug_message()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 5

id: 486
unit: def add_results()
file: syne_tune/backend/trial_status.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 487
unit: def load_state_dict()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 488
unit: def _get_trial_id_to_continue()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 489
unit: def __init__()
file: syne_tune/optimizer/schedulers/median_stopping_rule.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 0

id: 490
unit: def __init__()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 491
unit: def on_trial_complete()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 492
unit: def pareto_efficient()
file: syne_tune/optimizer/schedulers/multiobjective/non_dominated_priority.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 6
number of parameters: 1

id: 493
unit: def __init__()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 6

id: 494
unit: def loss()
file: syne_tune/optimizer/schedulers/searchers/bore/bore.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 495
unit: def _init_network()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 496
unit: def get_state()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 497
unit: def register_pending()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 4

id: 498
unit: def _call_create_internal()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 499
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/multi_fidelity_kde_searcher.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 500
unit: def shape()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 501
unit: def _init_grad()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 1

id: 502
unit: def set_data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 503
unit: def initialize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 5

id: 504
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 505
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 506
unit: def _assert_check_xtest()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 507
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 508
unit: def _deep_copy_param_dict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 509
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 510
unit: def negative_log_marginal_likelihood()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 511
unit: def _create_likelihood()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 512
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 513
unit: def decode_features()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 514
unit: def _sample_posterior_joint_for_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 6

id: 515
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 516
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 517
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 518
unit: def _get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 519
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 520
unit: def _find_pending()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 3

id: 521
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 6
number of parameters: 2

id: 522
unit: def _ndarray_size()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 523
unit: def _set_active_config_space()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 524
unit: def start_get_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 525
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 526
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 527
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 7

id: 528
unit: def _lazily_locally_optimize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 4

id: 529
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 530
unit: def __init__()
file: syne_tune/optimizer/baselines.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 6

id: 531
unit: def __init__()
file: syne_tune/optimizer/baselines.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 6

id: 532
unit: def __init__()
file: syne_tune/optimizer/baselines.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 533
unit: def parse_bool()
file: benchmarking/utils/parse_bool.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 534
unit: def download_data()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 535
unit: def __init__()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 536
unit: def __str__()
file: benchmarking/blackbox_repository/blackbox_offline.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 537
unit: def __init__()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 538
unit: def load_benchmark_requirements()
file: setup.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 0

id: 539
unit: def mark_running_job_as_stopped()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 1

id: 540
unit: def on_tuning_start()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 541
unit: def set_sampler()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 3

id: 542
unit: def _map_to_int()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 543
unit: def to_dict()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 544
unit: def sagemaker_fit()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 0

id: 545
unit: def __call__()
file: syne_tune/backend/sagemaker_backend/instance_info.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 546
unit: def next_until()
file: syne_tune/backend/simulator_backend/events.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 547
unit: def __init__()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 548
unit: def on_results()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 549
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 550
unit: def on_trial_complete()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 551
unit: def pop_prefix()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 552
unit: def _extend_search_options()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 553
unit: def _update_searcher_internal()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 6
number of parameters: 4

id: 554
unit: def load_state_dict()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 555
unit: def _get_rung_system_for_bracket_id()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 556
unit: def _decide_resource_increase()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 557
unit: def check_initial_candidates_scorer()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 558
unit: def _restore_from_state()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 559
unit: def _indent()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 560
unit: def cast()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 2

id: 561
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 2

id: 562
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 3

id: 563
unit: def __enter__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 564
unit: def _check_and_format_input()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 565
unit: def _gen_next_sample()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 566
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 567
unit: def eval_regularizer()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 568
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 2

id: 569
unit: def logdet_cholfact_cov_resource()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 570
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 2

id: 571
unit: def sample_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 572
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 573
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 574
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 2

id: 575
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 576
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 1

id: 577
unit: def num_cases()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 578
unit: def _register_config_for_trial()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 3

id: 579
unit: def remove_pending()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 3

id: 580
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 6
number of parameters: 2

id: 581
unit: def _assert_sub_config_space()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 2

id: 582
unit: def config_to_tuple()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 5
number of parameters: 4

id: 583
unit: def tuple_to_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 5

id: 584
unit: def config_to_match_string()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 4

id: 585
unit: def _param_dict_to_str()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 586
unit: def set_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 587
unit: def set_init_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 3

id: 588
unit: def evaluate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 589
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 4

id: 590
unit: def filter_pending_evaluations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 3

id: 591
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 4

id: 592
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 4

id: 593
unit: def gp_fifo_searcher_factory()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 594
unit: def init_hidden()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 595
unit: def __init__()
file: benchmarking/blackbox_repository/blackbox_offline.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 596
unit: def hyperparameter_objectives_values()
file: benchmarking/blackbox_repository/blackbox_offline.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 597
unit: def __init__()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 598
unit: def __init__()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 599
unit: def is_log_space()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 600
unit: def config_to_match_string()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 601
unit: def catchtime()
file: syne_tune/util.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 602
unit: def _resume_trial()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 603
unit: def default_config()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 604
unit: def download_sagemaker_results()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 605
unit: def __init__()
file: syne_tune/backend/sagemaker_backend/custom_framework.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 606
unit: def __post_init__()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 607
unit: def __init__()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 608
unit: def _all_trial_results()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 609
unit: def __init__()
file: syne_tune/backend/simulator_backend/events.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 610
unit: def _assign_jobs()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 611
unit: def suggest()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 612
unit: def on_trial_add()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 613
unit: def __init__()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 6

id: 614
unit: def start()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 615
unit: def state_dict()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 1

id: 616
unit: def _create_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 617
unit: def _create_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 618
unit: def _get_impl()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 619
unit: def _collect_params_with_prefix()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 620
unit: def _check_features_targets()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 621
unit: def sample_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 622
unit: def sample_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 623
unit: def sample()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 5

id: 624
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 625
unit: def from_vec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 626
unit: def add_regularizer_to_criterion()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 627
unit: def param_to_pretty_string()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 628
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 6

id: 629
unit: def box_constraints_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 630
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 631
unit: def sample_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 632
unit: def sample_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 633
unit: def get_gamma()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 634
unit: def get_issm_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 635
unit: def box_constraints_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 636
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 7

id: 637
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 638
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 1

id: 639
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 5

id: 640
unit: def remove_resource()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/config_ext.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 641
unit: def empty_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 642
unit: def _find_labeled()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 643
unit: def append_pending()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 644
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 5
number of parameters: 2

id: 645
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 5
number of parameters: 2

id: 646
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 647
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 648
unit: def _compute_head()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 649
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 650
unit: def _extract_positive_cost()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 651
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 652
unit: def _check_keys_predict_of_models()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 653
unit: def _add_head_gradients()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 4

id: 654
unit: def _extract_mean_and_std()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 655
unit: def event_time()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 656
unit: def sample_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 657
unit: def get_expected_hidden_layer_width()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 658
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm_components.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 659
unit: def unwrap_acquisition_class_and_kwargs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 660
unit: def _call_create_internal()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 661
unit: def _num_initial_candidates()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 662
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 663
unit: def _create_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 664
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 665
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 666
unit: def _create_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 667
unit: def _create_base_gp_kernel()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 668
unit: def __init__()
file: syne_tune/optimizer/baselines.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 669
unit: def __init__()
file: syne_tune/optimizer/baselines.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 670
unit: def __init__()
file: syne_tune/optimizer/baselines.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 671
unit: def __init__()
file: benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 672
unit: def __init__()
file: benchmarking/cli/searcher_state_callback.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 673
unit: def on_tuning_start()
file: benchmarking/cli/searcher_state_callback.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 674
unit: def __init__()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 675
unit: def forward()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 676
unit: def __init__()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 677
unit: def s3_blackbox_folder()
file: benchmarking/blackbox_repository/conversion_scripts/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 678
unit: def upload()
file: benchmarking/blackbox_repository/conversion_scripts/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 679
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 6

id: 680
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 6

id: 681
unit: def cast_config_values()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 2

id: 682
unit: def update_backend_with_remote_paths()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 683
unit: def retrieve()
file: syne_tune/report.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 684
unit: def _allocate_gpu()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 685
unit: def _resume_trial()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 686
unit: def _kill_process()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 687
unit: def _stop_trial_job()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 688
unit: def __setstate__()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 689
unit: def decode_sagemaker_hyperparameter()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 7
number of parameters: 1

id: 690
unit: def __init__()
file: syne_tune/backend/sagemaker_backend/instance_info.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 691
unit: def __init__()
file: syne_tune/backend/simulator_backend/simulator_callback.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 692
unit: def next_slots()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 693
unit: def _create_new_bracket()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 694
unit: def _bracket_id_from_offset()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 695
unit: def _save_trial_state()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 696
unit: def grace_condition()
file: syne_tune/optimizer/schedulers/median_stopping_rule.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 7
number of parameters: 2

id: 697
unit: def __call__()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 698
unit: def _suggest()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 699
unit: def get_milestones()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 700
unit: def snapshot_rungs()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 701
unit: def __init__()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 702
unit: def clear()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 703
unit: def data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 704
unit: def list_data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 705
unit: def grad()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 706
unit: def list_grad()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 707
unit: def list_ctx()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 708
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 709
unit: def __enter__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 710
unit: def __exit__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 711
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 712
unit: def apply()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 713
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 714
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 715
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 716
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 6

id: 717
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 6

id: 718
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 719
unit: def _get_gp_hps()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 720
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 7

id: 721
unit: def sample_marginals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 722
unit: def get_posterior_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 723
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 724
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 725
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 726
unit: def sample_curves()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 727
unit: def update_pvec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 728
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 729
unit: def _compute_terms()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 730
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 731
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 732
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 733
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 734
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 735
unit: def mean_function()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 736
unit: def _assert_choices()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 737
unit: def filter_for_last_pos_value()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 2

id: 738
unit: def append_extra()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 739
unit: def evaluate_blackbox()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 740
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 741
unit: def model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 742
unit: def _postprocess_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 743
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 744
unit: def _get_current_bests_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 745
unit: def _map_outputs_to_predictions()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 746
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 747
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_base.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 748
unit: def current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_base.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 749
unit: def _current_best_filter_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_base.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 2

id: 750
unit: def _check_dataset_has_cost_metric()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 751
unit: def sample_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 752
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm_components.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 753
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 754
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 755
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 756
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 757
unit: def _kwargs_int_common()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 758
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 759
unit: def set_time_keeper()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 760
unit: def _on_config_suggest()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 5
number of parameters: 4

id: 761
unit: def on_trial_error()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 762
unit: def on_trial_complete()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 763
unit: def get_milestones()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 764
unit: def snapshot_rungs()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 765
unit: def __post_init__()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 766
unit: def start_suggestion()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 767
unit: def resume_suggestion()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 768
unit: def compute_metrics()
file: benchmarking/training_scripts/distilbert_on_imdb/distilbert_on_imdb.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 769
unit: def _check_searcher()
file: benchmarking/cli/scheduler_factory.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 770
unit: def _enter_not_none()
file: benchmarking/cli/launch_utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 4

id: 771
unit: def add_word()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 772
unit: def repackage_hidden()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 773
unit: def init_weights()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 774
unit: def init_weights()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 775
unit: def _objective_function()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 776
unit: def _objective_function()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 777
unit: def _objective_function()
file: benchmarking/blackbox_repository/blackbox_offline.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 778
unit: def __init__()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 779
unit: def objective_function()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 780
unit: def _objective_function()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 781
unit: def from_function()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 782
unit: def objective_function()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 783
unit: def get_sampler()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 784
unit: def __len__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 785
unit: def _map_from_int()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 786
unit: def load()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 787
unit: def _update_running_trials()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 788
unit: def is_lambda()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 789
unit: def get_source_dir()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 790
unit: def __call__()
file: syne_tune/util.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 791
unit: def script_checkpoint_example_path()
file: syne_tune/util.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 792
unit: def script_height_example_path()
file: syne_tune/util.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 793
unit: def __str__()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 794
unit: def stop_all()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 795
unit: def _numpy_serialize()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 796
unit: def _stop_trial()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 797
unit: def __getstate__()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 798
unit: def copy_checkpoint()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 799
unit: def metric_definitions_from_names()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 800
unit: def untar()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 801
unit: def create_model()
file: syne_tune/backend/sagemaker_backend/custom_framework.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 802
unit: def select_instance_type()
file: syne_tune/backend/sagemaker_backend/instance_info.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 803
unit: def cost()
file: syne_tune/backend/trial_status.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 804
unit: def metrics_df()
file: syne_tune/backend/trial_status.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 805
unit: def __init__()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 806
unit: def _next_initial_config()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 807
unit: def on_trial_add()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 808
unit: def on_trial_error()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 809
unit: def _check_valid_result()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 810
unit: def __init__()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 811
unit: def _metric_dict()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 812
unit: def quantile_cutoff()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 3

id: 813
unit: def _union_of_tags()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 814
unit: def _total_cost_attr()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 815
unit: def _get_paused_trials()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 4
number of parameters: 1

id: 816
unit: def on_task_remove()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 817
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/bore/bore.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 818
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 819
unit: def shape()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 4
number of parameters: 1

id: 820
unit: def zero_grad()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 821
unit: def list_ctx()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 822
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 823
unit: def initialize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 5

id: 824
unit: def cast()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 825
unit: def gen_random_direction()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 826
unit: def _rescale()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 827
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 828
unit: def negative_log_density()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 829
unit: def negative_log_density()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 830
unit: def register_parameter()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 831
unit: def decode()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 832
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 3

id: 833
unit: def AddJitterOp_vjp()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 5

id: 834
unit: def cholesky_factorization_backward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 835
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 836
unit: def _debug_log_histogram()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 837
unit: def _set_likelihood_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 838
unit: def _data_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 4
number of parameters: 2

id: 839
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 840
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 841
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 6

id: 842
unit: def mean_function()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 843
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 844
unit: def _compute_factor()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 845
unit: def _get_pars()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 846
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 847
unit: def _set_likelihood_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 848
unit: def split()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/config_ext.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 849
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 850
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 851
unit: def random_configs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 852
unit: def set_final_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 853
unit: def _unwrap_from_dict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 854
unit: def model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 855
unit: def append_trial()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 856
unit: def _num_max_resource_cases()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 857
unit: def predict_c1_values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 858
unit: def predict_c1_values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 859
unit: def copy()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 860
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 861
unit: def compute_acq_with_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 862
unit: def get_config()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 863
unit: def _next_initial_config()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 864
unit: def get_state()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 865
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 866
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 3

id: 867
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 3

id: 868
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 869
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 870
unit: def to_objective()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 871
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/cost_aware_gp_fifo_searcher.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 872
unit: def _infer_max_resource_level_getval()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 873
unit: def save()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 874
unit: def __init__()
file: syne_tune/optimizer/schedulers/hyperband_cost_promotion.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 8

id: 875
unit: def _register_metrics_at_rung_level()
file: syne_tune/optimizer/schedulers/hyperband_cost_promotion.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 876
unit: def __str__()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 877
unit: def _postprocess_config()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 878
unit: def download_data()
file: benchmarking/training_scripts/distilbert_on_imdb/distilbert_on_imdb.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 879
unit: def forward()
file: benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 880
unit: def forward()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 881
unit: def _generate_square_subsequent_mask()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 882
unit: def serialize_configspace()
file: benchmarking/blackbox_repository/serialize.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 883
unit: def deserialize_metadata()
file: benchmarking/blackbox_repository/serialize.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 884
unit: def download()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/icml2020_import.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 885
unit: def print_best_metric_found()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 886
unit: def on_fetch_status_results()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 887
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 888
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 889
unit: def normal()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 890
unit: def quantized()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 891
unit: def uniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 892
unit: def uniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 893
unit: def grid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 894
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 895
unit: def add_to_argparse()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 896
unit: def _sleep()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 897
unit: def __init__()
file: syne_tune/util.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 898
unit: def download_single_experiment()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 899
unit: def __init__()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 900
unit: def __init__()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 901
unit: def copy_checkpoint()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 902
unit: def _pause_trial()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 903
unit: def _stop_trial()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 904
unit: def _write_time_stamp()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 905
unit: def _read_time_stamp()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 906
unit: def advance()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 907
unit: def __init__()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 908
unit: def start_of_time()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 909
unit: def advance()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 910
unit: def on_tuning_end()
file: syne_tune/backend/simulator_backend/simulator_callback.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 911
unit: def push()
file: syne_tune/backend/simulator_backend/events.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 912
unit: def remove_events()
file: syne_tune/backend/simulator_backend/events.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 913
unit: def __init__()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 914
unit: def on_trial_complete()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 915
unit: def on_trial_remove()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 916
unit: def _check_metrics_are_present()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 917
unit: def _cleanup_trial()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 918
unit: def _get_rung_system()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 919
unit: def _sample_bracket()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 920
unit: def _copy_kwargs_to_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 921
unit: def _get_config_modelbased()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 922
unit: def _get_exclusion_candidates()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 923
unit: def _metric_val_update()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 924
unit: def cleanup_pending()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 925
unit: def remove_case()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 926
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/multi_fidelity_kde_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 927
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 928
unit: def register_child()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 929
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 930
unit: def multiple_targets()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 931
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 932
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 1

id: 933
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 934
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 935
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 936
unit: def exec_func()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 937
unit: def unwrap_parameter()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 938
unit: def box_constraints_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 939
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 940
unit: def _compute_lvec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 941
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 942
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 943
unit: def neg_log_likelihood()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 944
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 945
unit: def mean_function()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 946
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 947
unit: def get_alpha()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 948
unit: def get_beta()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 949
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 950
unit: def get_noise_variance()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 951
unit: def neg_log_likelihood()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 952
unit: def _sample_curves_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 953
unit: def _prepare_update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 954
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 955
unit: def data_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 956
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 957
unit: def _compute_kappa()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 958
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 959
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 960
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 961
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 962
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 963
unit: def recompute_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 964
unit: def to_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 965
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/config_ext.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 966
unit: def num_observed_cases()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 967
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 968
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 969
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 970
unit: def _map_from_int()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 971
unit: def _map_to_int()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 972
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 973
unit: def _assert_value_type()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 1

id: 974
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 975
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 976
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 977
unit: def to_ndarray_matrix()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 978
unit: def _transform_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 979
unit: def _reset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 980
unit: def set_targets()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 981
unit: def set_model_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 982
unit: def set_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 983
unit: def search_space()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 984
unit: def assert_equal_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 985
unit: def backward_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 986
unit: def _compute_head()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 987
unit: def _output_to_keys_predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 988
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 989
unit: def _compute_head()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 990
unit: def _compute_head_and_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 991
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 992
unit: def mark_trial_failed()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 993
unit: def reset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 994
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 995
unit: def transform_dataset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 996
unit: def feature_matrices()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 997
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 998
unit: def predict_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 999
unit: def backward_gradient()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1000
unit: def compute_acq()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1001
unit: def get_state()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1002
unit: def configure_scheduler()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1003
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 5

id: 1004
unit: def register_pending()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1005
unit: def assert_no_invalid_options()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 1006
unit: def _copy_kwargs_to_kwargs_int()
file: syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1007
unit: def map_reward_const_minus_x()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1008
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1009
unit: def _max_at_least_threshold()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1010
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 1011
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 1012
unit: def _initialize_searcher()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 1013
unit: def _elapsed_time()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1014
unit: def _check_key_of_result()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1015
unit: def state_dict()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1016
unit: def load_state_dict()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1017
unit: def _mark_as_promoted()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1018
unit: def _register_metrics_at_rung_level()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1019
unit: def _preprocess_config()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 1020
unit: def dict_get()
file: benchmarking/utils/dict_get.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1021
unit: def __init__()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1022
unit: def serialize_metadata()
file: benchmarking/blackbox_repository/serialize.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1023
unit: def generate_deepar()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/icml2020_import.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1024
unit: def generate_xgboost()
file: benchmarking/blackbox_repository/conversion_scripts/scripts/icml2020_import.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1025
unit: def load_requirements()
file: setup.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1026
unit: def num_trials_finished()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1027
unit: def read_version()
file: syne_tune/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1028
unit: def __init__()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1029
unit: def _set_time_fields()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 2

id: 1030
unit: def store_results()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1031
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1032
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 4
number of parameters: 3

id: 1033
unit: def __init__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1034
unit: def sample()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 4

id: 1035
unit: def non_constant_hyperparameter_keys()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 1

id: 1036
unit: def _save_metadata()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1037
unit: def decode_bool()
file: syne_tune/remote/remote_main.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 5
number of parameters: 1

id: 1038
unit: def run()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1039
unit: def check_valid_sagemaker_name()
file: syne_tune/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1040
unit: def random_string()
file: syne_tune/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1041
unit: def _report_logger()
file: syne_tune/report.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1042
unit: def load_experiment()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1043
unit: def list_experiments()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1044
unit: def load_experiments_df()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1045
unit: def _deallocate_gpu()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 2

id: 1046
unit: def stdout()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1047
unit: def stderr()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1048
unit: def _assert_has_started()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1049
unit: def time()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1050
unit: def time_stamp()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1051
unit: def _pause_trial()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1052
unit: def sagemaker_search()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1053
unit: def chunks()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1054
unit: def _advance_by_outside_time()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1055
unit: def start_time_stamp()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1056
unit: def _assert_has_started()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1057
unit: def time()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1058
unit: def time_stamp()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1059
unit: def advance_to()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1060
unit: def real_time_since_last_recent_exit()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1061
unit: def seconds()
file: syne_tune/backend/trial_status.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 6
number of parameters: 1

id: 1062
unit: def _assert_positive_int()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_rung_system.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1063
unit: def _suggest()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1064
unit: def priority_unsafe()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1065
unit: def __init__()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1066
unit: def _cutoff()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1067
unit: def push_prefix()
file: syne_tune/optimizer/schedulers/utils/simple_profiler.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1068
unit: def on_trial_error()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1069
unit: def snapshot_rungs()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1070
unit: def predict_proba()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1071
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1072
unit: def predict_proba()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1073
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1074
unit: def _metric_val_update()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1075
unit: def set_profiler()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1076
unit: def evaluation_failed()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1077
unit: def _config_ext_update()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1078
unit: def evaluation_failed()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1079
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1080
unit: def _init_impl()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1081
unit: def reset_ctx()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1082
unit: def setattr()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1083
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1084
unit: def __exit__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 1085
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1086
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1087
unit: def hybridize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1088
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 4
number of parameters: 2

id: 1089
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1090
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1091
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1092
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1093
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1094
unit: def negative_log_density()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1095
unit: def to_vec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 1

id: 1096
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1097
unit: def decode()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1098
unit: def get_box_constraints_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1099
unit: def switch_updating()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1100
unit: def _noise_variance()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1101
unit: def get_posterior_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1102
unit: def get_noise_variance()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1103
unit: def get_mean_value()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1104
unit: def _state_args()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1105
unit: def _recompute_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1106
unit: def reset_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1107
unit: def set_gamma()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1108
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1109
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1110
unit: def _compute_posterior_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 1111
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1112
unit: def data_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1113
unit: def mean_function()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1114
unit: def _unwrap()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 1115
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1116
unit: def _inverse_bandwidths()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1117
unit: def _covariance_scale()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1118
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1119
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1120
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1121
unit: def _to_tuples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1122
unit: def reset_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1123
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1124
unit: def to_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1125
unit: def _check_all_string()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1126
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1127
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1128
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1129
unit: def _filter_constant_hyperparameters()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 1

id: 1130
unit: def is_attribute_fixed()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1131
unit: def _random_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1132
unit: def _random_configs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1133
unit: def contains()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/duplicate_detector.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1134
unit: def contains()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/duplicate_detector.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1135
unit: def contains()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/duplicate_detector.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1136
unit: def set_num_evaluations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1137
unit: def search_space()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1138
unit: def branin_function()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1139
unit: def search_space()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1140
unit: def search_space()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1141
unit: def _decode_input()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1142
unit: def set_fixed_resource()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1143
unit: def _num_samples_for_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1144
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1145
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1146
unit: def _output_to_keys_predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1147
unit: def _num_samples_for_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_mcmc_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1148
unit: def _assert_same_keys()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1149
unit: def drop_pending_evaluation()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1150
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1151
unit: def feature_matrices()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1152
unit: def _sum_of_prod()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1153
unit: def _translate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1154
unit: def optimize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm_components.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1155
unit: def generate_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1156
unit: def config_space_exhausted()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1157
unit: def generate_candidates_en_bulk()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1158
unit: def optimize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1159
unit: def _restore_from_state()
file: syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1160
unit: def _restore_from_state()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1161
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1162
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1163
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1164
unit: def filter_by_key()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 2

id: 1165
unit: def _call_create_internal()
file: syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1166
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 1167
unit: def on_tuning_start()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1168
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1169
unit: def on_tuning_start()
file: syne_tune/optimizer/schedulers/searchers/searcher_callback.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1170
unit: def _cutoff()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1171
unit: def __init__()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1172
unit: def load_checkpoint()
file: tst/backend/main_checkpoint.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1173
unit: def save_checkpoint()
file: tst/backend/main_checkpoint.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1174
unit: def add_checkpointing_to_argparse()
file: benchmarking/utils/checkpoint.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1175
unit: def supported_benchmarks()
file: benchmarking/cli/benchmark_factory.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1176
unit: def states()
file: benchmarking/cli/searcher_state_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1177
unit: def __len__()
file: benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1178
unit: def __init__()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1179
unit: def fit()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1180
unit: def transform()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1181
unit: def fidelity_values()
file: benchmarking/blackbox_repository/blackbox_surrogate.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1182
unit: def fidelity_values()
file: benchmarking/blackbox_repository/blackbox_tabular.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1183
unit: def blackbox_list()
file: benchmarking/blackbox_repository/repository.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1184
unit: def __call__()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1185
unit: def hyperparameter_objectives_values()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1186
unit: def fidelity_values()
file: benchmarking/blackbox_repository/blackbox.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1187
unit: def blackbox()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1188
unit: def resource_attr()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1189
unit: def blackbox()
file: benchmarking/blackbox_repository/tabulated_benchmark.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1190
unit: def num_trials_started()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1191
unit: def _num_trials()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1192
unit: def num_trials_completed()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1193
unit: def num_trials_failed()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1194
unit: def num_trials_running()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1195
unit: def wallclock_time()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1196
unit: def get_dataframe()
file: syne_tune/tuning_status.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1197
unit: def on_tuning_start()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1198
unit: def on_tuning_end()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1199
unit: def on_loop_start()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1200
unit: def on_loop_end()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1201
unit: def on_trial_complete()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1202
unit: def on_trial_result()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 1203
unit: def on_tuning_sleep()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1204
unit: def dataframe()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1205
unit: def on_tuning_end()
file: syne_tune/tuner_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1206
unit: def value_type()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1207
unit: def cast()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1208
unit: def is_grid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1209
unit: def is_function()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1210
unit: def is_valid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1211
unit: def domain_str()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1212
unit: def __len__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1213
unit: def match_string()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1214
unit: def __str__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1215
unit: def __str__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1216
unit: def __str__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1217
unit: def __str__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1218
unit: def value_type()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1219
unit: def is_valid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1220
unit: def domain_str()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1221
unit: def match_string()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1222
unit: def value_type()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1223
unit: def cast()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1224
unit: def is_valid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1225
unit: def domain_str()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1226
unit: def __len__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1227
unit: def match_string()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1228
unit: def __len__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1229
unit: def __getitem__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1230
unit: def is_valid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1231
unit: def value_type()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1232
unit: def domain_str()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1233
unit: def match_string()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1234
unit: def is_function()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1235
unit: def is_valid()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1236
unit: def domain_str()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1237
unit: def __len__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1238
unit: def get_sampler()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1239
unit: def value_type()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1240
unit: def cast()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1241
unit: def set_sampler()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1242
unit: def get_sampler()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1243
unit: def domain_str()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1244
unit: def __len__()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1245
unit: def match_string()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1246
unit: def sample_from()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1247
unit: def uniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1248
unit: def quniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1249
unit: def loguniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1250
unit: def qloguniform()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1251
unit: def choice()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1252
unit: def randint()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1253
unit: def lograndint()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1254
unit: def qrandint()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1255
unit: def qlograndint()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1256
unit: def randn()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1257
unit: def qrandn()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1258
unit: def finrange()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1259
unit: def logfinrange()
file: syne_tune/search_space.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1260
unit: def _stop_condition()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 1261
unit: def _default_callback()
file: syne_tune/tuner.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1262
unit: def is_source_dir_specified()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 1263
unit: def upload_dir()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1264
unit: def remote_script_dir()
file: syne_tune/remote/remote_launcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1265
unit: def repository_root_path()
file: syne_tune/util.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1266
unit: def creation_date()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1267
unit: def metric_mode()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1268
unit: def metric_names()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1269
unit: def entrypoint_name()
file: syne_tune/experiments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1270
unit: def copy_checkpoint()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1271
unit: def _resume_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1272
unit: def pause_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1273
unit: def _pause_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1274
unit: def stop_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1275
unit: def _stop_trial()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1276
unit: def new_trial_id()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1277
unit: def _schedule()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1278
unit: def _all_trial_results()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1279
unit: def stdout()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1280
unit: def stderr()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1281
unit: def set_path()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1282
unit: def entrypoint_path()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1283
unit: def set_entrypoint()
file: syne_tune/backend/backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1284
unit: def trial_path()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1285
unit: def _file_path()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1286
unit: def _is_process_done()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1287
unit: def set_path()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1288
unit: def entrypoint_path()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1289
unit: def set_entrypoint()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1290
unit: def __str__()
file: syne_tune/backend/local_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1291
unit: def start_of_time()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1292
unit: def time()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1293
unit: def time_stamp()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1294
unit: def advance()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1295
unit: def __init__()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1296
unit: def start_of_time()
file: syne_tune/backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 1297
unit: def sm_client()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1298
unit: def stdout()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1299
unit: def stderr()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1300
unit: def source_dir()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1301
unit: def set_entrypoint()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1302
unit: def entrypoint_path()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1303
unit: def set_path()
file: syne_tune/backend/sagemaker_backend/sagemaker_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1304
unit: def add_syne_tune_dependency()
file: syne_tune/backend/sagemaker_backend/sagemaker_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 1305
unit: def time_keeper()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1306
unit: def _pause_trial()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1307
unit: def _resume_trial()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1308
unit: def _stop_trial()
file: syne_tune/backend/simulator_backend/simulator_backend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1309
unit: def mark_exit()
file: syne_tune/backend/simulator_backend/time_keeper.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1310
unit: def on_tuning_sleep()
file: syne_tune/backend/simulator_backend/simulator_callback.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1311
unit: def _is_increasing()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 1312
unit: def _is_positive_integer()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 1

id: 1313
unit: def is_bracket_complete()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1314
unit: def num_rungs()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1315
unit: def _trial_ids()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1316
unit: def batch_size()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1317
unit: def on_trial_result()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1318
unit: def metric_names()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1319
unit: def metric_mode()
file: syne_tune/optimizer/schedulers/synchronous/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1320
unit: def bracket_rungs()
file: syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1321
unit: def metric_names()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1322
unit: def metric_mode()
file: syne_tune/optimizer/schedulers/ray_scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1323
unit: def on_trial_add()
file: syne_tune/optimizer/schedulers/pbt.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1324
unit: def _suggest()
file: syne_tune/optimizer/schedulers/median_stopping_rule.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1325
unit: def metric_names()
file: syne_tune/optimizer/schedulers/median_stopping_rule.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1326
unit: def __init__()
file: syne_tune/optimizer/schedulers/random_seeds.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1327
unit: def __call__()
file: syne_tune/optimizer/schedulers/random_seeds.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1328
unit: def __init__()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1329
unit: def priority_unsafe()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1330
unit: def priority_unsafe()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1331
unit: def priority_unsafe()
file: syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1332
unit: def metric_names()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1333
unit: def metric_mode()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1334
unit: def on_trial_remove()
file: syne_tune/optimizer/schedulers/multiobjective/moasha.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1335
unit: def nondominated_sort()
file: syne_tune/optimizer/schedulers/multiobjective/non_dominated_priority.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1336
unit: def on_task_schedule()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1337
unit: def on_task_add()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 1338
unit: def on_task_remove()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1339
unit: def get_first_milestone()
file: syne_tune/optimizer/schedulers/hyperband_stopping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1340
unit: def _does_pause_resume()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1341
unit: def on_trial_remove()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1342
unit: def _is_positive_int()
file: syne_tune/optimizer/schedulers/hyperband.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 1343
unit: def _effective_max_t()
file: syne_tune/optimizer/schedulers/hyperband_pasha.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1344
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/bore/bore.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1345
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bore/classififer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1346
unit: def _hp_ranges_in_state()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1347
unit: def _hp_ranges_for_prediction()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1348
unit: def _trial_id_string()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1349
unit: def dataset_size()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1350
unit: def model_parameters()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1351
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1352
unit: def debug_log()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1353
unit: def _call_create_internal()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1354
unit: def _fix_resource_attribute()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1355
unit: def _postprocess_config()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1356
unit: def _num_initial_candidates()
file: syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1357
unit: def _hp_ranges_in_state()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1358
unit: def _trial_id_string()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1359
unit: def _postprocess_config()
file: syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1360
unit: def grad_req()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1361
unit: def dtype()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1362
unit: def dtype()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1363
unit: def reset_ctx()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1364
unit: def __getitem__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1365
unit: def __iter__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1366
unit: def items()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1367
unit: def keys()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1368
unit: def values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1369
unit: def prefix()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1370
unit: def _alias()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1371
unit: def prefix()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1372
unit: def name()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1373
unit: def name_scope()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1374
unit: def params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1375
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1376
unit: def hybrid_forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1377
unit: def states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1378
unit: def fit()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1379
unit: def recompute_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1380
unit: def _concatenate_samples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1381
unit: def _warping()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1382
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1383
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1384
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1385
unit: def negative_log_density()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1386
unit: def _assert_positive_number()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1387
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1388
unit: def negative_log_density()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1389
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1390
unit: def negative_log_density()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1391
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1392
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1393
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1394
unit: def _make_scipy_objective()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1395
unit: def encode_unwrap_parameter()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1396
unit: def get_name_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1397
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1398
unit: def decode()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1399
unit: def box_constraints()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1400
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1401
unit: def decode()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1402
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1403
unit: def get()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1404
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1405
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1406
unit: def set()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1407
unit: def log_parameters()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1408
unit: def get_parameters()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1409
unit: def has_regularizer()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1410
unit: def flatten_and_concat()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1411
unit: def cholesky_factorization()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1412
unit: def copyltu()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1413
unit: def cholesky_factorization_vjp()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1414
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1415
unit: def set_noise_variance()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1416
unit: def states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1417
unit: def number_samples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1418
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1419
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1420
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1421
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1422
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1423
unit: def set_mean_value()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1424
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1425
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1426
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1427
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1428
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1429
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1430
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1431
unit: def num_data()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1432
unit: def num_features()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1433
unit: def num_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1434
unit: def states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1435
unit: def random_state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1436
unit: def recompute_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1437
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1438
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1439
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1440
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1441
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 1442
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1443
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1444
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1445
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1446
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1447
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1448
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1449
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1450
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1451
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1452
unit: def _normalize()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1453
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1454
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1455
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1456
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1457
unit: def get_issm_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1458
unit: def set_alpha()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1459
unit: def set_beta()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1460
unit: def _squared_norm()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1461
unit: def _inner_product()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1462
unit: def _colvec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1463
unit: def _rowvec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1464
unit: def _flatvec()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1465
unit: def set_profiler()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1466
unit: def set_noise_variance()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1467
unit: def data_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1468
unit: def has_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1469
unit: def has_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1470
unit: def has_precomputations()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1471
unit: def decode_resource_values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1472
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1473
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1474
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1475
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1476
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1477
unit: def _wrap_initvals()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1478
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1479
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1480
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1481
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1482
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1483
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1484
unit: def dimension()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1485
unit: def diagonal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1486
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1487
unit: def _check_input_shape()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1488
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1489
unit: def get_covariance_scale()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1490
unit: def set_covariance_scale()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1491
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1492
unit: def forward()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1493
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1494
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1495
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1496
unit: def diagonal_depends_on_X()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1497
unit: def param_encoding_pairs()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1498
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1499
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1500
unit: def states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1501
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1502
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1503
unit: def dictionarize_objective()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1504
unit: def trial_id()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1505
unit: def resource()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1506
unit: def fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1507
unit: def to_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1508
unit: def from_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1509
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1510
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1511
unit: def to_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1512
unit: def from_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1513
unit: def from_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1514
unit: def from_internal()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1515
unit: def get_resource()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/config_ext.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1516
unit: def is_pending()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1517
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1518
unit: def name()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1519
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1520
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1521
unit: def ndarray_size()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1522
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1523
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1524
unit: def scaling()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1525
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1526
unit: def _round_to_int()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1527
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1528
unit: def scaling()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1529
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1530
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1531
unit: def ndarray_size()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1532
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1533
unit: def internal_keys()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1534
unit: def to_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1535
unit: def ndarray_size()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1536
unit: def from_ndarray()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1537
unit: def _fix_attribute_value()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1538
unit: def random_config()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1539
unit: def get_ndarray_bounds()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1540
unit: def __repr__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1541
unit: def __eq__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1542
unit: def __len__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1543
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1544
unit: def evaluate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1545
unit: def evaluate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1546
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1547
unit: def evaluate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1548
unit: def evaluate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1549
unit: def assert_equal_randomstate()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1550
unit: def keys_predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1551
unit: def predict_mean_current_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1552
unit: def current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1553
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1554
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1555
unit: def fixed_resource()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1556
unit: def does_mcmc()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1557
unit: def posterior_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1558
unit: def debug_log()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1559
unit: def profiler()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1560
unit: def _get_num_fantasy_samples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1561
unit: def _num_samples_for_fantasies()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1562
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1563
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1564
unit: def _get_num_fantasy_samples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1565
unit: def _head_needs_current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1566
unit: def _head_needs_current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1567
unit: def _head_needs_current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1568
unit: def _head_needs_current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1569
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1570
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1571
unit: def _head_needs_current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1572
unit: def does_mcmc()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1573
unit: def posterior_states()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1574
unit: def debug_log()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1575
unit: def profiler()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1576
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1577
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1578
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_mcmc_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1579
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_mcmc_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1580
unit: def _get_num_fantasy_samples()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_mcmc_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1581
unit: def get_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1582
unit: def set_params()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1583
unit: def model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1584
unit: def debug_log()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1585
unit: def profiler()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1586
unit: def state()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1587
unit: def use_single_model()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1588
unit: def model_factory()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1589
unit: def skip_optimization()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1590
unit: def reset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1591
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1592
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1593
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1594
unit: def reset()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1595
unit: def cost_metric_name()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1596
unit: def update()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1597
unit: def resample()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1598
unit: def sample_joint()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1599
unit: def cost_metric_name()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1600
unit: def fit_regressor()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1601
unit: def predict_c1_values()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1602
unit: def cost_metric_name()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1603
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1604
unit: def _to_matchstr()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1605
unit: def contains()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1606
unit: def add()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1607
unit: def empty_list()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1608
unit: def __len__()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1609
unit: def next_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1610
unit: def generate_candidates()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1611
unit: def keys_predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1612
unit: def predict()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1613
unit: def hp_ranges_for_prediction()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1614
unit: def current_best()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1615
unit: def score()
file: syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1616
unit: def _to_tuple()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 1617
unit: def _sorted_keys()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 1

id: 1618
unit: def get_config()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1619
unit: def _update()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 1620
unit: def remove_case()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1621
unit: def evaluation_failed()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1622
unit: def cleanup_pending()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1623
unit: def dataset_size()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1624
unit: def model_parameters()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1625
unit: def get_state()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1626
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1627
unit: def _restore_from_state()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1628
unit: def debug_log()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1629
unit: def debug_log()
file: syne_tune/optimizer/schedulers/searchers/searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1630
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1631
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1632
unit: def assert_valid()
file: syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1633
unit: def gp_fifo_searcher_defaults()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1634
unit: def constrained_gp_fifo_searcher_defaults()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1635
unit: def cost_aware_gp_fifo_searcher_defaults()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1636
unit: def gp_multifidelity_searcher_defaults()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1637
unit: def cost_aware_gp_multifidelity_searcher_defaults()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 1638
unit: def clone_from_state()
file: syne_tune/optimizer/schedulers/searchers/kde_searcher.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1639
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1640
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1641
unit: def __init__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1642
unit: def __call__()
file: syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1643
unit: def _extend_search_options()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1644
unit: def _promote_trial()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1645
unit: def _check_result()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1646
unit: def metric_names()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1647
unit: def metric_mode()
file: syne_tune/optimizer/schedulers/fifo.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1648
unit: def _effective_max_t()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1649
unit: def on_task_remove()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1650
unit: def get_first_milestone()
file: syne_tune/optimizer/schedulers/hyperband_promotion.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1651
unit: def _suggest()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1652
unit: def on_trial_add()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1653
unit: def on_trial_error()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1654
unit: def on_trial_result()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1655
unit: def on_trial_complete()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 1656
unit: def on_trial_remove()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1657
unit: def state_dict()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1658
unit: def load_state_dict()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 1659
unit: def metric_names()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 1660
unit: def metric_mode()
file: syne_tune/optimizer/scheduler.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1