path	# lines of code
benchmarking/definitions/__init__.py	1
benchmarking/definitions/definition_nashpobench.py	50
benchmarking/definitions/definition_resnet_cifar10.py	40
benchmarking/definitions/definition_mlp_on_fashion_mnist.py	50
benchmarking/definitions/definition_distilbert_on_imdb.py	26
benchmarking/definitions/definition_nasbench201.py	75
benchmarking/__init__.py	1
benchmarking/training_scripts/__init__.py	1
benchmarking/training_scripts/mlp_on_fashion_mnist/mlp_on_fashion_mnist.py	141
benchmarking/training_scripts/distilbert_on_imdb/distilbert_on_imdb.py	92
benchmarking/training_scripts/resnet_cifar10/__init__.py	1
benchmarking/training_scripts/resnet_cifar10/resnet_cifar10.py	179
benchmarking/utils/__init__.py	4
benchmarking/utils/parse_bool.py	9
benchmarking/utils/dict_get.py	4
benchmarking/utils/checkpoint.py	74
benchmarking/utils/get_cost_model.py	26
benchmarking/cli/benchmark_factory.py	56
benchmarking/cli/searcher_state_callback.py	52
benchmarking/cli/scheduler_factory.py	192
benchmarking/cli/launch_utils.py	392
benchmarking/cli/estimator_factory.py	50
benchmarking/cli/launch_sample_searcher_states.py	59
benchmarking/cli/launch_hpo.py	270
benchmarking/benchmark_loop/__init__.py	1
benchmarking/benchmark_loop/baselines.py	39
benchmarking/benchmark_loop/launch_remote.py	28
benchmarking/benchmark_loop/benchmark_main.py	70
benchmarking/benchmark_loop/plot_results.py	74
benchmarking/benchmark_loop/benchmark_definitions.py	41
benchmarking/nursery/__init__.py	1
benchmarking/nursery/lstm_wikitext2/lstm_wikitext2.py	310
benchmarking/nursery/lstm_wikitext2/definition_lstm_wikitext2.py	42
benchmarking/blackbox_repository/blackbox_surrogate.py	102
benchmarking/blackbox_repository/serialize.py	34
benchmarking/blackbox_repository/__init__.py	3
benchmarking/blackbox_repository/blackbox_tabular.py	170
benchmarking/blackbox_repository/blackbox_offline.py	123
benchmarking/blackbox_repository/repository.py	47
benchmarking/blackbox_repository/blackbox.py	71
benchmarking/blackbox_repository/conversion_scripts/utils.py	20
benchmarking/blackbox_repository/conversion_scripts/recipes.py	9
benchmarking/blackbox_repository/conversion_scripts/scripts/fcnet_import.py	117
benchmarking/blackbox_repository/conversion_scripts/scripts/__init__.py	1
benchmarking/blackbox_repository/conversion_scripts/scripts/icml2020_import.py	75
benchmarking/blackbox_repository/conversion_scripts/scripts/nasbench201_import.py	179
benchmarking/blackbox_repository/utils.py	24
benchmarking/blackbox_repository/tabulated_benchmark.py	159
setup.py	53
syne_tune/tuning_status.py	150
syne_tune/__init__.py	6
syne_tune/num_gpu.py	26
syne_tune/tuner_callback.py	70
syne_tune/search_space.py	519
syne_tune/constants.py	16
syne_tune/stopping_criterion.py	45
syne_tune/tuner.py	254
syne_tune/version.py	1
syne_tune/remote/remote_main.py	29
syne_tune/remote/__init__.py	1
syne_tune/remote/remote_launcher.py	153
syne_tune/util.py	84
syne_tune/report.py	69
syne_tune/experiments.py	163
syne_tune/backend/__init__.py	1
syne_tune/backend/backend.py	96
syne_tune/backend/local_backend.py	183
syne_tune/backend/time_keeper.py	34
syne_tune/backend/sagemaker_backend/__init__.py	1
syne_tune/backend/sagemaker_backend/sagemaker_backend.py	169
syne_tune/backend/sagemaker_backend/sagemaker_utils.py	167
syne_tune/backend/sagemaker_backend/custom_framework.py	29
syne_tune/backend/sagemaker_backend/estimator_factory.py	50
syne_tune/backend/sagemaker_backend/instance_info.py	47
syne_tune/backend/simulator_backend/__init__.py	1
syne_tune/backend/simulator_backend/simulator_backend.py	294
syne_tune/backend/simulator_backend/time_keeper.py	37
syne_tune/backend/simulator_backend/simulator_callback.py	56
syne_tune/backend/simulator_backend/tabulated_benchmark.py	1
syne_tune/backend/simulator_backend/events.py	41
syne_tune/backend/trial_status.py	47
syne_tune/optimizer/__init__.py	1
syne_tune/optimizer/schedulers/synchronous/hyperband_impl.py	45
syne_tune/optimizer/schedulers/synchronous/__init__.py	1
syne_tune/optimizer/schedulers/synchronous/hyperband_bracket.py	84
syne_tune/optimizer/schedulers/synchronous/hyperband.py	262
syne_tune/optimizer/schedulers/synchronous/hyperband_rung_system.py	57
syne_tune/optimizer/schedulers/synchronous/hyperband_bracket_manager.py	98
syne_tune/optimizer/schedulers/ray_scheduler.py	139
syne_tune/optimizer/schedulers/__init__.py	1
syne_tune/optimizer/schedulers/pbt.py	187
syne_tune/optimizer/schedulers/median_stopping_rule.py	61
syne_tune/optimizer/schedulers/random_seeds.py	6
syne_tune/optimizer/schedulers/multiobjective/__init__.py	1
syne_tune/optimizer/schedulers/multiobjective/multiobjective_priority.py	45
syne_tune/optimizer/schedulers/multiobjective/moasha.py	157
syne_tune/optimizer/schedulers/multiobjective/non_dominated_priority.py	51
syne_tune/optimizer/schedulers/hyperband_stopping.py	83
syne_tune/optimizer/schedulers/utils/__init__.py	1
syne_tune/optimizer/schedulers/utils/simple_profiler.py	103
syne_tune/optimizer/schedulers/hyperband.py	546
syne_tune/optimizer/schedulers/hyperband_pasha.py	108
syne_tune/optimizer/schedulers/searchers/bore/bore.py	128
syne_tune/optimizer/schedulers/searchers/bore/de.py	91
syne_tune/optimizer/schedulers/searchers/bore/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bore/classififer.py	71
syne_tune/optimizer/schedulers/searchers/gp_fifo_searcher.py	469
syne_tune/optimizer/schedulers/searchers/__init__.py	4
syne_tune/optimizer/schedulers/searchers/gp_multifidelity_searcher.py	119
syne_tune/optimizer/schedulers/searchers/multi_fidelity_kde_searcher.py	57
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon.py	504
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/__init__.py	2
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_model.py	79
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/slice.py	65
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/warping.py	129
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/constants.py	40
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/distribution.py	75
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/optimization_utils.py	159
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gluon_blocks_helpers.py	202
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_utils.py	147
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/custom_op.py	70
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/likelihood.py	74
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gpr_mcmc.py	135
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/mean.py	60
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/posterior_state.py	167
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/gpiss_model.py	126
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/freeze_thaw.py	282
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/model_params.py	90
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/issm.py	723
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/likelihood.py	115
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/learncurve/posterior_state.py	367
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/cross_validation.py	89
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/exponential_decay.py	203
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/__init__.py	14
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/fabolas.py	71
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/base.py	139
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/product_kernel.py	52
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/freeze_thaw.py	158
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/kernel/range_kernel.py	32
syne_tune/optimizer/schedulers/searchers/bayesopt/gpautograd/gp_regression.py	115
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/common.py	48
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_factory.py	20
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/scaling.py	31
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/config_ext.py	44
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/tuning_job_state.py	161
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges_impl.py	319
syne_tune/optimizer/schedulers/searchers/bayesopt/datatypes/hp_ranges.py	142
syne_tune/optimizer/schedulers/searchers/bayesopt/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/utils/density.py	19
syne_tune/optimizer/schedulers/searchers/bayesopt/utils/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/utils/duplicate_detector.py	18
syne_tune/optimizer/schedulers/searchers/bayesopt/utils/debug_log.py	131
syne_tune/optimizer/schedulers/searchers/bayesopt/utils/comparison_gpy.py	194
syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost_fifo_model.py	70
syne_tune/optimizer/schedulers/searchers/bayesopt/models/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_model.py	254
syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc_impl.py	245
syne_tune/optimizer/schedulers/searchers/bayesopt/models/meanstd_acqfunc.py	199
syne_tune/optimizer/schedulers/searchers/bayesopt/models/gpiss_model.py	242
syne_tune/optimizer/schedulers/searchers/bayesopt/models/gp_mcmc_model.py	34
syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_transformer.py	196
syne_tune/optimizer/schedulers/searchers/bayesopt/models/kernel_factory.py	58
syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_skipopt.py	73
syne_tune/optimizer/schedulers/searchers/bayesopt/models/model_base.py	43
syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/cost_model.py	54
syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/sklearn_cost_model.py	238
syne_tune/optimizer/schedulers/searchers/bayesopt/models/cost/linear_cost_model.py	237
syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm_components.py	75
syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/__init__.py	1
syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/common.py	127
syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/defaults.py	8
syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/base_classes.py	122
syne_tune/optimizer/schedulers/searchers/bayesopt/tuning_algorithms/bo_algorithm.py	202
syne_tune/optimizer/schedulers/searchers/gp_sync_multifidelity_searcher.py	90
syne_tune/optimizer/schedulers/searchers/searcher.py	210
syne_tune/optimizer/schedulers/searchers/cost_aware_gp_multifidelity_searcher.py	81
syne_tune/optimizer/schedulers/searchers/utils/__init__.py	1
syne_tune/optimizer/schedulers/searchers/utils/warmstarting.py	66
syne_tune/optimizer/schedulers/searchers/utils/default_arguments.py	85
syne_tune/optimizer/schedulers/searchers/constrained_gp_fifo_searcher.py	69
syne_tune/optimizer/schedulers/searchers/gp_searcher_factory.py	468
syne_tune/optimizer/schedulers/searchers/kde_searcher.py	200
syne_tune/optimizer/schedulers/searchers/gp_searcher_utils.py	145
syne_tune/optimizer/schedulers/searchers/cost_aware_gp_fifo_searcher.py	74
syne_tune/optimizer/schedulers/searchers/searcher_factory.py	73
syne_tune/optimizer/schedulers/searchers/searcher_callback.py	66
syne_tune/optimizer/schedulers/fifo.py	234
syne_tune/optimizer/schedulers/hyperband_promotion.py	124
syne_tune/optimizer/schedulers/hyperband_cost_promotion.py	38
syne_tune/optimizer/baselines.py	80
syne_tune/optimizer/scheduler.py	84
tst/remote_launcher/folder1/folder2/main.py	2
tst/backend/main_checkpoint.py	28
MANIFEST.in	1
setup.cfg	6