Index

A

autotuning_methodology module autotuning_methodology.baseline module autotuning_methodology.caching module autotuning_methodology.curves module

autotuning_methodology.experiments module autotuning_methodology.runner module autotuning_methodology.searchspace_statistics module autotuning_methodology.visualize_experiments module

B

Baseline (class in autotuning_methodology.baseline)

C

check_attributes() (Curve method) collect_results() (in module autotuning_methodology.runner) colors (Visualize attribute)

Curve (class in autotuning_methodology.curves) CurveBasis (class in autotuning_methodology.curves) cutoff_point() (SearchspaceStatistics method) cutoff_point_fevals_time() (SearchspaceStatistics method)

E

entry_point() (in module autotuning_methodology.experiments) (in module autotuning_methodology.visualize_experiments)

execute_experiment() (in module autotuning_methodology.experiments)

F

fevals_find_pad_width() (Curve method)

G

get_args_from_cli() (in module autotuning_methodology.experiments) get_confidence_interval() (StochasticOptimizationAlgorithm method) get_curve() (CurveBasis method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) (StochasticOptimizationAlgorithm method) get_curve_over_fevals() (CurveBasis method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) (StochasticOptimizationAlgorithm method) get_curve_over_time() (CurveBasis method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) (StochasticOptimizationAlgorithm method) get_experiment() (in module autotuning_methodology.experiments) get_experiment_schema_filepath() (in module autotuning_methodology.experiments) get_indices_in_array() (in module autotuning_methodology.curves) get_indices_in_distribution() (in module autotuning_methodology.curves) get_isotonic_curve() (Curve method) get_isotonic_regressor() (Curve method) get_num_duplicate_values() (SearchspaceStatistics method) get_results() (ResultsDescription method) get_results_and_metadata() (in module autotuning_methodology.runner) get_scatter_data() (Curve method)

get_split_times() (CurveBasis method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) (StochasticOptimizationAlgorithm method) get_split_times_at_feval() (CurveBasis method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) (StochasticOptimizationAlgorithm method) get_split_times_at_time() (CurveBasis method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) (StochasticOptimizationAlgorithm method) get_standardised_curve() (Baseline method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) get_standardised_curves() (Baseline method) (RandomSearchCalculatedBaseline method) (RandomSearchSimulatedBaseline method) get_strategies() (in module autotuning_methodology.experiments) get_strategies_aggregated_performance() (Visualize method) get_time_per_feval() (SearchspaceStatistics method) get_valid_filepath() (SearchspaceStatistics method) get_value_in_config() (SearchspaceStatistics method) get_x_axis_label() (Visualize method)

H

has_results() (ResultsDescription method)

I

is_ran_as_notebook() (in module autotuning_methodology.visualize_experiments)

is_same_as() (ResultsDescription method)

K

kernel_tuner_time_keys_to_T4_time_keys_mapping (SearchspaceStatistics attribute)

L

label (Baseline attribute)

load_json() (in module autotuning_methodology.runner)

M

mean_strategy_time_per_feval() (SearchspaceStatistics method) module autotuning_methodology autotuning_methodology.baseline autotuning_methodology.caching autotuning_methodology.curves autotuning_methodology.experiments autotuning_methodology.runner autotuning_methodology.searchspace_statistics autotuning_methodology.visualize_experiments

moving_average() (in module autotuning_methodology.curves)

N

nansumwrapper() (in module autotuning_methodology.searchspace_statistics)

O

objective_performance_at_cutoff_point() (SearchspaceStatistics method) objective_performances (SearchspaceStatistics attribute) objective_performances_array (SearchspaceStatistics attribute) objective_performances_total (SearchspaceStatistics attribute) objective_performances_total_sorted (SearchspaceStatistics attribute)

objective_performances_total_sorted_nan (SearchspaceStatistics attribute) objective_times (SearchspaceStatistics attribute) objective_times_array (SearchspaceStatistics attribute) objective_times_total (SearchspaceStatistics attribute) objective_times_total_sorted (SearchspaceStatistics attribute)

P

plot_baselines_comparison() (Visualize method) plot_filename_prefix_parent (Visualize attribute) plot_histogram() (SearchspaceStatistics method) plot_split_times_bar_comparison() (Visualize method)

plot_split_times_comparison() (Visualize method) plot_strategies() (Visualize method) plot_strategies_aggregated() (Visualize method) plot_x_value_types (Visualize attribute) plot_y_value_types (Visualize attribute)

R

RandomSearchCalculatedBaseline (class in autotuning_methodology.baseline) RandomSearchSimulatedBaseline (class in autotuning_methodology.baseline)

repeats (SearchspaceStatistics attribute) Results (class in autotuning_methodology.caching) ResultsDescription (class in autotuning_methodology.caching)

S

searchspace_stats (Baseline attribute) SearchspaceStatistics (class in autotuning_methodology.searchspace_statistics)

set_results() (ResultsDescription method) size (SearchspaceStatistics attribute) StochasticOptimizationAlgorithm (class in autotuning_methodology.curves)

T

T4_time_keys_to_kernel_tuner_time_keys() (SearchspaceStatistics method) T4_time_keys_to_kernel_tuner_time_keys_mapping (SearchspaceStatistics attribute) temporary_working_directory_change() (in module autotuning_methodology.runner) test() (in module autotuning_methodology.searchspace_statistics) time_to_fevals() (RandomSearchCalculatedBaseline method) total_performance_absolute_optimum() (SearchspaceStatistics method) total_performance_interquartile_range() (SearchspaceStatistics method) total_performance_maximum() (SearchspaceStatistics method) total_performance_mean() (SearchspaceStatistics method) total_performance_median() (SearchspaceStatistics method) total_performance_minimum() (SearchspaceStatistics method) total_performance_quartiles() (SearchspaceStatistics method)

total_performance_std() (SearchspaceStatistics method) total_time_interquartile_range() (SearchspaceStatistics method) total_time_maximum() (SearchspaceStatistics method) total_time_mean() (SearchspaceStatistics method) total_time_mean_per_feval() (SearchspaceStatistics method) total_time_median() (SearchspaceStatistics method) total_time_median_nan() (SearchspaceStatistics method) total_time_median_per_feval() (SearchspaceStatistics method) total_time_minimum() (SearchspaceStatistics method) total_time_quartiles() (SearchspaceStatistics method) total_time_std() (SearchspaceStatistics method) tune() (in module autotuning_methodology.runner)

V

Visualize (class in autotuning_methodology.visualize_experiments)

W

write_results() (in module autotuning_methodology.runner)

X

x_metric_displayname (Visualize attribute)

Y

y_metric_displayname (Visualize attribute)