Index

_

__call__() (deepcave.layouts.Layout method) (deepcave.layouts.not_found.NotFoundLayout method) (deepcave.layouts.sidebar.SidebarLayout method) (deepcave.plugins.dynamic.DynamicPlugin method) (deepcave.plugins.Plugin method) (deepcave.plugins.static.StaticPlugin method)

__eq__() (deepcave.runs.objective.Objective method) __getattr__() (deepcave.utils.styled_plot.StyledPlot method) __iter__() (deepcave.runs.group.Group method) __post_init__() (deepcave.runs.objective.Objective method) (deepcave.runs.trial.Trial method)

A

AbstractRun (class in deepcave.runs) add() (deepcave.runs.run.Run method)

add_run() (deepcave.runs.handler.RunHandler method) alert() (in module deepcave.utils.dash) all_runs (deepcave.plugins.Plugin property)

B

BO BOHBRun (class in deepcave.runs.converters.bohb)

boxplot() (deepcave.utils.styled_plot.StyledPlot method) Budget

C

Cache (class in deepcave.utils.cache) calculate() (deepcave.evaluators.fanova.fANOVA method) (deepcave.evaluators.footprint.Footprint method) (deepcave.evaluators.lpi.LPI method) check_equality() (in module deepcave.runs) check_run_compatibility() (deepcave.plugins.Plugin static method) check_runs_compatibility() (deepcave.plugins.Plugin method) clear() (deepcave.utils.cache.Cache method) (deepcave.utils.run_caches.RunCaches method)

clear_run() (deepcave.utils.run_caches.RunCaches method) compute_marginals() (deepcave.evaluators.epm.fanova_forest.FanovaForest method) ConfigurationCube (class in deepcave.plugins.objective.configuration_cube) Configurations (class in deepcave.plugins.summary.configurations) convert_symb() (in module deepcave.utils.symbolic_regression) create_table() (in module deepcave.utils.layout) create_url() (in module deepcave.utils.url)

D

deepcave.evaluators module deepcave.evaluators.epm module deepcave.evaluators.epm.fanova_forest module deepcave.evaluators.epm.random_forest module deepcave.evaluators.epm.random_forest_surrogate module deepcave.evaluators.epm.utils module deepcave.evaluators.fanova module deepcave.evaluators.footprint module deepcave.evaluators.lpi module deepcave.layouts module deepcave.layouts.not_found module deepcave.layouts.sidebar module deepcave.plugins module deepcave.plugins.budget module deepcave.plugins.dynamic module deepcave.plugins.hyperparameter module deepcave.plugins.hyperparameter.importances module deepcave.plugins.hyperparameter.pdp module deepcave.plugins.hyperparameter.symbolic_explanations module deepcave.plugins.objective module deepcave.plugins.objective.configuration_cube module deepcave.plugins.objective.parallel_coordinates module deepcave.plugins.static module deepcave.plugins.summary module deepcave.plugins.summary.configurations module deepcave.plugins.summary.footprint module deepcave.plugins.summary.overview module deepcave.runs module deepcave.runs.converters module deepcave.runs.converters.bohb module deepcave.runs.converters.deepcave module

deepcave.runs.converters.smac3v1 module deepcave.runs.converters.smac3v2 module deepcave.runs.exceptions module deepcave.runs.group module deepcave.runs.handler module deepcave.runs.objective module deepcave.runs.recorder module deepcave.runs.run module deepcave.runs.status module deepcave.runs.trial module deepcave.utils module deepcave.utils.cache module deepcave.utils.cast module deepcave.utils.compression module deepcave.utils.configs module deepcave.utils.configspace module deepcave.utils.dash module deepcave.utils.data_structures module deepcave.utils.docs module deepcave.utils.files module deepcave.utils.hash module deepcave.utils.layout module deepcave.utils.logs module deepcave.utils.notification module deepcave.utils.run_caches module deepcave.utils.styled_plot module deepcave.utils.styled_plotty module deepcave.utils.symbolic_regression module deepcave.utils.url module deepcave.utils.util module DeepCAVERun (class in deepcave.runs.converters.deepcave) deserialize() (in module deepcave.utils.compression) DynamicPlugin (class in deepcave.plugins.dynamic)

E

empty() (deepcave.runs.AbstractRun method) encode_config() (deepcave.runs.AbstractRun method) encode_configs() (deepcave.runs.AbstractRun method)

end() (deepcave.runs.recorder.Recorder method) exists() (deepcave.runs.run.Run method) exp() (in module deepcave.utils.symbolic_regression)

F

fANOVA (class in deepcave.evaluators.fanova) FanovaForest (class in deepcave.evaluators.epm.fanova_forest) figure() (deepcave.utils.styled_plot.StyledPlot method) file_to_hash() (in module deepcave.utils.hash) flash() (in module deepcave.utils.dash) Footprint (class in deepcave.evaluators.footprint)

FootPrint (class in deepcave.plugins.summary.footprint) from_json() (deepcave.runs.objective.Objective static method) from_path() (deepcave.runs.converters.bohb.BOHBRun class method) (deepcave.runs.converters.deepcave.DeepCAVERun class method) (deepcave.runs.converters.smac3v1.SMAC3v1Run class method) (deepcave.runs.converters.smac3v2.SMAC3v2Run class method) (deepcave.runs.run.Run class method)

G

generate_config_code() (in module deepcave.utils.styled_plotty) generate_inputs() (deepcave.plugins.Plugin method) generate_outputs() (deepcave.plugins.Plugin class method) get() (deepcave.utils.cache.Cache method) (deepcave.utils.run_caches.RunCaches method) get_all_costs() (deepcave.runs.AbstractRun method) get_available_run_paths() (deepcave.runs.handler.RunHandler method) get_avg_costs() (deepcave.runs.AbstractRun method) get_base_url() (deepcave.plugins.Plugin class method) get_budget() (deepcave.runs.AbstractRun method) get_budget_ids() (deepcave.runs.AbstractRun method) get_budgets() (deepcave.runs.AbstractRun method) get_checklist_options() (in module deepcave.utils.layout) get_color() (deepcave.utils.styled_plot.StyledPlot method) (in module deepcave.utils.styled_plotty) get_config() (deepcave.runs.AbstractRun method) get_config_id() (deepcave.runs.AbstractRun method) get_configs() (deepcave.runs.AbstractRun method) get_discrete_heatmap() (in module deepcave.utils.styled_plotty) get_encoded_data() (deepcave.runs.AbstractRun method) get_filter_layout() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies static method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube static method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.footprint.FootPrint static method) get_function_set() (in module deepcave.utils.symbolic_regression) get_groups() (deepcave.runs.handler.RunHandler method) get_highest_budget() (deepcave.runs.AbstractRun method) get_hovertext_from_config() (in module deepcave.utils.styled_plotty) get_hyperparameter_ticks() (in module deepcave.utils.styled_plotty) get_hyperparameter_ticks_from_values() (in module deepcave.utils.styled_plotty) get_importances() (deepcave.evaluators.fanova.fANOVA method) (deepcave.evaluators.lpi.LPI method) get_incumbent() (deepcave.runs.AbstractRun method) get_input_layout() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies static method) (deepcave.plugins.hyperparameter.symbolic_explanations.SymbolicExplanations static method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube static method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.configurations.Configurations static method) (deepcave.plugins.summary.footprint.FootPrint static method) get_internal_id() (deepcave.plugins.Plugin method) get_internal_input_id() (deepcave.plugins.Plugin method) get_internal_output_id() (deepcave.plugins.Plugin method) get_key() (deepcave.runs.trial.Trial method) get_latest() (deepcave.utils.notification.Notification method) get_latest_change() (in module deepcave.utils.util) get_leaf_values() (deepcave.evaluators.epm.random_forest.RandomForest method) get_link() (deepcave.plugins.summary.configurations.Configurations static method) get_logger() (in module deepcave.utils.logs) get_meta() (deepcave.runs.AbstractRun method)

get_model() (deepcave.runs.AbstractRun method) (deepcave.runs.group.Group method) get_mpl_output_layout() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.footprint.FootPrint static method) get_new_config_id() (deepcave.runs.group.Group method) get_num_configs() (deepcave.runs.AbstractRun method) get_objective() (deepcave.runs.AbstractRun method) get_objective_id() (deepcave.runs.AbstractRun method) get_objective_ids() (deepcave.runs.AbstractRun method) get_objective_name() (deepcave.runs.AbstractRun method) get_objective_names() (deepcave.runs.AbstractRun method) get_objectives() (deepcave.runs.AbstractRun method) get_origin() (deepcave.runs.AbstractRun method) get_original_config_id() (deepcave.runs.group.Group method) get_original_run() (deepcave.runs.group.Group method) get_output_layout() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies static method) (deepcave.plugins.hyperparameter.symbolic_explanations.SymbolicExplanations static method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube static method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.configurations.Configurations static method) (deepcave.plugins.summary.footprint.FootPrint static method) (deepcave.plugins.summary.overview.Overview static method) get_pdp_figure() (deepcave.plugins.hyperparameter.pdp.PartialDependencies static method) get_points() (deepcave.evaluators.footprint.Footprint method) get_radio_options() (in module deepcave.utils.layout) get_random_string() (in module deepcave.utils.util) get_run() (deepcave.runs.handler.RunHandler method) get_run_input_layout() (deepcave.plugins.Plugin static method) get_run_name() (deepcave.runs.handler.RunHandler method) get_runs() (deepcave.runs.group.Group method) (deepcave.runs.handler.RunHandler method) get_seeds() (deepcave.runs.AbstractRun method) get_select_options() (in module deepcave.utils.layout) get_selected_groups() (deepcave.runs.handler.RunHandler method) get_selected_run_names() (deepcave.runs.handler.RunHandler method) get_selected_run_paths() (deepcave.runs.handler.RunHandler method) get_selected_runs() (deepcave.plugins.Plugin method) get_slider_marks() (in module deepcave.utils.layout) get_status() (deepcave.runs.AbstractRun method) get_surface() (deepcave.evaluators.footprint.Footprint method) get_trajectory() (deepcave.runs.AbstractRun method) (deepcave.runs.group.Group method) get_trial() (deepcave.runs.AbstractRun method) get_trial_key() (deepcave.runs.AbstractRun static method) get_trials() (deepcave.runs.AbstractRun method) get_types() (in module deepcave.evaluators.epm.utils) get_working_directory() (deepcave.runs.handler.RunHandler method) get_worst_value() (deepcave.runs.objective.Objective method) Group (class in deepcave.runs.group) groups (deepcave.plugins.Plugin property)

H

has() (deepcave.utils.cache.Cache method) hash (deepcave.runs.AbstractRun property) (deepcave.runs.converters.bohb.BOHBRun property) (deepcave.runs.converters.deepcave.DeepCAVERun property) (deepcave.runs.converters.smac3v1.SMAC3v1Run property) (deepcave.runs.converters.smac3v2.SMAC3v2Run property) (deepcave.runs.group.Group property)

help_button() (in module deepcave.utils.layout) hex_to_rgb() (in module deepcave.utils.styled_plotty)

I

id (deepcave.runs.AbstractRun property) (deepcave.runs.group.Group property) (deepcave.runs.run.Run property)

Importances (class in deepcave.plugins.hyperparameter.importances)

L

latest_change (deepcave.runs.AbstractRun property) (deepcave.runs.converters.bohb.BOHBRun property) (deepcave.runs.converters.deepcave.DeepCAVERun property) (deepcave.runs.converters.smac3v1.SMAC3v1Run property) (deepcave.runs.converters.smac3v2.SMAC3v2Run property) (deepcave.runs.group.Group property) Layout (class in deepcave.layouts) legend() (deepcave.utils.styled_plot.StyledPlot method) load() (deepcave.runs.run.Run method) load_dependency_inputs() (deepcave.plugins.hyperparameter.importances.Importances method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies method) (deepcave.plugins.hyperparameter.symbolic_explanations.SymbolicExplanations method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates method) (deepcave.plugins.Plugin method) (deepcave.plugins.summary.configurations.Configurations method) (deepcave.plugins.summary.footprint.FootPrint method) load_inputs() (deepcave.plugins.hyperparameter.importances.Importances method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies method) (deepcave.plugins.hyperparameter.symbolic_explanations.SymbolicExplanations method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates method) (deepcave.plugins.Plugin method) (deepcave.plugins.summary.configurations.Configurations method) (deepcave.plugins.summary.footprint.FootPrint method)

load_mpl_outputs() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.footprint.FootPrint static method) load_outputs() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies static method) (deepcave.plugins.hyperparameter.symbolic_explanations.SymbolicExplanations static method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube static method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.configurations.Configurations static method) (deepcave.plugins.summary.footprint.FootPrint static method) (deepcave.plugins.summary.overview.Overview static method) load_run_inputs() (deepcave.plugins.Plugin static method) LPI (class in deepcave.evaluators.lpi)

M

make_dirs() (in module deepcave.utils.files) merge() (deepcave.runs.objective.Objective method) merge_costs() (deepcave.runs.AbstractRun method) module deepcave.evaluators deepcave.evaluators.epm deepcave.evaluators.epm.fanova_forest deepcave.evaluators.epm.random_forest deepcave.evaluators.epm.random_forest_surrogate deepcave.evaluators.epm.utils deepcave.evaluators.fanova deepcave.evaluators.footprint deepcave.evaluators.lpi deepcave.layouts deepcave.layouts.not_found deepcave.layouts.sidebar deepcave.plugins deepcave.plugins.budget deepcave.plugins.dynamic deepcave.plugins.hyperparameter deepcave.plugins.hyperparameter.importances deepcave.plugins.hyperparameter.pdp deepcave.plugins.hyperparameter.symbolic_explanations deepcave.plugins.objective deepcave.plugins.objective.configuration_cube deepcave.plugins.objective.parallel_coordinates deepcave.plugins.static deepcave.plugins.summary deepcave.plugins.summary.configurations deepcave.plugins.summary.footprint deepcave.plugins.summary.overview deepcave.runs deepcave.runs.converters deepcave.runs.converters.bohb deepcave.runs.converters.deepcave deepcave.runs.converters.smac3v1 deepcave.runs.converters.smac3v2 deepcave.runs.exceptions deepcave.runs.group deepcave.runs.handler deepcave.runs.objective deepcave.runs.recorder deepcave.runs.run deepcave.runs.status deepcave.runs.trial deepcave.utils deepcave.utils.cache deepcave.utils.cast deepcave.utils.compression deepcave.utils.configs deepcave.utils.configspace deepcave.utils.dash deepcave.utils.data_structures deepcave.utils.docs deepcave.utils.files deepcave.utils.hash deepcave.utils.layout deepcave.utils.logs deepcave.utils.notification deepcave.utils.run_caches deepcave.utils.styled_plot deepcave.utils.styled_plotty deepcave.utils.symbolic_regression deepcave.utils.url deepcave.utils.util

N

NotFoundLayout (class in deepcave.layouts.not_found) Notification (class in deepcave.utils.notification)

NotMergeableError NotValidRunError

O

Objective (class in deepcave.runs.objective)

optional_int() (in module deepcave.utils.cast) Overview (class in deepcave.plugins.summary.overview)

P

ParallelCoordinates (class in deepcave.plugins.objective.parallel_coordinates) parse_config() (in module deepcave.utils.configs) parse_url() (in module deepcave.utils.url) PartialDependencies (class in deepcave.plugins.hyperparameter.pdp) path (deepcave.runs.run.Run property) Plugin (class in deepcave.plugins) PluginState (class in deepcave.plugins.static) predict() (deepcave.evaluators.epm.random_forest.RandomForest method) (deepcave.evaluators.epm.random_forest_surrogate.RandomForestSurrogate method)

predict_marginalized() (deepcave.evaluators.epm.random_forest.RandomForest method) prettify_label() (in module deepcave.utils.styled_plotty) process() (deepcave.plugins.hyperparameter.importances.Importances static method) (deepcave.plugins.hyperparameter.pdp.PartialDependencies static method) (deepcave.plugins.hyperparameter.symbolic_explanations.SymbolicExplanations static method) (deepcave.plugins.objective.configuration_cube.ConfigurationCube static method) (deepcave.plugins.objective.parallel_coordinates.ParallelCoordinates static method) (deepcave.plugins.Plugin static method) (deepcave.plugins.summary.configurations.Configurations static method) (deepcave.plugins.summary.footprint.FootPrint static method)

R

RandomForest (class in deepcave.evaluators.epm.random_forest) RandomForestSurrogate (class in deepcave.evaluators.epm.random_forest_surrogate) read() (deepcave.utils.cache.Cache method) Recorder (class in deepcave.runs.recorder) register_callbacks() (deepcave.layouts.sidebar.SidebarLayout method) (deepcave.plugins.dynamic.DynamicPlugin method) (deepcave.plugins.Plugin method) (deepcave.plugins.static.StaticPlugin method) register_input() (deepcave.plugins.Plugin method) register_output() (deepcave.plugins.Plugin method) remove_run() (deepcave.runs.handler.RunHandler method)

render() (deepcave.utils.styled_plot.StyledPlot method) reset() (deepcave.runs.AbstractRun method) (deepcave.utils.notification.Notification method) rst_to_md() (in module deepcave.utils.docs) Run (class in deepcave.runs.run) run_names (deepcave.runs.group.Group property) run_paths (deepcave.runs.group.Group property) RunCaches (class in deepcave.utils.run_caches) RunHandler (class in deepcave.runs.handler) RunInequality (class in deepcave.runs.exceptions) runs (deepcave.plugins.Plugin property)

S

sample_border_config() (in module deepcave.utils.configspace) sample_random_config() (in module deepcave.utils.configspace) save() (deepcave.runs.run.Run method) save_figure() (deepcave.utils.styled_plot.StyledPlot method) save_image() (in module deepcave.utils.styled_plotty) serialize() (in module deepcave.utils.compression) set() (deepcave.utils.cache.Cache method) (deepcave.utils.run_caches.RunCaches method) set_dict() (deepcave.utils.cache.Cache method) set_working_directory() (deepcave.runs.handler.RunHandler method)

short_string() (in module deepcave.utils.util) SidebarLayout (class in deepcave.layouts.sidebar) SMAC SMAC3v1Run (class in deepcave.runs.converters.smac3v1) SMAC3v2Run (class in deepcave.runs.converters.smac3v2) start() (deepcave.runs.recorder.Recorder method) StaticPlugin (class in deepcave.plugins.static) Status (class in deepcave.runs.status) string_to_hash() (in module deepcave.utils.hash) StyledPlot (class in deepcave.utils.styled_plot) SymbolicExplanations (class in deepcave.plugins.hyperparameter.symbolic_explanations)

T

to_json() (deepcave.runs.objective.Objective method) (deepcave.runs.trial.Trial method)

to_text() (deepcave.runs.status.Status method) train() (deepcave.evaluators.epm.random_forest.RandomForest method) Trial (class in deepcave.runs.trial)

U

update() (deepcave.runs.handler.RunHandler method) (deepcave.utils.notification.Notification method) (deepcave.utils.run_caches.RunCaches method)

update_dict() (in module deepcave.utils.data_structures) update_groups() (deepcave.runs.handler.RunHandler method) update_run() (deepcave.runs.handler.RunHandler method) update_runs() (deepcave.runs.handler.RunHandler method)

W

write() (deepcave.utils.cache.Cache method)

X

xlim() (deepcave.utils.styled_plot.StyledPlot method)

Y

ylim() (deepcave.utils.styled_plot.StyledPlot method)