cave.analyzer.cave_parameter_importance module

class cave.analyzer.cave_parameter_importance.CaveParameterImportance(pimp: pimp.importance.importance.Importance, incumbent: ConfigSpace.configuration_space.Configuration, output_dir: str)[source]

Bases: cave.analyzer.base_analyzer.BaseAnalyzer

Calculate parameter-importance using the PIMP-package.

Parameters:pimp (Importance) – parameter importance object for fanova, ablation, etc
Returns:importance – importance object with evaluated data
Return type:pimp.Importance
get_html() → Tuple[str, str]

General reports in html-format, to be easily integrated in html-code. ALSO FOR BOKEH-OUTPUT.

Returns:script, div – header and body part of html-code
Return type:str, str
get_jupyter()

Depending on analysis, this creates jupyter-notebook compatible output.

get_static_plots() → List[str]

Returns plot-paths, if any are available

Returns:plot_paths – returns list of strings
Return type:List[str]
get_table()

Get table, if available

parameter_importance(modus)[source]
modus: str
modus for parameter importance, from [forward-selection, ablation, fanova, lpi]