seldonian.spec.createSimpleSupervisedSpec

createSimpleSupervisedSpec(dataset, constraint_strs, deltas, sub_regime='regression', sensitive_col_names=[], frac_data_in_safety=0.6, save=True, save_dir='.', verbose=False)

Convenience function for creating SupervisedSpec object without a metadata file.

Saves spec.pkl file in save_dir

Parameters:

  • dataset (DataSet) – The dataset object containing data and metadata

  • constraint_strs (List(str)) – Constraint strings

  • deltas (List(float)) – Confidence thresholds

  • sub_regime – “classification” or “regression”

  • sensitive_col_names (List(str)) – List of sensitive column names

  • frac_data_in_safety (float) – Fraction of data used in safety test. The remaining fraction will be used in candidate selection

  • save – Boolean flag determining whether to save to a file

  • save_dir (str) – Directory where to save the spec.pkl file

  • verbose – Boolean glag to control verbosity