SessionProgramTuner.baseline_options

from tmlt.tune import SessionProgramTuner

SessionProgramTuner.baseline_options: Union[Dict[str, Options], Options, None] = None

Configuration for how baseline outputs are computed.

By default, a SessionProgramTuner computes both the DP outputs and the baseline outputs for a SessionProgram to compute metrics. The baseline outputs are computed by calling the session_interaction() method with a NoPrivacySession. The baseline_options attribute allows you to override the default options for the NoPrivacySession used to compute the baseline. You can also specify multiple configurations to compute the baselines with different options. When multiple baseline configurations are specified, the metrics are computed with respect to each of the baseline configurations (unless specified otherwise in the metric definitions).

To override the default baseline options (see Options), you can set this to an Options object.

If you want to specify multiple baseline configurations, you can set this to a dictionary mapping baseline names to Options.